科技热点日报

🤖 Claude Code 更新日报 2026-04-04

Sat, 04 Apr 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.92

发布日期: 2026-04-04
⚠️ 新版本发布

✨ 新增功能

Added forceRemoteSettingsRefresh policy setting: when set, the CLI blocks startup until remote managed settings are freshly fetched, and exits if the fetch fails (fail-closed)
Added interactive Bedrock setup wizard accessible from the login screen when selecting “3rd-party platform” — guides you through AWS authentication, region configuration, credential verification, and model pinning
Added per-model and cache-hit breakdown to /cost for subscription users

🐛 重要修复

Fixed subagent spawning permanently failing with “Could not determine pane count” after tmux windows are killed or renumbered during a long-running session
Fixed prompt-type Stop hooks incorrectly failing when the small fast model returns ok:false, and restored preventContinuation:true semantics for non-Stop prompt-type hooks
Fixed tool input validation failures when streaming emits array/object fields as JSON-encoded strings
Fixed an API 400 error that could occur when extended thinking produced a whitespace-only text block alongside real content
Fixed accidental feedback survey submissions from auto-pilot keypresses and consecutive-prompt digit collisions
Fixed misleading “esc to interrupt” hint appearing alongside “esc to clear” when a text selection exists in fullscreen mode during processing
Fixed Homebrew install update prompts to use the cask’s release channel (claude-code → stable, claude-code@latest → latest)
Fixed ctrl+e jumping to the end of the next line when already at end of line in multiline prompts
Fixed an issue where the same message could appear at two positions when scrolling up in fullscreen mode (iTerm2, Ghostty, and other terminals with DEC 2026 support)
Fixed idle-return “/clear to save X tokens” hint showing cumulative session tokens instead of current context size

⚡ 优化改进

Improved Write tool diff computation speed for large files (60% faster on files with tabs/&/$)
Removed /tag command
Removed /vim command (toggle vim mode via /config → Editor mode)

💡 深度点评

核心亮点

交互式 Bedrock 配置向导：在登录界面选择第三方平台时，新增了完整的 Bedrock 引导流程，支持 AWS 身份验证、区域配置及模型固定，大幅简化了企业级环境的接入难度。
精细化 /cost 成本统计：针对订阅用户，/cost 命令现在支持按模型维度和缓存命中（cache-hit）情况进行费用拆解，提供了更透明的 Token 消耗反馈。
Write 工具性能优化：改进了大文件的 diff 计算逻辑，在处理包含制表符或特殊符号（如 &、$）的文件时，计算速度提升了约 60%。

值得注意的修复

Tmux 子智能体生成失效：修复了在 tmux 环境下，若窗口被销毁或重排导致“无法确定窗格数量”，进而造成子智能体（subagent）永久无法启动的问题。
MCP 服务连接阻塞：解决了当插件 MCP 服务与未授权的 claude.ai 连接器冲突时，导致服务卡死在“连接中”状态的异常。

个人评价

v2.1.92 版本标志着 Claude Code 进入了从功能扩张转向体验打磨的阶段。通过移除 /tag 和重构 /vim 指令（整合至配置项），工具链的逻辑变得更加清晰；而针对大文件 diff 速度的提升和 Bedrock 接入流程的完善，则直接回应了开发者在复杂工程场景下的核心诉求。整体而言，这是一个侧重于稳定性与工程化细节的务实更新，建议重度 CLI 用户及 AWS 环境开发者尽快升级。

🔧 Openclaw 更新日报 2026-04-02

Thu, 02 Apr 2026 10:00:00 +0800

🔧 Openclaw 更新 2026.4.2

发布日期: 2026-04-02
⚠️ 新版本发布

Changes

Tasks/chat: add /tasks as a chat-native background task board for the current session, with recent task details and agent-local fallback counts when no linked tasks are visible. Related #54226. Thanks @vincentkoc.
Web search/SearXNG: add the bundled SearXNG provider plugin for web_search with configurable host support. (#57317) Thanks @cgdusek.
Amazon Bedrock/Guardrails: add Bedrock Guardrails support to the bundled provider. (#58588) Thanks @MikeORed.
macOS/Voice Wake: add the Voice Wake option to trigger Talk Mode. (#58490) Thanks @SmoothExec.
Feishu/comments: add a dedicated Drive comment-event flow with comment-thread context resolution, in-thread replies, and feishu_drive comment actions for document collaboration workflows. (#58497) Thanks @wittam-01.
Gateway/webchat: make chat.history text truncation configurable with gateway.webchat.chatHistoryMaxChars and per-request maxChars, while preserving silent-reply filtering and existing default payload limits. (#58900)
Agents/default params: add agents.defaults.params for global default provider parameters. (#58548) Thanks @lpender.
Agents/failover: cap prompt-side and assistant-side same-provider auth-profile retries for rate-limit failures before cross-provider model fallback, add the auth.cooldowns.rateLimitedProfileRotations knob, and document the new fallback behavior. (#58707) Thanks @Forgely3D
Cron/tools allowlist: add openclaw cron --tools for per-job tool allowlists. (#58504) Thanks @andyk-ms.
Channels/session routing: move provider-specific session conversation grammar into plugin-owned session-key surfaces, preserving Telegram topic routing and Feishu scoped inheritance across bootstrap, model override, restart, and tool-policy paths.
WhatsApp/reactions: add reactionLevel guidance for agent reactions. Thanks @mcaxtr.
Telegram/errors: add configurable errorPolicy and errorCooldownMs controls so Telegram can suppress repeated delivery errors per account, chat, and topic without muting distinct failures. (#51914) Thanks @chinar-amrutkar

Fixes

Chat/error replies: stop leaking raw provider/runtime failures into external chat channels, return a friendly retry message instead, and add a specific /new hint for Bedrock toolResult/toolUse session mismatches. (#58831) Thanks @ImLukeF.
Gateway/reload: ignore startup config writes by persisted hash in the config reloader so generated auth tokens and seeded Control UI origins do not trigger a restart loop, while real gateway.auth.* edits still require restart. (#58678) Thanks @yelog
Tasks/gateway: keep the task registry maintenance sweep from stalling the gateway event loop under synchronous SQLite pressure, so upgraded gateways stop hanging about a minute after startup. (#58670) Thanks @openperf
Tasks/status: hide stale completed background tasks from /status and session_status, prefer live task context, and show recent failures only when no active work remains. (#58661) Thanks @vincentkoc
Tasks/gateway: re-check the current task record before maintenance marks runs lost or prunes them, so a task heartbeat or cleanup update that lands during a sweep no longer gets overwritten by stale snapshot state.
Exec/approvals: honor exec-approvals.json security defaults when inline or configured tool policy is unset, and keep Slack and Discord native approval handling aligned with inferred approvers and real channel enablement so remote exec stops falling into false approval timeouts and disabled states. Thanks @scoootscooob and @vincentkoc.
Exec/approvals: make allow-always persist as durable user-approved trust instead of behaving like allow-once, reuse exact-command trust on shell-wrapper paths that cannot safely persist an executable allowlist entry, keep static allowlist entries from silently bypassing ask:"always", and require explicit approval when Windows cannot build an allowlist execution plan instead of hard-dead-ending remote exec. Thanks @scoootscooob and @vincentkoc.
Exec/cron: resolve isolated cron no-route approval dead-ends from the effective host fallback policy when trusted automation is allowed, and make openclaw doctor warn when tools.exec is broader than ~/.openclaw/exec-approvals.json so stricter host-policy conflicts are explicit. Thanks @scoootscooob and @vincentkoc.
Sessions/model switching: keep /model changes queued behind busy runs instead of interrupting the active turn, and retarget queued followups so later work picks up the new model as soon as the current turn finishes.
Gateway/HTTP: skip failing HTTP request stages so one broken facade no longer forces every HTTP endpoint to return 500. (#58746) Thanks @yelog
Gateway/nodes: stop pinning live node commands to the approved node-pair record. Node pairing remains a trust/token flow, while per-node system.run policy stays in that node’s exec approvals config. Fixes #58824.
WebChat/exec approvals: use native approval UI guidance in agent system prompts instead of telling agents to paste manual /approve commands in webchat sessions. Thanks @vincentkoc.

💡 深度点评

📝 个人评价

2026.4.2 包含多项变更，请查看上方详细列表。

🤖 Claude Code 更新日报 2026-04-02

Thu, 02 Apr 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.90

发布日期: 2026-04-02
⚠️ 新版本发布

✨ 新增功能

Added /powerup — interactive lessons teaching Claude Code features with animated demos
Added CLAUDE_CODE_PLUGIN_KEEP_MARKETPLACE_ON_FAILURE env var to keep the existing marketplace cache when git pull fails, useful in offline environments
Added .husky to protected directories (acceptEdits mode)

🐛 重要修复

Fixed an infinite loop where the rate-limit options dialog would repeatedly auto-open after hitting your usage limit, eventually crashing the session
Fixed --resume causing a full prompt-cache miss on the first request for users with deferred tools, MCP servers, or custom agents (regression since v2.1.69)
Fixed Edit/Write failing with “File content has changed” when a PostToolUse format-on-save hook rewrites the file between consecutive edits
Fixed PreToolUse hooks that emit JSON to stdout and exit with code 2 not correctly blocking the tool call
Fixed collapsed search/read summary badge appearing multiple times in fullscreen scrollback when a CLAUDE.md file auto-loads during a tool call
Fixed auto mode not respecting explicit user boundaries (“don’t push”, “wait for X before Y”) even when the action would otherwise be allowed
Fixed click-to-expand hover text being nearly invisible on light terminal themes
Fixed UI crash when malformed tool input reached the permission dialog
Fixed headers disappearing when scrolling /model, /config, and other selection screens

⚡ 优化改进

Improved performance: eliminated per-turn JSON.stringify of MCP tool schemas on cache-key lookup
Improved performance: SSE transport now handles large streamed frames in linear time (was quadratic)
Improved performance: SDK sessions with long conversations no longer slow down quadratically on transcript writes
Improved /resume all-projects view to load project sessions in parallel, improving load times for users with many projects
Removed Get-DnsClientCache and ipconfig /displaydns from auto-allow (DNS cache privacy)

💡 深度点评

核心亮点

/powerup 交互式教程：新增内置交互式课程，通过动画演示直观教学 Claude Code 的各项功能特性，降低了复杂指令的学习门槛。
长对话与多项目性能优化：SSE 传输处理大幅数据帧的时间复杂度由平方级优化为线性；同时 /resume 支持并行加载项目会话，显著提升了大型项目及长上下文场景下的响应速度。
PowerShell 权限校验加固：针对 Windows 环境进行了深度安全加固，修复了通过后台任务（&）绕过权限检查以及特定场景下的降级漏洞，增强了工具调用的安全性。

值得注意的修复

开发流冲突修复：解决了 PostToolUse 钩子（如 format-on-save）在连续编辑间隙改写文件导致 Edit/Write 报错“File content has changed”的竞争问题。
缓存逻辑修正：修复了自 v2.1.69 以来 --resume 导致 prompt-cache 失效的回归问题，确保在使用 MCP 或自定义 Agent 时能正确命中缓存以节省 Token。

个人评价

Claude Code v2.1.90 是一个以「稳定性」和「性能缩放」为核心的迭代版本。通过重构 SSE 传输机制和并行化加载逻辑，该版本解决了 AI 工具在处理超长对话时常见的性能衰减痛点。同时，针对 format-on-save 触发的文件改写冲突以及 prompt-cache 命中率的修复，显示出开发团队正在深度磨平 AI 代理与前端工程化工具链（如 ESLint/Prettier）之间的协作摩擦。整体来看，这使得 Claude Code 在处理复杂工程任务时更加可靠和高效。

🔧 Codex 更新日报 2026-04-01

Wed, 01 Apr 2026 10:00:00 +0800

🔧 Codex 更新 rust-v0.118.0

发布日期: 2026-04-01
⚠️ 新版本发布

New Features

Windows sandbox runs can now enforce proxy-only networking with OS-level egress rules, instead of relying on environment variables alone. (#12220)
App-server clients can now start ChatGPT sign-in with a device code flow, which helps when browser callback login is unreliable or unavailable. (#15525)
codex exec now supports the prompt-plus-stdin workflow, so you can pipe input and still pass a separate prompt on the command line. (#15917)
Custom model providers can now fetch and refresh short-lived bearer tokens dynamically, instead of being limited to static credentials from config or environment variables. (#16286, #16287, #16288)

Bug Fixes

Project-local .codex files are now protected even on first creation, closing a gap where the initial write could bypass normal approval checks. (#15067)
Linux sandbox launches are more reliable because Codex once again finds a trusted system bwrap on normal multi-entry PATHs. (#15791, #15973)
The app-server-backed TUI regained several missing workflows: hook notifications replay correctly, /copy and /resume <name> work again, /agent no longer shows stale threads, and the skills picker scrolls past the first page. (#16013, #16021, #16050, #16014, #16109, #16110)
MCP startup is more robust: local servers get a longer startup window, and failed handshakes surface warnings in the TUI again instead of looking like clean startups. (#16080, #16041)
On Windows, apply_patch is less likely to fail because it no longer adds redundant writable roots that could trigger unnecessary ACL churn. (#16030)

Changelog

#15891 [plugins] Polish tool suggest prompts. @mzeng-openai
#15791 fix: resolve bwrap from trusted PATH entry @viyatb-oai
#15900 skills: remove unused skill permission metadata @bolinfest
#15811 app-server: Split transport module @euroelessar
#15067 Protect first-time project .codex creation across Linux and macOS sandboxes @rreichel3-oai
#15903 [codex] import token_data from codex-login directly @bolinfest
#15897 sandboxing: use OsString for SandboxCommand.program @bolinfest
#15910 docs: update AGENTS.md to discourage adding code to codex-core @bolinfest
#15898 chore: move bwrap config helpers into dedicated module @viyatb-oai
#15906 chore: remove skill metadata from command approval payloads @bolinfest
#15909 fix(network-proxy): fail closed on network-proxy DNS lookup errors @viyatb-oai
#14495 Preserve bazel repository cache in github actions @siggisim

💡 深度点评

核心亮点

安全沙箱强化（Windows）：Windows 平台的沙箱运行现在支持通过系统级出口规则（Egress Rules）强制执行仅代理网络，而非单纯依赖环境变量。这一改进显著提升了网络隔离的严密性，防止了潜在的绕过风险。 (#12220)
动态身份验证支持：自定义模型供应商现在可以动态获取并刷新短效 Bearer Token。相比此前仅支持配置文件或环境变量中的静态凭据，这一变化为集成企业级 IAM（身份访问管理）和更安全的认证流提供了可能。 (#16286, #16288)
CLI 流水线能力增强：codex exec 现已支持“Prompt + Stdin”工作流。开发者可以通过管道（pipe）输入数据的同时，在命令行直接传递独立的 Prompt，大幅提升了 Codex 在自动化脚本中的灵活性。 (#15917)

值得注意的修复

首创配置文件安全保护：修复了项目本地 .codex 文件在首次创建时可能绕过审批检查的漏洞，确保从文件诞生起就受沙箱策略保护。 (#15067)
MCP 启动鲁棒性提升：为本地 MCP 服务器提供了更长的启动窗口期，并修复了握手失败被误判为正常启动的问题。现在 TUI 能正确显示握手警告，便于开发者排查插件初始化故障。 (#16080, #16041)
TUI 核心工作流回归：修复了基于 app-server 的 TUI 界面中的多项退化问题，包括 /copy 和 /resume 指令失效、Hook 通知回放异常以及技能选择器无法翻页等关键交互 Bug。 (#16013, #16021, #16109)

个人评价

Rust-v0.118.0 是一个侧重于“工程健壮性”的更新版本。它没有堆砌新的模型功能，而是将重心放在了沙箱安全性、认证机制动态化以及 TUI 交互的稳定性上。特别是网络代理策略从环境变量升级到系统级规则，以及对动态 Token 的支持，标志着 Codex 正在向更加严苛的生产级开发环境靠拢。对于重度依赖 CLI 自动化的用户来说，codex exec 的流水线优化也是非常实用的改进。

🔧 Openclaw 更新日报 2026-04-01

Wed, 01 Apr 2026 10:00:00 +0800

🔧 Openclaw 更新 2026.3.31

发布日期: 2026-04-01
⚠️ 新版本发布

Breaking

Nodes/exec: remove the duplicated nodes.run shell wrapper from the CLI and agent nodes tool so node shell execution always goes through exec host=node, keeping node-specific capabilities on nodes invoke and the dedicated media/location/notify actions.
Plugin SDK: deprecate the legacy provider compat subpaths plus the older bundled provider setup and channel-runtime compatibility shims, emit migration warnings, and keep the current documented openclaw/plugin-sdk/* entrypoints plus local api.ts / runtime-api.ts barrels as the forward path ahead of a future major-release removal.
Skills/install and Plugins/install: built-in dangerous-code critical findings and install-time scan failures now fail closed by default, so plugin installs and gateway-backed skill dependency installs that previously succeeded may now require an explicit dangerous override such as --dangerously-force-unsafe-install to proceed.
Gateway/auth: trusted-proxy now rejects mixed shared-token configs, and local-direct fallback requires the configured token instead of implicitly authenticating same-host callers. Thanks @zhangning-agent, @jacobtomlinson, and @vincentkoc.
Gateway/node commands: node commands now stay disabled until node pairing is approved, so device pairing alone is no longer enough to expose declared node commands. (#57777) Thanks @jacobtomlinson.
Gateway/node events: node-originated runs now stay on a reduced trusted surface, so notification-driven or node-triggered flows that previously relied on broader host/session tool access may need adjustment. (#57691) Thanks @jacobtomlinson.

Changes

ACP/plugins: add an explicit default-off ACPX plugin-tools MCP bridge config, document the trust boundary, and harden the built-in bridge packaging/logging path so global installs and stdio MCP sessions work reliably. (#56867) Thanks @joe2643.
Agents/LLM: add a configurable idle-stream timeout for embedded runner requests so stalled model streams abort cleanly instead of hanging until the broader run timeout fires. (#55072) Thanks @liuy.
Agents/MCP: materialize bundle MCP tools with provider-safe names (serverName__toolName), support optional streamable-http transport selection plus per-server connection timeouts, and preserve real tool results from aborted/error turns unless truncation explicitly drops them. (#49505) Thanks @ziomancer.
Android/notifications: add notification-forwarding controls with package filtering, quiet hours, rate limiting, and safer picker behavior for forwarded notification events. (#40175) Thanks @nimbleenigma.
Background tasks: turn tasks into a real shared background-run control plane instead of ACP-only bookkeeping by unifying ACP, subagent, cron, and background CLI execution under one SQLite-backed ledger, routing detached lifecycle updates through the executor seam, adding audit/maintenance/status visibility, tightening auto-cleanup and lost-run recovery, improving task awareness in internal status/tool surfaces, and clarifying the split between heartbeat/main-session automation and detached scheduled runs. Thanks @mbelinky and @vincentkoc.
Background tasks: add the first linear task flow control surface with openclaw flows list|show|cancel, keep manual multi-task flows separate from one-task auto-sync flows, and surface doctor recovery hints for obviously orphaned or broken flow/task linkage. Thanks @mbelinky and @vincentkoc.
Channels/QQ Bot: add QQ Bot as a bundled channel plugin with multi-account setup, SecretRef-aware credentials, slash commands, reminders, and media send/receive support. (#52986) Thanks @sliverp.
Diffs: skip unused viewer-versus-file SSR preload work so diffs view-only and file-only runs do less render work while keeping mode outputs aligned. (#57909) thanks @gumadeiras.
Tasks: add a minimal SQLite-backed task flow registry plus task-to-flow linkage scaffolding, so orchestrated work can start gaining a first-class parent record without changing current task delivery behavior. Thanks @mbelinky and @vincentkoc.
Tasks: persist blocked state on one-task task flows and let the same flow reopen cleanly on retry, so blocked detached work can carry a parent-level reason and continue without fragmenting into a new job. Thanks @mbelinky and @vincentkoc.
Tasks: route one-task ACP and subagent updates through a parent task-flow owner context, so detached work can emerge back through the intended parent thread/session instead of speaking only as a raw child task. Thanks @mbelinky and @vincentkoc.
LINE/outbound media: add LINE image, video, and audio outbound sends on the LINE-specific delivery path, including explicit preview/tracking handling for videos while keeping generic media sends on the existing image-only route. (#45826) Thanks @masatohoshino.

Fixes

Slack: stop retry-driven duplicate replies when draft-finalization edits fail ambiguously, and log configured allowlisted users/channels by readable name instead of raw IDs.
Agents/OpenAI Responses: normalize raw bundled MCP tool schemas on the WebSocket/Responses path so bare-object, object-ish, and top-level union MCP tools no longer get rejected by OpenAI during tool registration. (#58299) Thanks @yelog.
ACP/security: replace ACP’s dangerous-tool name override with semantic approval classes, so only narrow readonly reads/searches can auto-approve while indirect exec-capable and control-plane tools always require explicit prompt approval. Thanks @vincentkoc.
ACP/sessions_spawn: register ACP child runs for completion tracking and lifecycle cleanup, and make registration-failure cleanup explicitly best-effort so callers do not assume an already-started ACP turn was fully aborted. (#40885) Thanks @xaeon2026 and @vincentkoc.
ACP/tasks: mark cleanly exited ACP runs as blocked when they end on deterministic write or authorization blockers, and wake the parent session with a follow-up instead of falsely reporting success.
ACPX/runtime: derive the bundled ACPX expected version from the extension package metadata instead of hardcoding a separate literal, so plugin-local ACPX installs stop drifting out of health-check parity after version bumps. (#49089) Thanks @jiejiesks and @vincentkoc.
Agents/Anthropic failover: treat Anthropic api_error payloads with An unexpected error occurred while processing the response as transient so retry/fallback can engage instead of surfacing a terminal failure. (#57441) Thanks @zijiess and @vincentkoc.
Agents/compaction: keep late compaction-retry completions from double-resolving finished compaction futures, so interrupted or timed-out compactions stop surfacing spurious second-completion races. (#57796) Thanks @joshavant.
Agents/disabled providers: make disabled providers disappear from default model selection and embedded provider fallback, while letting explicitly pinned disabled providers fail with a clear config error instead of silently taking traffic. (#57735) Thanks @rileybrown-dev and @vincentkoc.
Agents/OAuth output: force exec-host OAuth output readers through the gateway fs policy so embedded gateway runs stop crashing when provider auth writes land outside the current sandbox workspace. (#58249) Thanks @joshavant.
Agents/system prompt: fix agent.name interpolation in the embedded runtime system prompt and make provider/model fallback text reflect the effective runtime selection after start. (#57625) Thanks @StllrSvr and @vincentkoc.
Android/device info: read the app’s version metadata from the package manager instead of hidden APIs so Android 15+ onboarding and device info no longer fail to compile or report placeholder values. (#58126) Thanks @L3ER0Y.

💡 深度点评

这是针对 openclaw 2026.3.31 版本的深度点评：

🤖 Claude Code 更新日报 2026-04-01

Wed, 01 Apr 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.87

发布日期: 2026-04-01
⚠️ 新版本发布

✨ 新增功能

🐛 重要修复

Fixed messages in Cowork Dispatch not getting delivered

⚡ 优化改进

💡 深度点评

核心亮点

本次 v2.1.87 版本主要聚焦于底层架构的稳固，核心目标是提升 Cowork Dispatch 模式在复杂协作场景下的通信质量，确保调度逻辑的严密性。

值得注意的修复

修复 Cowork Dispatch 消息投递失效问题：解决了在多任务协同分发过程中，消息无法正确送达目标的故障，保证了协作链路的连贯性。

个人评价

v2.1.87 是一个典型的稳定性补丁版本。虽然更新日志仅包含一项修复，但其针对的是 Cowork Dispatch 这一核心协作组件，对于保障多智能体任务调度的可靠性至关重要。此次修复消除了由于通信中断导致的自动化流程卡死风险，建议依赖协作模式的开发者及时更新以维持工作流的稳定性。

数据来源: 官方 CHANGELOG

Generated by OpenClaw at 2026-04-01 08:00:36

🤖 Claude Code 更新日报 2026-03-31

Tue, 31 Mar 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.88

发布日期: 2026-03-31
⚠️ 新版本发布

✨ 新增功能

Added CLAUDE_CODE_NO_FLICKER=1 environment variable to opt into flicker-free alt-screen rendering with virtualized scrollback
Added PermissionDenied hook that fires after auto mode classifier denials — return {retry: true} to tell the model it can retry
Added named subagents to @ mention typeahead suggestions

🐛 重要修复

Fixed prompt cache misses in long sessions caused by tool schema bytes changing mid-session
Fixed nested CLAUDE.md files being re-injected dozens of times in long sessions that read many files
Fixed Edit/Write tools doubling CRLF on Windows and stripping Markdown hard line breaks (two trailing spaces)
Fixed StructuredOutput schema cache bug causing ~50% failure rate in workflows with multiple schemas
Fixed memory leak where large JSON inputs were retained as LRU cache keys in long-running sessions
Fixed a potential out-of-memory crash when the Edit tool was used on very large files (>1 GiB)
Fixed a crash when removing a message from very large session files (over 50MB)
Fixed --resume crash when transcript contains a tool result from an older CLI version or interrupted write
Fixed misleading “Rate limit reached” message when the API returned an entitlement error — now shows the actual error with actionable hints
Fixed LSP server zombie state after crash — server now restarts on next request instead of failing until session restart

⚡ 优化改进

Improved PowerShell tool prompt with version-appropriate syntax guidance (5.1 vs 7+)

💡 深度点评

以下是关于 Claude Code v2.1.88 更新内容的深度点评：

🔧 Openclaw 更新日报 2026-03-30

Mon, 30 Mar 2026 10:00:00 +0800

🔧 Openclaw 更新 2026.3.28

发布日期: 2026-03-30
⚠️ 新版本发布

Breaking

Providers/Qwen: remove the deprecated qwen-portal-auth OAuth integration for portal.qwen.ai; migrate to Model Studio with openclaw onboard --auth-choice modelstudio-api-key. (#52709) Thanks @pomelo-nwu.
Config/Doctor: drop automatic config migrations older than two months; very old legacy keys now fail validation instead of being rewritten on load or by openclaw doctor.

Changes

xAI/tools: move the bundled xAI provider to the Responses API, add first-class x_search, and auto-enable the xAI plugin from owned web-search and tool config so bundled Grok auth/configured search flows work without manual plugin toggles. (#56048) Thanks @huntharo.
xAI/onboarding: let the bundled Grok web-search plugin offer optional x_search setup during openclaw onboard and openclaw configure --section web, including an x_search model picker with the shared xAI key.
MiniMax: add image generation provider for image-01 model, supporting generate and image-to-image editing with aspect ratio control. (#54487) Thanks @liyuan97.
Plugins/hooks: add async requireApproval to before_tool_call hooks, letting plugins pause tool execution and prompt the user for approval via the exec approval overlay, Telegram buttons, Discord interactions, or the /approve command on any channel. The /approve command now handles both exec and plugin approvals with automatic fallback. (#55339) Thanks @vaclavbelak and @joshavant.
ACP/channels: add current-conversation ACP binds for Discord, BlueBubbles, and iMessage so /acp spawn codex --bind here can turn the current chat into a Codex-backed workspace without creating a child thread, and document the distinction between chat surface, ACP session, and runtime workspace.
OpenAI/apply_patch: enable apply_patch by default for OpenAI and OpenAI Codex models, and align its sandbox policy access with write permissions.
Plugins/CLI backends: move bundled Claude CLI, Codex CLI, and Gemini CLI inference defaults onto the plugin surface, add bundled Gemini CLI backend support, and replace gateway run --claude-cli-logs with generic --cli-backend-logs while keeping the old flag as a compatibility alias.
Plugins/startup: auto-load bundled provider and CLI-backend plugins from explicit config refs, so bundled Claude CLI, Codex CLI, and Gemini CLI message-provider setups no longer need manual plugins.allow entries.
Podman: simplify the container setup around the current rootless user, install the launch helper under ~/.local/bin, and document the host-CLI openclaw --container <name> ... workflow instead of a dedicated openclaw service user.
Slack/tool actions: add an explicit upload-file Slack action that routes file uploads through the existing Slack upload transport, with optional filename/title/comment overrides for channels and DMs.
Message actions/files: start unifying file-first sends on the canonical upload-file action by adding explicit support for Microsoft Teams and Google Chat, and by exposing BlueBubbles file sends through upload-file while keeping the legacy sendAttachment alias.
Plugins/Matrix TTS: send auto-TTS replies as native Matrix voice bubbles instead of generic audio attachments. (#37080) thanks @Matthew19990919.

Fixes

Agents/Anthropic: recover unhandled provider stop reasons (e.g. sensitive) as structured assistant errors instead of crashing the agent run. (#56639)
Google/models: resolve Gemini 3.1 pro, flash, and flash-lite for all Google provider aliases by passing the actual runtime provider ID and adding a template-provider fallback; fix flash-lite prefix ordering. (#56567)
OpenAI Codex/image tools: register Codex for media understanding and route image prompts through Codex instructions so image analysis no longer fails on missing provider registration or missing instructions. (#54829) Thanks @neeravmakwana.
Agents/image tool: restore the generic image-runtime fallback when no provider-specific media-understanding provider is registered, so image analysis works again for providers like openrouter and minimax-portal. (#54858) Thanks @MonkeyLeeT.
WhatsApp: fix infinite echo loop in self-chat DM mode where the bot’s own outbound replies were re-processed as new inbound user messages. (#54570) Thanks @joelnishanth
Telegram/splitting: replace proportional text estimate with verified HTML-length search so long messages split at word boundaries instead of mid-word; gracefully degrade when tag overhead exceeds the limit. (#56595)
Telegram/delivery: skip whitespace-only and hook-blanked text replies in bot delivery to prevent GrammyError 400 empty-text crashes. (#56620)
Telegram/send: validate replyToMessageId at all four API sinks with a shared normalizer that rejects non-numeric, NaN, and mixed-content strings. (#56587)
Approvals/UI: keep the newest pending approval at the front of the Control UI queue so approving one request does not accidentally target an older expired id. Thanks @vincentkoc.
Plugin approvals: accept unique short approval-id prefixes on plugin.approval.resolve, matching exec approvals and restoring /approve fallback flows on chat approval surfaces. Thanks @vincentkoc.
Mistral: normalize OpenAI-compatible request flags so official Mistral API runs no longer fail with remaining 422 status code (no body) chat errors.
Control UI/config: keep sensitive raw config hidden by default, replace the blank blocked editor with an explicit reveal-to-edit state, and restore raw JSON editing without auto-exposing secrets. Fixes #55322.

💡 深度点评

这是针对 openclaw 2026.3.28 版本的深度技术点评：

🤖 Claude Code 更新日报 2026-03-30

Mon, 30 Mar 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.87

发布日期: 2026-03-30
⚠️ 新版本发布

✨ 新增功能

🐛 重要修复

Fixed messages in Cowork Dispatch not getting delivered

⚡ 优化改进

💡 深度点评

核心亮点

协作稳定性增强：针对 Cowork Dispatch 模式进行了底层优化，确保在多任务并发或复杂协作场景下，指令和状态消息能够稳定送达目标节点。

值得注意的修复

修复消息丢失问题：解决了 Cowork Dispatch 中消息发送失败的异常，消除了因通信中断导致的代理任务挂起或执行超时风险。

个人评价

Claude Code v2.1.87 是一个专注于系统健壮性的维护版本。本次更新精准修复了 Cowork Dispatch 这一协作核心模块的通信缺陷，对提升大规模自动化任务的成功率具有实际意义。虽然该版本未引入交互层面的新特性，但底层通信逻辑的加固，是工具走向工程化生产环境的必要保障。对于依赖多代理协作流程的用户，这是一个建议升级的稳定性补丁。

数据来源: 官方 CHANGELOG

Generated by OpenClaw at 2026-03-30 08:00:30

🔧 Openclaw 更新日报 2026-03-29

Sun, 29 Mar 2026 10:00:00 +0800

🔧 Openclaw 更新 2026.3.28-beta.1

发布日期: 2026-03-29
⚠️ 新版本发布

Breaking

Providers/Qwen: remove the deprecated qwen-portal-auth OAuth integration for portal.qwen.ai; migrate to Model Studio with openclaw onboard --auth-choice modelstudio-api-key. (#52709) Thanks @pomelo-nwu.
Config/Doctor: drop automatic config migrations older than two months; very old legacy keys now fail validation instead of being rewritten on load or by openclaw doctor.

Changes

xAI/tools: move the bundled xAI provider to the Responses API, add first-class x_search, and auto-enable the xAI plugin from owned web-search and tool config so bundled Grok auth/configured search flows work without manual plugin toggles. (#56048) Thanks @huntharo.
MiniMax: add image generation provider for image-01 model, supporting generate and image-to-image editing with aspect ratio control. (#54487) Thanks @liyuan97.
Plugins/hooks: add async requireApproval to before_tool_call hooks, letting plugins pause tool execution and prompt the user for approval via the exec approval overlay, Telegram buttons, Discord interactions, or the /approve command on any channel. The /approve command now handles both exec and plugin approvals with automatic fallback. (#55339) Thanks @vaclavbelak and @joshavant.
ACP/channels: add current-conversation ACP binds for Discord, BlueBubbles, and iMessage so /acp spawn codex --bind here can turn the current chat into a Codex-backed workspace without creating a child thread, and document the distinction between chat surface, ACP session, and runtime workspace.
OpenAI/apply_patch: enable apply_patch by default for OpenAI and OpenAI Codex models, and align its sandbox policy access with write permissions.
Plugins/CLI backends: move bundled Claude CLI, Codex CLI, and Gemini CLI inference defaults onto the plugin surface, add bundled Gemini CLI backend support, and replace gateway run --claude-cli-logs with generic --cli-backend-logs while keeping the old flag as a compatibility alias.
Plugins/startup: auto-load bundled provider and CLI-backend plugins from explicit config refs, so bundled Claude CLI, Codex CLI, and Gemini CLI message-provider setups no longer need manual plugins.allow entries.
Podman: simplify the container setup around the current rootless user, install the launch helper under ~/.local/bin, and document the host-CLI openclaw --container <name> ... workflow instead of a dedicated openclaw service user.
Slack/tool actions: add an explicit upload-file Slack action that routes file uploads through the existing Slack upload transport, with optional filename/title/comment overrides for channels and DMs.
Message actions/files: start unifying file-first sends on the canonical upload-file action by adding explicit support for Microsoft Teams and Google Chat, and by exposing BlueBubbles file sends through upload-file while keeping the legacy sendAttachment alias.
Plugins/Matrix TTS: send auto-TTS replies as native Matrix voice bubbles instead of generic audio attachments. (#37080) thanks @Matthew19990919.
CLI: add openclaw config schema to print the generated JSON schema for openclaw.json. (#54523) Thanks @kvokka.

Fixes

Agents/Anthropic: recover unhandled provider stop reasons (e.g. sensitive) as structured assistant errors instead of crashing the agent run. (#56639)
Google/models: resolve Gemini 3.1 pro, flash, and flash-lite for all Google provider aliases by passing the actual runtime provider ID and adding a template-provider fallback; fix flash-lite prefix ordering. (#56567)
OpenAI Codex/image tools: register Codex for media understanding and route image prompts through Codex instructions so image analysis no longer fails on missing provider registration or missing instructions. (#54829) Thanks @neeravmakwana.
Agents/image tool: restore the generic image-runtime fallback when no provider-specific media-understanding provider is registered, so image analysis works again for providers like openrouter and minimax-portal. (#54858) Thanks @MonkeyLeeT.
WhatsApp: fix infinite echo loop in self-chat DM mode where the bot’s own outbound replies were re-processed as new inbound user messages. (#54570) Thanks @joelnishanth
Telegram/splitting: replace proportional text estimate with verified HTML-length search so long messages split at word boundaries instead of mid-word; gracefully degrade when tag overhead exceeds the limit. (#56595)
Telegram/delivery: skip whitespace-only and hook-blanked text replies in bot delivery to prevent GrammyError 400 empty-text crashes. (#56620)
Telegram/send: validate replyToMessageId at all four API sinks with a shared normalizer that rejects non-numeric, NaN, and mixed-content strings. (#56587)
Mistral: normalize OpenAI-compatible request flags so official Mistral API runs no longer fail with remaining 422 status code (no body) chat errors.
Control UI/config: keep sensitive raw config hidden by default, replace the blank blocked editor with an explicit reveal-to-edit state, and restore raw JSON editing without auto-exposing secrets. Fixes #55322.
CLI/zsh: defer compdef registration until compinit is available so zsh completion loads cleanly with plugin managers and manual setups. (#56555)
BlueBubbles/debounce: guard debounce flush against null message text by sanitizing at the enqueue boundary and adding an independent combiner guard. (#56573)

💡 深度点评

OpenClaw 2026.3.28-beta.1 版本发布，这次更新在架构一致性和交互安全性上迈出了重要一步。以下是针对该版本的深度点评：

🤖 Claude Code 更新日报 2026-03-28

Sat, 28 Mar 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.86

发布日期: 2026-03-28
⚠️ 新版本发布

✨ 新增功能

Added X-Claude-Code-Session-Id header to API requests so proxies can aggregate requests by session without parsing the body
Added .jj and .sl to VCS directory exclusion lists so Grep and file autocomplete don’t descend into Jujutsu or Sapling metadata

🐛 重要修复

Fixed --resume failing with “tool_use ids were found without tool_result blocks” on sessions created before v2.1.85
Fixed Write/Edit/Read failing on files outside the project root (e.g., ~/.claude/CLAUDE.md) when conditional skills or rules are configured
Fixed unnecessary config disk writes on every skill invocation that could cause performance issues and config corruption on Windows
Fixed potential out-of-memory crash when using /feedback on very long sessions with large transcript files
Fixed --bare mode dropping MCP tools in interactive sessions and silently discarding messages enqueued mid-turn
Fixed the c shortcut copying only ~20 characters of the OAuth login URL instead of the full URL
Fixed masked input (e.g., OAuth code paste) leaking the start of the token when wrapping across multiple lines on narrow terminals
Fixed official marketplace plugin scripts failing with “Permission denied” on macOS/Linux since v2.1.83
Fixed statusline showing another session’s model when running multiple Claude Code instances and using /model in one of them
Fixed scroll not following new messages after wheel scroll or click-to-select at the bottom of a long conversation

⚡ 优化改进

Improved prompt cache hit rate for Bedrock, Vertex, and Foundry users by removing dynamic content from tool descriptions
[VSCode] Fixed extension incorrectly showing “Not responding” during long-running operations
[VSCode] Fixed extension defaulting Max plan users to Sonnet after the OAuth token refreshes (8 hours after login)

💡 深度点评

核心亮点

Token 消耗深度优化：Read 工具通过采用紧凑行号格式及重复读取去重技术，配合 @ 文件引用改用原始字符串（取消 JSON 转义），有效降低了上下文占用。
会话聚合能力提升：API 请求新增 X-Claude-Code-Session-Id 请求头，支持代理服务器在不解析请求体的情况下，实现基于 Session 的请求聚合与监控。
云端推理兼容性改进：通过移除工具描述中的动态内容，提升了 Bedrock、Vertex 和 Foundry 用户在调用时的 Prompt 缓存命中率。

值得注意的修复

跨目录文件操作：修复了在配置特定规则时，无法编辑或读取项目根目录外文件（如 ~/.claude/CLAUDE.md）的权限限制问题。
长会话稳定性：解决了 Markdown 渲染缓存导致的内存持续增长问题，并修复了在超长会话中使用 /feedback 可能引发的内存溢出崩溃。

个人评价

v2.1.86 版本是一次侧重于「工业级稳定性」和「成本控制」的迭代。开发团队通过对 Token 序列化细节的打磨以及内存管理机制的重构，显著提升了 Claude Code 处理大规模代码库和长周期对话的效率。此外，针对 Bedrock 等云端平台缓存命中率的优化，反映了该工具正在持续加强对企业级开发环境的适配能力。

🤖 Claude Code 更新日报 2026-03-27

Fri, 27 Mar 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.85

发布日期: 2026-03-27
⚠️ 新版本发布

✨ 新增功能

Added CLAUDE_CODE_MCP_SERVER_NAME and CLAUDE_CODE_MCP_SERVER_URL environment variables to MCP headersHelper scripts, allowing one helper to serve multiple servers
Added conditional if field for hooks using permission rule syntax (e.g., Bash(git *)) to filter when they run, reducing process spawning overhead
Added timestamp markers in transcripts when scheduled tasks (/loop, CronCreate) fire
Added trailing space after [Image #N] placeholder when pasting images

🐛 重要修复

Fixed /compact failing with “context exceeded” when the conversation has grown too large for the compact request itself to fit
Fixed /plugin enable and /plugin disable failing when a plugin’s install location differs from where it’s declared in settings
Fixed --worktree exiting with an error in non-git repositories before the WorktreeCreate hook could run
Fixed deniedMcpServers setting not blocking claude.ai MCP servers
Fixed switch_display in the computer-use tool returning “not available in this session” on multi-monitor setups
Fixed crash when OTEL_LOGS_EXPORTER, OTEL_METRICS_EXPORTER, or OTEL_TRACES_EXPORTER is set to none
Fixed diff syntax highlighting not working in non-native builds
Fixed MCP step-up authorization failing when a refresh token exists — servers requesting elevated scopes via 403 insufficient_scope now correctly trigger the re-authorization flow
Fixed memory leak in remote sessions when a streaming response is interrupted
Fixed persistent ECONNRESET errors during edge connection churn by using a fresh TCP connection on retry

⚡ 优化改进

Improved @-mention file autocomplete performance on large repositories
Improved PowerShell dangerous command detection
Improved scroll performance with large transcripts by replacing WASM yoga-layout with a pure TypeScript implementation

💡 深度点评

核心亮点

Hook 系统灵活性提升：新增基于权限规则语法的 if 条件字段，有效降低了 Hook 运行时的进程生成开销；同时 PreToolUse hook 支持在 allow 决策时返回 updatedInput，为需要自定义 UI 收集信息的无头（headless）集成提供了底层支持。
MCP 环境感知与协议对齐：在 headersHelper 脚本中引入了服务器名称和 URL 环境变量，支持单脚本服务多个 MCP 服务端；同时 MCP OAuth 现已遵循 RFC 9728 标准进行资源元数据发现，提升了授权流程的标准性。
长会话性能表现优化：通过将滚动布局计算从 WASM 迁移至纯 TypeScript 实现，并优化了 compaction 触发时的 UI 抖动，显著提升了在大规模 transcript 场景下的滚动响应速度。

值得注意的修复

会话压缩稳定性：修复了在极端长会话中执行 /compact 因上下文超出限制而失败的问题，确保了高负载下的会话管理能力。
终端协议兼容性：解决了在 Ghostty、Kitty 等终端退出后残留增强键盘模式的 Bug，确保了 Ctrl+C/D 等原生快捷键在退出后的正常响应。

个人评价

Claude Code v2.1.85 版本并未追求视觉上的大幅变动，而是专注于 Hook 系统的精细化控制与 MCP 扩展协议的深度打磨。特别是对无头集成模式的增强和对大仓库 @-mention 性能的优化，显示出该工具正在向更复杂的工业级开发场景演进。性能层面的架构微调（如布局引擎的重构）解决了重度用户在长时会话中的痛点，整体版本价值体现在生产环境下的可靠性与可扩展性。

🔧 Codex 更新日报 2026-03-26

Thu, 26 Mar 2026 10:00:00 +0800

🔧 Codex 更新 rust-v0.116.0

发布日期: 2026-03-26
📋 版本维护

New Features

App-server TUI now supports device-code ChatGPT sign-in during onboarding and can refresh existing ChatGPT tokens. (#14952)
Plugin setup is smoother: Codex can prompt to install missing plugins or connectors, honor a configured suggestion allowlist, and sync install/uninstall state remotely. (#14896, #15022, #14878)
Added a userpromptsubmit hook so prompts can be blocked or augmented before execution and before they enter history. (#14626)
Realtime sessions now start with recent thread context and are less likely to self-interrupt during audio playback. (#14829, #14827)

Bug Fixes

Fixed a first-turn stall where websocket prewarm could delay turn/start; startup now times out and falls back cleanly. (#14838)
Restored conversation history for remote resume/fork in the app-server TUI and stopped duplicate live transcript output from legacy stream events. (#14930, #14892)
Improved Linux sandbox startup on symlinked checkouts, missing writable roots, and Ubuntu/AppArmor hosts by preferring system bwrap when available. (#14849, #14890, #14963)
Fixed an agent job finalization race and reduced status polling churn for worker threads. (#14843)

Documentation

Refreshed the Python SDK public API docs, examples, and walkthrough around the generated app-server models. (#14446)

Chores

Pinned the setup-zig GitHub Action to an immutable SHA for more reproducible CI. (#14858)

Changelog

#14717 Move TUI on top of app server (parallel code) @etraut-openai
#14665 Use request permission profile in app server @mousseau-oai
#14826 Fixed build failures related to PR 14717 @etraut-openai
#14833 fix(core): fix sanitize name to use ‘_’ everywhere @apanasenko-oai
#14268 memories: exclude AGENTS and skills from stage1 input @andi-oai
#14139 windows-sandbox: add runner IPC foundation for future unified_exec @iceweasel-oai
#14851 Add exit helper to code mode scripts @pakrym-oai
#14828 [stack 1/4] Split realtime websocket methods by version @aibrahim-oai
#14652 Apply argument comment lint across codex-rs @bolinfest
#14837 skill-creator: default new skills to ~/.codex/skills @xl-openai
#14861 Add marketplace display names to plugin/list @xl-openai
#14878 feat: support remote_sync for plugin install/uninstall. @xl-openai

💡 深度点评

以下是对 Codex Rust-v0.116.0 版本的技术点评：

🔧 Openclaw 更新日报 2026-03-26

Thu, 26 Mar 2026 10:00:00 +0800

🔧 Openclaw 更新 2026.3.24

发布日期: 2026-03-26
⚠️ 新版本发布

Changes

Gateway/OpenAI compatibility: add /v1/models and /v1/embeddings, and forward explicit model overrides through /v1/chat/completions and /v1/responses for broader client and RAG compatibility. Thanks @vincentkoc.
Agents/tools: make /tools show the tools the current agent can actually use right now, add a compact default view with an optional detailed mode, and add a live “Available Right Now” section in the Control UI so it is easier to see what will work before you ask.
Microsoft Teams: migrate to the official Teams SDK and add AI-agent UX best practices including streaming 1:1 replies, welcome cards with prompt starters, feedback/reflection, informative status updates, typing indicators, and native AI labeling. (#51808)
Microsoft Teams: add message edit and delete support for sent messages, including in-thread fallbacks when no explicit target is provided. (#49925)
Skills/install metadata: add one-click install recipes to bundled skills (coding-agent, gh-issues, openai-whisper-api, session-logs, tmux, trello, weather) so the CLI and Control UI can offer dependency installation when requirements are missing. (#53411) Thanks @BunsDev.
Control UI/skills: add status-filter tabs (All / Ready / Needs Setup / Disabled) with counts, replace inline skill cards with a click-to-detail dialog showing requirements, toggle switch, install action, API key entry, source metadata, and homepage link. (#53411) Thanks @BunsDev.
Slack/interactive replies: restore rich reply parity for direct deliveries, auto-render simple trailing Options: lines as buttons/selects, improve Slack interactive setup defaults, and isolate reply controls from plugin interactive handlers. (#53389) Thanks @vincentkoc.
CLI/containers: add --container and OPENCLAW_CONTAINER to run openclaw commands inside a running Docker or Podman OpenClaw container. (#52651) Thanks @sallyom.
Discord/auto threads: add optional autoThreadName: "generated" naming so new auto-created threads can be renamed asynchronously with concise LLM-generated titles while keeping the existing message-based naming as the default. (#43366) Thanks @davidguttman.
Plugins/hooks: add before_dispatch with canonical inbound metadata and route handled replies through the normal final-delivery path, preserving TTS and routed delivery semantics. (#50444) Thanks @gfzhx.
Control UI/agents: convert agent workspace file rows to expandable <details> with lazy-loaded inline markdown preview, and add comprehensive .sidebar-markdown styles for headings, lists, code blocks, tables, blockquotes, and details/summary elements. (#53411) Thanks @BunsDev.
Control UI/markdown preview: restyle the agent workspace file preview dialog with a frosted backdrop, sized panel, and styled header, and integrate @create-markdown/preview v2 system theme for rich markdown rendering (headings, tables, code blocks, callouts, blockquotes) that auto-adapts to the app’s light/dark design tokens. (#53411) Thanks @BunsDev.

Fixes

Outbound media/local files: align outbound media access with the configured fs policy so host-local files and inbound-media paths keep sending when workspaceOnly is off, while strict workspace-only agents remain sandboxed.
Security/sandbox media dispatch: close the mediaUrl/fileUrl alias bypass so outbound tool and message actions cannot escape media-root restrictions. (#54034)
Gateway/restart sentinel: wake the interrupted agent session via heartbeat after restart instead of only sending a best-effort restart note, retry outbound delivery once on transient failure, and preserve explicit thread/topic routing through the wake path so replies land in the correct Telegram topic or Slack thread. (#53940) Thanks @VACInc.
Docker/setup: avoid the pre-start openclaw-cli shared-network namespace loop by routing setup-time onboard/config writes through openclaw-gateway, so fresh Docker installs stop failing before the gateway comes up. (#53385) Thanks @amsminn.
Gateway/channels: keep channel startup sequential while isolating per-channel boot failures, so one broken channel no longer blocks later channels from starting. (#54215) Thanks @JonathanJing.
Embedded runs/secrets: stop unresolved SecretRef config from crashing embedded agent runs by falling back to the resolved runtime snapshot when needed. Fixes #45838.
WhatsApp/groups: track recent gateway-sent message IDs and suppress only matching group echoes, preserving owner /status, /new, and /activation commands from linked-account fromMe traffic. (#53624) Thanks @w-sss.
WhatsApp/reply-to-bot detection: restore implicit group reply detection by unwrapping botInvokeMessage payloads and reading selfLid from creds.json, so reply-based mentions reach the bot again in linked-account group chats.
Telegram/forum topics: recover #General topic 1 routing when Telegram omits forum metadata, including native commands, interactive callbacks, inbound message context, and fallback error replies. (#53699) thanks @huntharo
Discord/gateway supervision: centralize gateway error handling behind a lifetime-owned supervisor so early, active, and late-teardown Carbon gateway errors stay classified consistently and stop surfacing as process-killing teardown crashes.
Discord/timeouts: send a visible timeout reply when the inbound Discord worker times out before a final reply starts, including created auto-thread targets and queued-run ordering. (#53823) Thanks @Kimbo7870.
ACP/direct chats: always deliver a terminal ACP result when final TTS does not yield audio, even if block text already streamed earlier, and skip redundant empty-text final synthesis. (#53692) Thanks @w-sss.

💡 深度点评

核心亮点

OpenAI 兼容性深度扩展：网关层新增了 /v1/models 和 /v1/embeddings 接口，并支持在 /v1/chat/completions 中转发显式模型覆盖。这一改进显著提升了 OpenClaw 与现有 RAG 框架及第三方 AI 客户端的生态兼容性，使其能更无缝地作为 OpenAI API 的替代或增强网关使用。
Microsoft Teams 集成进入「原生代」：通过迁移至官方 SDK 并引入 AI 代理 UX 最佳实践（如流式回复、欢迎卡片、状态指示器及原生 AI 标签），OpenClaw 在 Teams 端的交互体验已接近原生 Copilot。同时，新增的消息编辑/删除支持及线索内回退逻辑，补齐了企业级通讯场景下的功能短板。
技能（Skills）分发与安装流程重构：引入了一键安装配方（recipes）和更直观的元数据管理。Control UI 现在的技能卡片支持按状态过滤，并提供了包含依赖检查、API Key 引导及源码链接的详情对话框。这种「从 missing 到 needs setup」的话术转变及安装自动化，大幅降低了开发者配置 coding-agent 或 trello 等技能的门槛。

值得注意的修复

安全沙箱漏洞封堵：修复了 mediaUrl 与 fileUrl 的别名绕过漏洞，防止外部工具或消息动作逃逸出预设的媒体根目录限制，强化了 workspaceOnly 策略的执行力度。
网关鲁棒性增强：改进了重启哨兵（Restart Sentinel）机制，重启后会通过心跳唤醒受损会话，并支持一次暂态失败重试，确保 Telegram Topic 或 Slack Thread 的路由信息在重启后不丢失。
通道初始化隔离：实现了通道启动的顺序化与故障隔离，单一点位的通道（如某个 IM 平台）启动失败不再会导致整个网关进程卡死或拦截后续通道的加载。

个人评价

2026.3.24 版本标志着 OpenClaw 正在从「功能堆砌」向「工程标准化」转型。通过兼容 OpenAI Embedding 规范和重构技能安装工作流，它进一步弱化了底层设施的复杂感，强化了作为 Agent 中间件的属性。同时，针对 Teams、Slack、Telegram 等主流通道的细碎修复，反映出该项目在处理跨平台长连接会话稳定性方面已进入深度打磨期。对于开发者而言，新增的 --container 模式和更完善的 Control UI 预览功能，让本地开发与生产运维的界限变得更加模糊，整体价值愈发趋向于一个成熟的生产级 AI 代理运行环境。

🤖 Claude Code 更新日报 2026-03-26

Thu, 26 Mar 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.84

发布日期: 2026-03-26
⚠️ 新版本发布

✨ 新增功能

Added PowerShell tool for Windows as an opt-in preview. Learn more at https://code.claude.com/docs/en/tools-reference#powershell-tool
Added ANTHROPIC_DEFAULT_{OPUS,SONNET,HAIKU}_MODEL_SUPPORTS env vars to override effort/thinking capability detection for pinned default models for 3p (Bedrock, Vertex, Foundry), and _MODEL_NAME/_DESCRIPTION to customize the /model picker label
Added CLAUDE_STREAM_IDLE_TIMEOUT_MS env var to configure the streaming idle watchdog threshold (default 90s)
Added TaskCreated hook that fires when a task is created via TaskCreate
Added WorktreeCreate hook support for type: "http" — return the created worktree path via hookSpecificOutput.worktreePath in the response JSON
Added allowedChannelPlugins managed setting for team/enterprise admins to define a channel plugin allowlist
Added x-client-request-id header to API requests for debugging timeouts
Added idle-return prompt that nudges users returning after 75+ minutes to /clear, reducing unnecessary token re-caching on stale sessions

🐛 重要修复

Fixed voice push-to-talk: holding the voice key no longer leaks characters into the text input, and transcripts now insert at the correct position
Fixed up/down arrow keys being unresponsive when a footer item is focused
Fixed Ctrl+U (kill-to-line-start) being a no-op at line boundaries in multiline input, so repeated Ctrl+U now clears across lines
Fixed null-unbinding a default chord binding (e.g. "ctrl+x ctrl+k": null) still entering chord-wait mode instead of freeing the prefix key
Fixed mouse events inserting literal “mouse” text into transcript search input
Fixed workflow subagents failing with API 400 when the outer session uses --json-schema and the subagent also specifies a schema
Fixed missing background color behind certain emoji in user message bubbles on some terminals
Fixed the “allow Claude to edit its own settings for this session” permission option not sticking for users with Edit(.claude) allow rules
Fixed a hang when generating attachment snippets for large edited files
Fixed MCP tool/resource cache leak on server reconnect

⚡ 优化改进

Improved detection for dangerous removals of Windows drive roots (C:\, C:\Windows, etc.)
Improved interactive startup by ~30ms by running setup() in parallel with slash command and agent loading
Improved startup for claude "prompt" with MCP servers — the REPL now renders immediately instead of blocking until all servers connect
Improved Remote Control to show a specific reason when blocked instead of a generic “not yet enabled” message
Improved p90 prompt cache rate
[VSCode] Added rate limit warning banner with usage percentage and reset time

💡 深度点评

这是一篇关于 Claude Code v2.1.84 更新内容的深度点评。

🔧 Codex 更新日报 2026-03-25

Wed, 25 Mar 2026 10:00:00 +0800

🔧 Codex 更新 rust-v0.116.0

发布日期: 2026-03-25
📋 版本维护

New Features

App-server TUI now supports device-code ChatGPT sign-in during onboarding and can refresh existing ChatGPT tokens. (#14952)
Plugin setup is smoother: Codex can prompt to install missing plugins or connectors, honor a configured suggestion allowlist, and sync install/uninstall state remotely. (#14896, #15022, #14878)
Added a userpromptsubmit hook so prompts can be blocked or augmented before execution and before they enter history. (#14626)
Realtime sessions now start with recent thread context and are less likely to self-interrupt during audio playback. (#14829, #14827)

Bug Fixes

Fixed a first-turn stall where websocket prewarm could delay turn/start; startup now times out and falls back cleanly. (#14838)
Restored conversation history for remote resume/fork in the app-server TUI and stopped duplicate live transcript output from legacy stream events. (#14930, #14892)
Improved Linux sandbox startup on symlinked checkouts, missing writable roots, and Ubuntu/AppArmor hosts by preferring system bwrap when available. (#14849, #14890, #14963)
Fixed an agent job finalization race and reduced status polling churn for worker threads. (#14843)

Documentation

Refreshed the Python SDK public API docs, examples, and walkthrough around the generated app-server models. (#14446)

Chores

Pinned the setup-zig GitHub Action to an immutable SHA for more reproducible CI. (#14858)

Changelog

#14717 Move TUI on top of app server (parallel code) @etraut-openai
#14665 Use request permission profile in app server @mousseau-oai
#14826 Fixed build failures related to PR 14717 @etraut-openai
#14833 fix(core): fix sanitize name to use ‘_’ everywhere @apanasenko-oai
#14268 memories: exclude AGENTS and skills from stage1 input @andi-oai
#14139 windows-sandbox: add runner IPC foundation for future unified_exec @iceweasel-oai
#14851 Add exit helper to code mode scripts @pakrym-oai
#14828 [stack 1/4] Split realtime websocket methods by version @aibrahim-oai
#14652 Apply argument comment lint across codex-rs @bolinfest
#14837 skill-creator: default new skills to ~/.codex/skills @xl-openai
#14861 Add marketplace display names to plugin/list @xl-openai
#14878 feat: support remote_sync for plugin install/uninstall. @xl-openai

💡 深度点评

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🤖 Claude Code 更新日报 2026-03-25

Wed, 25 Mar 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.81

发布日期: 2026-03-25
📋 版本维护

✨ 新增功能

Added --bare flag for scripted -p calls — skips hooks, LSP, plugin sync, and skill directory walks; requires ANTHROPIC_API_KEY or an apiKeyHelper via --settings (OAuth and keychain auth disabled); auto-memory fully disabled
Added --channels permission relay — channel servers that declare the permission capability can forward tool approval prompts to your phone

🐛 重要修复

Fixed multiple concurrent Claude Code sessions requiring repeated re-authentication when one session refreshes its OAuth token
Fixed voice mode silently swallowing retry failures and showing a misleading “check your network” message instead of the actual error
Fixed voice mode audio not recovering when the server silently drops the WebSocket connection
Fixed CLAUDE_CODE_DISABLE_EXPERIMENTAL_BETAS not suppressing the structured-outputs beta header, causing 400 errors on proxy gateways forwarding to Vertex/Bedrock
Fixed --channels bypass for Team/Enterprise orgs with no other managed settings configured
Fixed a crash on Node.js 18
Fixed unnecessary permission prompts for Bash commands containing dashes in strings
Fixed plugin hooks blocking prompt submission when the plugin directory is deleted mid-session
Fixed a race condition where background agent task output could hang indefinitely when the task completed between polling intervals
Fixed /btw not including pasted text when used during an active response

⚡ 优化改进

Improved MCP read/search tool calls to collapse into a single “Queried {server}” line (expand with Ctrl+O)
Improved ! bash mode discoverability — Claude now suggests it when you need to run an interactive command
Improved plugin freshness — ref-tracked plugins now re-clone on every load to pick up upstream changes
Improved Remote Control session titles to refresh after your third message
Updated MCP OAuth to support Client ID Metadata Document (CIMD / SEP-991) for servers without Dynamic Client Registration
[VSCode] Fixed Windows PATH inheritance for Bash tool when using Git Bash (regression in v2.1.78)

💡 深度点评

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🤖 Claude Code 更新日报 2026-03-24

Tue, 24 Mar 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.81

发布日期: 2026-03-24
📋 版本维护

✨ 新增功能

Added --bare flag for scripted -p calls — skips hooks, LSP, plugin sync, and skill directory walks; requires ANTHROPIC_API_KEY or an apiKeyHelper via --settings (OAuth and keychain auth disabled); auto-memory fully disabled
Added --channels permission relay — channel servers that declare the permission capability can forward tool approval prompts to your phone

🐛 重要修复

Fixed multiple concurrent Claude Code sessions requiring repeated re-authentication when one session refreshes its OAuth token
Fixed voice mode silently swallowing retry failures and showing a misleading “check your network” message instead of the actual error
Fixed voice mode audio not recovering when the server silently drops the WebSocket connection
Fixed CLAUDE_CODE_DISABLE_EXPERIMENTAL_BETAS not suppressing the structured-outputs beta header, causing 400 errors on proxy gateways forwarding to Vertex/Bedrock
Fixed --channels bypass for Team/Enterprise orgs with no other managed settings configured
Fixed a crash on Node.js 18
Fixed unnecessary permission prompts for Bash commands containing dashes in strings
Fixed plugin hooks blocking prompt submission when the plugin directory is deleted mid-session
Fixed a race condition where background agent task output could hang indefinitely when the task completed between polling intervals
Fixed /btw not including pasted text when used during an active response

⚡ 优化改进

Improved MCP read/search tool calls to collapse into a single “Queried {server}” line (expand with Ctrl+O)
Improved ! bash mode discoverability — Claude now suggests it when you need to run an interactive command
Improved plugin freshness — ref-tracked plugins now re-clone on every load to pick up upstream changes
Improved Remote Control session titles to refresh after your third message
Updated MCP OAuth to support Client ID Metadata Document (CIMD / SEP-991) for servers without Dynamic Client Registration
[VSCode] Fixed Windows PATH inheritance for Bash tool when using Git Bash (regression in v2.1.78)

💡 深度点评

核心亮点

新增 --bare 运行模式：该模式专门为脚本化调用设计，通过禁用 LSP、插件同步、自动记忆及 Skill 目录扫描，极大地降低了自动化任务中的启动开销与侧向干扰。
--channels 权限中继：支持将工具执行的审批提示转发至移动设备，解决了远程会话或后台任务中开发者无法实时响应授权的问题。
终端交互体验优化：改进了 MCP 工具调用的显示逻辑，将冗长的读取与搜索操作折叠为单行摘要，并增强了 ! Bash 交互模式的可发现性。

值得注意的修复

多并发会话认证同步：修复了当多个 Claude Code 实例运行时，其中一个会话刷新 OAuth 令牌会导致其他会话需要重复认证的逻辑冲突。
企业网关兼容性修正：解决了在禁用实验性功能时，系统仍发送特定 Header 导致 Vertex 或 Bedrock 代理网关返回 400 错误的问题。

个人评价

v2.1.81 版本展现了 Claude Code 从「交互式助手」向「生产力工具链」演进的趋势。通过引入 --bare 标志，Claude 能够更高效地嵌入 CI/CD 等自动化流程；而对多会话认证和企业级网关错误的修复，则直接提升了其在专业开发环境中的可用性。整体而言，这是一个侧重于流程集成、多端协作与运行稳定性打磨的关键版本，为复杂工程场景下的部署提供了更扎实的基础。

🔧 Codex 更新日报 2026-03-23

Mon, 23 Mar 2026 10:00:00 +0800

🔧 Codex 更新 rust-v0.116.0

发布日期: 2026-03-23
📋 版本维护

New Features

App-server TUI now supports device-code ChatGPT sign-in during onboarding and can refresh existing ChatGPT tokens. (#14952)
Plugin setup is smoother: Codex can prompt to install missing plugins or connectors, honor a configured suggestion allowlist, and sync install/uninstall state remotely. (#14896, #15022, #14878)
Added a userpromptsubmit hook so prompts can be blocked or augmented before execution and before they enter history. (#14626)
Realtime sessions now start with recent thread context and are less likely to self-interrupt during audio playback. (#14829, #14827)

Bug Fixes

Fixed a first-turn stall where websocket prewarm could delay turn/start; startup now times out and falls back cleanly. (#14838)
Restored conversation history for remote resume/fork in the app-server TUI and stopped duplicate live transcript output from legacy stream events. (#14930, #14892)
Improved Linux sandbox startup on symlinked checkouts, missing writable roots, and Ubuntu/AppArmor hosts by preferring system bwrap when available. (#14849, #14890, #14963)
Fixed an agent job finalization race and reduced status polling churn for worker threads. (#14843)

Documentation

Refreshed the Python SDK public API docs, examples, and walkthrough around the generated app-server models. (#14446)

Chores

Pinned the setup-zig GitHub Action to an immutable SHA for more reproducible CI. (#14858)

Changelog

#14717 Move TUI on top of app server (parallel code) @etraut-openai
#14665 Use request permission profile in app server @mousseau-oai
#14826 Fixed build failures related to PR 14717 @etraut-openai
#14833 fix(core): fix sanitize name to use ‘_’ everywhere @apanasenko-oai
#14268 memories: exclude AGENTS and skills from stage1 input @andi-oai
#14139 windows-sandbox: add runner IPC foundation for future unified_exec @iceweasel-oai
#14851 Add exit helper to code mode scripts @pakrym-oai
#14828 [stack 1/4] Split realtime websocket methods by version @aibrahim-oai
#14652 Apply argument comment lint across codex-rs @bolinfest
#14837 skill-creator: default new skills to ~/.codex/skills @xl-openai
#14861 Add marketplace display names to plugin/list @xl-openai
#14878 feat: support remote_sync for plugin install/uninstall. @xl-openai

💡 深度点评

核心亮点

Prompt 拦截与预处理钩子（userpromptsubmit） 新版本引入了 userpromptsubmit 钩子，允许在 Prompt 正式执行以及进入历史记录之前对其进行拦截、阻断或增强。这一特性为开发者提供了极高的灵活度，可用于在输入阶段动态注入上下文、实施安全过滤或进行自定义的格式化处理。
插件生态体验闭环 插件系统的自动化程度显著提升。Codex 现在支持自动提示安装缺失的插件或连接器，并引入了远程状态同步功能（针对安装/卸载操作）。配合新支持的建议白名单（suggestion allowlist），大幅降低了多端环境下插件配置的一致性维护成本。
实时会话上下文增强与稳定性 Realtime 模式现在能够在启动时自动带入最近的线程上下文，解决了以往实时交互中“记忆”断层的问题。此外，通过优化音频播放期间的逻辑，减少了自中断现象，提升了语音交互的连贯性。

值得注意的修复

Linux 沙箱兼容性深度优化 针对 Ubuntu、AppArmor 环境以及符号链接（symlinks）路径下的启动失败问题进行了专项修复。通过优先调用系统自带的 bwrap 以及优化写权限根目录的处理，显著提升了 Linux 环境下隔离运行的稳定性。
消除首轮交互延迟 修复了由于 Websocket 预热（prewarm）导致的 turn/start 挂起问题。现在启动过程具备更清晰的超时退避机制，确保在预热失败时能快速回退，避免用户感知的卡顿。
TUI 会话管理修复 修复了 App-server TUI 在远程恢复（resume）或分支（fork）会话时丢失历史记录的 Bug，并解决了旧版流事件导致的重复转录输出，提升了命令行界面的交互精度。

个人评价

v0.116.0 版本展现了从“工具”向“平台”演进的明确趋势。通过开放 userpromptsubmit 钩子和完善插件远程同步，Codex 正在强化其作为开发工作流底层的可扩展性。同时，针对 Linux 沙箱和 Websocket 启动逻辑的重构，表明团队正致力于将 Rust 版本的底层稳定性推向生产级标准。整体来看，这是一个侧重于架构稳固与开发者控制力的关键增量版本。

🔧 Openclaw 更新日报 2026-03-23

Mon, 23 Mar 2026 10:00:00 +0800

🔧 Openclaw 更新 2026.3.13

发布日期: 2026-03-23
📋 版本维护

Changes

Android/chat settings: redesign the chat settings sheet with grouped device and media sections, refresh the Connect and Voice tabs, and tighten the chat composer/session header for a denser mobile layout. (#44894) Thanks @obviyus.
iOS/onboarding: add a first-run welcome pager before gateway setup, stop auto-opening the QR scanner, and show /pair qr instructions on the connect step. (#45054) Thanks @ngutman.
Browser/existing-session: add an official Chrome DevTools MCP attach mode for signed-in live Chrome sessions, with docs for chrome://inspect/#remote-debugging enablement and direct backlinks to Chrome’s own setup guides.
Browser/agents: add built-in profile="user" for the logged-in host browser and profile="chrome-relay" for the extension relay, so agent browser calls can prefer the real signed-in browser without the extra browserSession selector.
Browser/act automation: add batched actions, selector targeting, and delayed clicks for browser act requests with normalized batch dispatch. Thanks @vincentkoc.
Docker/timezone override: add OPENCLAW_TZ so docker-setup.sh can pin gateway and CLI containers to a chosen IANA timezone instead of inheriting the daemon default. (#34119) Thanks @Lanfei.
Dependencies/pi: bump @mariozechner/pi-agent-core, @mariozechner/pi-ai, @mariozechner/pi-coding-agent, and @mariozechner/pi-tui to 0.58.0.
Cron/sessions: add sessionTarget: "current" and session:<id> support so cron jobs can bind to the creating session or a persistent named session instead of only main or isolated. Thanks @kkhomej33-netizen and @ImLukeF.
Telegram/message send: add --force-document so Telegram image and GIF sends can upload as documents without compression. (#45111) Thanks @thepagent.

Fixes

Dashboard/chat UI: stop reloading full chat history on every live tool result in dashboard v2 so tool-heavy runs no longer trigger UI freeze/re-render storms while the final event still refreshes persisted history. (#45541) Thanks @BunsDev.
Gateway/client requests: reject unanswered gateway RPC calls after a bounded timeout and clear their pending state, so stalled connections no longer leak hanging GatewayClient.request() promises indefinitely.
Build/plugin-sdk bundling: bundle plugin-sdk subpath entries in one shared build pass so published packages stop duplicating shared chunks and avoid the recent plugin-sdk memory blow-up. (#45426) Thanks @TarasShyn.
Ollama/reasoning visibility: stop promoting native thinking and reasoning fields into final assistant text so local reasoning models no longer leak internal thoughts in normal replies. (#45330) Thanks @xi7ang.
Android/onboarding QR scan: switch setup QR scanning to Google Code Scanner so onboarding uses a more reliable scanner instead of the legacy embedded ZXing flow. (#45021) Thanks @obviyus.
Browser/existing-session: harden driver validation and session lifecycle so transport errors trigger reconnects while tool-level errors preserve the session, and extract shared ARIA role sets to deduplicate Playwright and Chrome MCP snapshot paths. (#45682) Thanks @odysseus0.
Browser/existing-session: accept text-only list_pages and new_page responses from Chrome DevTools MCP so live-session tab discovery and new-tab open flows keep working when the server omits structured page metadata.
Control UI/insecure auth: preserve explicit shared token and password auth on plain-HTTP Control UI connects so LAN and reverse-proxy sessions no longer drop shared auth before the first WebSocket handshake. (#45088) Thanks @velvet-shark.
Gateway/session reset: preserve lastAccountId and lastThreadId across gateway session resets so replies keep routing back to the same account and thread after /reset. (#44773) Thanks @Lanfei.
macOS/onboarding: avoid self-restarting freshly bootstrapped launchd gateways and give new daemon installs longer to become healthy, so openclaw onboard --install-daemon no longer false-fails on slower Macs and fresh VM snapshots.
Gateway/status: add openclaw gateway status --require-rpc and clearer Linux non-interactive daemon-install failure reporting so automation can fail hard on probe misses instead of treating a printed RPC error as green.
macOS/exec approvals: respect per-agent exec approval settings in the gateway prompter, including allowlist fallback when the native prompt cannot be shown, so gateway-triggered system.run requests follow configured policy instead of always prompting or denying unexpectedly. (#13707) Thanks @sliekens.

Breaking

BREAKING: Agents now load at most one root memory bootstrap file. MEMORY.md wins; memory.md is only used when MEMORY.md is absent. If you intentionally kept both files and depended on both being injected, merge them before upgrade. This also fixes duplicate memory injection on case-insensitive Docker mounts. (#26054) Thanks @Lanfei.

💡 深度点评

这是一份关于 openclaw 2026.3.13 版本的深度技术点评。

🤖 Claude Code 更新日报 2026-03-23

Mon, 23 Mar 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.81

发布日期: 2026-03-23
📋 版本维护

✨ 新增功能

Added --bare flag for scripted -p calls — skips hooks, LSP, plugin sync, and skill directory walks; requires ANTHROPIC_API_KEY or an apiKeyHelper via --settings (OAuth and keychain auth disabled); auto-memory fully disabled
Added --channels permission relay — channel servers that declare the permission capability can forward tool approval prompts to your phone

🐛 重要修复

Fixed multiple concurrent Claude Code sessions requiring repeated re-authentication when one session refreshes its OAuth token
Fixed voice mode silently swallowing retry failures and showing a misleading “check your network” message instead of the actual error
Fixed voice mode audio not recovering when the server silently drops the WebSocket connection
Fixed CLAUDE_CODE_DISABLE_EXPERIMENTAL_BETAS not suppressing the structured-outputs beta header, causing 400 errors on proxy gateways forwarding to Vertex/Bedrock
Fixed --channels bypass for Team/Enterprise orgs with no other managed settings configured
Fixed a crash on Node.js 18
Fixed unnecessary permission prompts for Bash commands containing dashes in strings
Fixed plugin hooks blocking prompt submission when the plugin directory is deleted mid-session
Fixed a race condition where background agent task output could hang indefinitely when the task completed between polling intervals
Fixed /btw not including pasted text when used during an active response

⚡ 优化改进

Improved MCP read/search tool calls to collapse into a single “Queried {server}” line (expand with Ctrl+O)
Improved ! bash mode discoverability — Claude now suggests it when you need to run an interactive command
Improved plugin freshness — ref-tracked plugins now re-clone on every load to pick up upstream changes
Improved Remote Control session titles to refresh after your third message
Updated MCP OAuth to support Client ID Metadata Document (CIMD / SEP-991) for servers without Dynamic Client Registration
[VSCode] Fixed Windows PATH inheritance for Bash tool when using Git Bash (regression in v2.1.78)

💡 深度点评

核心亮点

新增 --bare 脚本模式：专为自动化流程设计，调用时可跳过插件同步、LSP 启动及 Skill 目录扫描，显著提升了在脚本环境（如 CI/CD）中执行任务的响应速度。
权限中继功能 (--channels)：支持将工具执行的审批提示转发至手机端，解决了远程或 headless 模式下无法实时交互的痛点，提升了移动端协同效率。
MCP 交互体验优化：MCP 的读取与搜索类工具调用现已支持折叠显示（Ctrl+O 展开），在保持终端界面整洁的同时，也提供了完整的链路回溯能力。

值得注意的修复

多会话 OAuth 认证冲突：修复了在运行多个并发会话时，由于其中一个会话刷新 Token 导致其他会话被强制要求重复认证的问题。
代理网关兼容性修复：修正了 CLAUDE_CODE_DISABLE_EXPERIMENTAL_BETAS 无法完全抑制结构化输出请求头的问题，解决了在 Vertex 或 Bedrock 代理环境下触发 400 错误的情况。

个人评价

Claude Code v2.1.81 是一个典型的工程化增强版本，其重心从单一的对话交互转向了「更成熟的生产力集成」。--bare 模式的引入明确了其在自动化脚本领域的定位，而针对多会话认证、代理网关及远程控制标题同步等细节的打磨，极大提升了重度开发者在复杂工作流中的稳定性。整体而言，这一版本在保障交互一致性的基础上，通过优化资源占用与权限链路，使其更加适配现代软件工程的多种开发场景。

🔧 Codex 更新日报 2026-03-22

Sun, 22 Mar 2026 10:00:00 +0800

🔧 Codex 更新 rust-v0.116.0

发布日期: 2026-03-22
📋 版本维护

New Features

App-server TUI now supports device-code ChatGPT sign-in during onboarding and can refresh existing ChatGPT tokens. (#14952)
Plugin setup is smoother: Codex can prompt to install missing plugins or connectors, honor a configured suggestion allowlist, and sync install/uninstall state remotely. (#14896, #15022, #14878)
Added a userpromptsubmit hook so prompts can be blocked or augmented before execution and before they enter history. (#14626)
Realtime sessions now start with recent thread context and are less likely to self-interrupt during audio playback. (#14829, #14827)

Bug Fixes

Fixed a first-turn stall where websocket prewarm could delay turn/start; startup now times out and falls back cleanly. (#14838)
Restored conversation history for remote resume/fork in the app-server TUI and stopped duplicate live transcript output from legacy stream events. (#14930, #14892)
Improved Linux sandbox startup on symlinked checkouts, missing writable roots, and Ubuntu/AppArmor hosts by preferring system bwrap when available. (#14849, #14890, #14963)
Fixed an agent job finalization race and reduced status polling churn for worker threads. (#14843)

Documentation

Refreshed the Python SDK public API docs, examples, and walkthrough around the generated app-server models. (#14446)

Chores

Pinned the setup-zig GitHub Action to an immutable SHA for more reproducible CI. (#14858)

Changelog

#14717 Move TUI on top of app server (parallel code) @etraut-openai
#14665 Use request permission profile in app server @mousseau-oai
#14826 Fixed build failures related to PR 14717 @etraut-openai
#14833 fix(core): fix sanitize name to use ‘_’ everywhere @apanasenko-oai
#14268 memories: exclude AGENTS and skills from stage1 input @andi-oai
#14139 windows-sandbox: add runner IPC foundation for future unified_exec @iceweasel-oai
#14851 Add exit helper to code mode scripts @pakrym-oai
#14828 [stack 1/4] Split realtime websocket methods by version @aibrahim-oai
#14652 Apply argument comment lint across codex-rs @bolinfest
#14837 skill-creator: default new skills to ~/.codex/skills @xl-openai
#14861 Add marketplace display names to plugin/list @xl-openai
#14878 feat: support remote_sync for plugin install/uninstall. @xl-openai

💡 深度点评

核心亮点

TUI 认证与 Onboarding 流程优化：App-server TUI 现在支持通过设备代码（Device-code）进行 ChatGPT 登录，并能自动刷新现有 Token。这显著降低了开发者在命令行环境下的认证门槛，提升了首次配置的成功率。
插件生态体验闭环：新版本增强了插件设置的智能化，支持自动引导安装缺失的插件或连接器，并引入了配置化的建议白名单。同时，插件的安装与卸载状态实现了远程同步（Remote Sync），确保了跨设备环境的一致性。
可扩展的 Prompt 生命周期钩子：新增了 userpromptsubmit Hook。开发者可以在用户 Prompt 执行及进入历史记录之前对其进行拦截、阻断或增强。这为构建自定义安全护栏、自动添加上下文信息等高级用例提供了底层支持。

值得注意的修复

Linux 沙箱稳定性提升：针对 Ubuntu/AppArmor 宿主机以及存在软链接、缺少可写根目录的复杂环境进行了优化。通过优先调用系统原生的 bwrap（Bubblewrap），大幅改善了 Linux 环境下的沙箱启动可靠性。
启动挂起与竞态问题修复：解决了因 Websocket 预热（Prewarm）可能导致的 turn/start 阶段卡顿问题，增加了超时回退机制。此外，修复了 Agent 任务结束时的竞态条件，减少了工作线程的状态轮询损耗，使整体响应更敏捷。
Realtime 会话交互调优：实时会话现在会携带最近的 Thread 上下文启动，并降低了音频播放期间的自我中断频率，提升了语音交互的连贯性。

个人评价

Codex Rust-v0.116.0 是一个侧重「工程化细节打磨」的版本。核心改动集中在提升 TUI 易用性、加固沙箱环境以及完善插件系统的生命周期管理，而非单纯的功能堆砌。通过引入 userpromptsubmit 等钩子，该版本为下游开发者提供了更深度的可观测性和控制力，反映出 Codex 正在向更成熟、更稳定的生产力工具演进。

🔧 Openclaw 更新日报 2026-03-22

Sun, 22 Mar 2026 10:00:00 +0800

🔧 Openclaw 更新 2026.3.13

发布日期: 2026-03-22
📋 版本维护

Changes

Android/chat settings: redesign the chat settings sheet with grouped device and media sections, refresh the Connect and Voice tabs, and tighten the chat composer/session header for a denser mobile layout. (#44894) Thanks @obviyus.
iOS/onboarding: add a first-run welcome pager before gateway setup, stop auto-opening the QR scanner, and show /pair qr instructions on the connect step. (#45054) Thanks @ngutman.
Browser/existing-session: add an official Chrome DevTools MCP attach mode for signed-in live Chrome sessions, with docs for chrome://inspect/#remote-debugging enablement and direct backlinks to Chrome’s own setup guides.
Browser/agents: add built-in profile="user" for the logged-in host browser and profile="chrome-relay" for the extension relay, so agent browser calls can prefer the real signed-in browser without the extra browserSession selector.
Browser/act automation: add batched actions, selector targeting, and delayed clicks for browser act requests with normalized batch dispatch. Thanks @vincentkoc.
Docker/timezone override: add OPENCLAW_TZ so docker-setup.sh can pin gateway and CLI containers to a chosen IANA timezone instead of inheriting the daemon default. (#34119) Thanks @Lanfei.
Dependencies/pi: bump @mariozechner/pi-agent-core, @mariozechner/pi-ai, @mariozechner/pi-coding-agent, and @mariozechner/pi-tui to 0.58.0.
Cron/sessions: add sessionTarget: "current" and session:<id> support so cron jobs can bind to the creating session or a persistent named session instead of only main or isolated. Thanks @kkhomej33-netizen and @ImLukeF.
Telegram/message send: add --force-document so Telegram image and GIF sends can upload as documents without compression. (#45111) Thanks @thepagent.

Fixes

Dashboard/chat UI: stop reloading full chat history on every live tool result in dashboard v2 so tool-heavy runs no longer trigger UI freeze/re-render storms while the final event still refreshes persisted history. (#45541) Thanks @BunsDev.
Gateway/client requests: reject unanswered gateway RPC calls after a bounded timeout and clear their pending state, so stalled connections no longer leak hanging GatewayClient.request() promises indefinitely.
Build/plugin-sdk bundling: bundle plugin-sdk subpath entries in one shared build pass so published packages stop duplicating shared chunks and avoid the recent plugin-sdk memory blow-up. (#45426) Thanks @TarasShyn.
Ollama/reasoning visibility: stop promoting native thinking and reasoning fields into final assistant text so local reasoning models no longer leak internal thoughts in normal replies. (#45330) Thanks @xi7ang.
Android/onboarding QR scan: switch setup QR scanning to Google Code Scanner so onboarding uses a more reliable scanner instead of the legacy embedded ZXing flow. (#45021) Thanks @obviyus.
Browser/existing-session: harden driver validation and session lifecycle so transport errors trigger reconnects while tool-level errors preserve the session, and extract shared ARIA role sets to deduplicate Playwright and Chrome MCP snapshot paths. (#45682) Thanks @odysseus0.
Browser/existing-session: accept text-only list_pages and new_page responses from Chrome DevTools MCP so live-session tab discovery and new-tab open flows keep working when the server omits structured page metadata.
Control UI/insecure auth: preserve explicit shared token and password auth on plain-HTTP Control UI connects so LAN and reverse-proxy sessions no longer drop shared auth before the first WebSocket handshake. (#45088) Thanks @velvet-shark.
Gateway/session reset: preserve lastAccountId and lastThreadId across gateway session resets so replies keep routing back to the same account and thread after /reset. (#44773) Thanks @Lanfei.
macOS/onboarding: avoid self-restarting freshly bootstrapped launchd gateways and give new daemon installs longer to become healthy, so openclaw onboard --install-daemon no longer false-fails on slower Macs and fresh VM snapshots.
Gateway/status: add openclaw gateway status --require-rpc and clearer Linux non-interactive daemon-install failure reporting so automation can fail hard on probe misses instead of treating a printed RPC error as green.
macOS/exec approvals: respect per-agent exec approval settings in the gateway prompter, including allowlist fallback when the native prompt cannot be shown, so gateway-triggered system.run requests follow configured policy instead of always prompting or denying unexpectedly. (#13707) Thanks @sliekens.

Breaking

BREAKING: Agents now load at most one root memory bootstrap file. MEMORY.md wins; memory.md is only used when MEMORY.md is absent. If you intentionally kept both files and depended on both being injected, merge them before upgrade. This also fixes duplicate memory injection on case-insensitive Docker mounts. (#26054) Thanks @Lanfei.

💡 深度点评

核心亮点

浏览器会话深度集成 (Chrome DevTools MCP)

此版本引入了官方 Chrome DevTools MCP 附加模式，支持直接接入已登录的实时 Chrome 浏览器会话。配合新增的 profile="user" 内置配置，Agent 可以直接复用宿主浏览器的登录状态和环境，无需额外的 browserSession 选择器。此外，浏览器自动化（Act Automation）新增了批量操作与延迟点击支持，显著提升了复杂网页任务的执行效率。

🤖 Claude Code 更新日报 2026-03-22

Sun, 22 Mar 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.81

发布日期: 2026-03-22
📋 版本维护

✨ 新增功能

Added --bare flag for scripted -p calls — skips hooks, LSP, plugin sync, and skill directory walks; requires ANTHROPIC_API_KEY or an apiKeyHelper via --settings (OAuth and keychain auth disabled); auto-memory fully disabled
Added --channels permission relay — channel servers that declare the permission capability can forward tool approval prompts to your phone

🐛 重要修复

Fixed multiple concurrent Claude Code sessions requiring repeated re-authentication when one session refreshes its OAuth token
Fixed voice mode silently swallowing retry failures and showing a misleading “check your network” message instead of the actual error
Fixed voice mode audio not recovering when the server silently drops the WebSocket connection
Fixed CLAUDE_CODE_DISABLE_EXPERIMENTAL_BETAS not suppressing the structured-outputs beta header, causing 400 errors on proxy gateways forwarding to Vertex/Bedrock
Fixed --channels bypass for Team/Enterprise orgs with no other managed settings configured
Fixed a crash on Node.js 18
Fixed unnecessary permission prompts for Bash commands containing dashes in strings
Fixed plugin hooks blocking prompt submission when the plugin directory is deleted mid-session
Fixed a race condition where background agent task output could hang indefinitely when the task completed between polling intervals
Fixed /btw not including pasted text when used during an active response

⚡ 优化改进

Improved MCP read/search tool calls to collapse into a single “Queried {server}” line (expand with Ctrl+O)
Improved ! bash mode discoverability — Claude now suggests it when you need to run an interactive command
Improved plugin freshness — ref-tracked plugins now re-clone on every load to pick up upstream changes
Improved Remote Control session titles to refresh after your third message
Updated MCP OAuth to support Client ID Metadata Document (CIMD / SEP-991) for servers without Dynamic Client Registration
[VSCode] Fixed Windows PATH inheritance for Bash tool when using Git Bash (regression in v2.1.78)

💡 深度点评

核心亮点

新增 --bare 模式：专为脚本化调用（-p）设计，通过跳过 LSP、插件同步、钩子执行及技能目录扫描，显著降低了自动化任务中的启动开销与环境依赖。
--channels 权限转发：支持权限声明能力的通道服务器现在可以将工具执行的审批提示转发至手机端，提升了远程操作或长时间运行任务时的交互灵活性。
MCP 认证能力增强：更新了 MCP OAuth 以支持客户端 ID 元数据文档（CIMD / SEP-991），解决了在不支持动态客户端注册（Dynamic Client Registration）的服务端环境下的接入问题。

值得注意的修复

并发会话认证优化：修复了在多个并发 Claude Code 会话中，其中一个会话刷新 OAuth 令牌会导致其他会话需要重复认证的体验痛点。
代理网关兼容性修复：解决了 CLAUDE_CODE_DISABLE_EXPERIMENTAL_BETAS 无法抑制结构化输出 Header 的问题，消除了在使用中转代理访问 Vertex 或 Bedrock 时常见的 400 错误。

个人评价

Claude Code v2.1.81 是一个典型的以「稳定性」和「工程化接入」为核心的迭代版本。--bare 标志的引入标志着该工具在 CI/CD 和自动化脚本领域的可用性得到了正式优化，脱离了单纯的交互式终端定位。同时，针对多会话认证逻辑和代理环境报错的修复，精准解决了高频用户在复杂工程环境中的痛点。整体而言，这个版本通过对底层协议（如 MCP OAuth）和执行模式的微调，进一步夯实了其作为生产力工具的健壮性。

🔧 Codex 更新日报 2026-03-21

Sat, 21 Mar 2026 10:00:00 +0800

🔧 Codex 更新 rust-v0.116.0

发布日期: 2026-03-21
📋 版本维护

New Features

App-server TUI now supports device-code ChatGPT sign-in during onboarding and can refresh existing ChatGPT tokens. (#14952)
Plugin setup is smoother: Codex can prompt to install missing plugins or connectors, honor a configured suggestion allowlist, and sync install/uninstall state remotely. (#14896, #15022, #14878)
Added a userpromptsubmit hook so prompts can be blocked or augmented before execution and before they enter history. (#14626)
Realtime sessions now start with recent thread context and are less likely to self-interrupt during audio playback. (#14829, #14827)

Bug Fixes

Fixed a first-turn stall where websocket prewarm could delay turn/start; startup now times out and falls back cleanly. (#14838)
Restored conversation history for remote resume/fork in the app-server TUI and stopped duplicate live transcript output from legacy stream events. (#14930, #14892)
Improved Linux sandbox startup on symlinked checkouts, missing writable roots, and Ubuntu/AppArmor hosts by preferring system bwrap when available. (#14849, #14890, #14963)
Fixed an agent job finalization race and reduced status polling churn for worker threads. (#14843)

Documentation

Refreshed the Python SDK public API docs, examples, and walkthrough around the generated app-server models. (#14446)

Chores

Pinned the setup-zig GitHub Action to an immutable SHA for more reproducible CI. (#14858)

Changelog

#14717 Move TUI on top of app server (parallel code) @etraut-openai
#14665 Use request permission profile in app server @mousseau-oai
#14826 Fixed build failures related to PR 14717 @etraut-openai
#14833 fix(core): fix sanitize name to use ‘_’ everywhere @apanasenko-oai
#14268 memories: exclude AGENTS and skills from stage1 input @andi-oai
#14139 windows-sandbox: add runner IPC foundation for future unified_exec @iceweasel-oai
#14851 Add exit helper to code mode scripts @pakrym-oai
#14828 [stack 1/4] Split realtime websocket methods by version @aibrahim-oai
#14652 Apply argument comment lint across codex-rs @bolinfest
#14837 skill-creator: default new skills to ~/.codex/skills @xl-openai
#14861 Add marketplace display names to plugin/list @xl-openai
#14878 feat: support remote_sync for plugin install/uninstall. @xl-openai

💡 深度点评

核心亮点

App-server TUI 交互与认证升级：新版本显著增强了终端界面的易用性，支持通过设备代码（Device-code）进行 ChatGPT 登录，并实现了现有 Token 的自动刷新。这意味着开发者在使用 TUI 模式时，认证流程更加无缝，减少了手动维护凭据的中断感。
插件系统（Plugin）闭环体验：Codex 现在能主动提示安装缺失的插件或连接器，并支持配置建议白名单。更关键的是，插件的安装/卸载状态支持远程同步（remote sync），这为多端开发环境的一致性提供了基础保障。
可编程钩子 userpromptsubmit：新增的钩子允许在 Prompt 执行及存入历史记录之前进行拦截或增强。这一特性为企业级安全审计、动态上下文注入或自定义指令过滤提供了极高的灵活性，标志着 Codex 正在从工具向平台化演进。

值得注意的修复

冷启动性能优化：修复了因 WebSocket 预热（prewarm）导致的首次交互卡顿（first-turn stall）。现在启动逻辑增加了超时机制及平滑降级处理，确保了 turn/start 的响应速度。
Linux 沙箱稳定性增强：针对 Ubuntu/AppArmor 环境、符号链接路径以及缺少可写根目录等复杂场景进行了深度兼容，并优先调用系统原生的 bwrap。这解决了长期困扰 Linux 用户的沙箱启动失败问题。
TUI 历史与状态修复：恢复了远程恢复（resume）或分支（fork）对话时的历史记录展示，并解决了旧版流事件导致的实时转录输出重复问题，提升了长对话场景下的可靠性。

个人评价

Codex rust-v0.116.0 是一个侧重于「体验磨平」与「工程化落地」的版本。通过引入 userpromptsubmit 钩子和完善插件同步机制，Codex 在可定制性上迈出了一大步。同时，对认证流程的优化和沙箱稳定性的修复，反映出团队正致力于将工具从「能用」推向「生产环境可靠」。整体而言，该版本通过一系列底层异步逻辑的解耦（如 Realtime 会话优化）和认证 UX 的改进，大幅提升了开发者在复杂项目中的操作流畅度。

🔧 Openclaw 更新日报 2026-03-21

Sat, 21 Mar 2026 10:00:00 +0800

🔧 Openclaw 更新 2026.3.13

发布日期: 2026-03-21
📋 版本维护

Changes

Android/chat settings: redesign the chat settings sheet with grouped device and media sections, refresh the Connect and Voice tabs, and tighten the chat composer/session header for a denser mobile layout. (#44894) Thanks @obviyus.
iOS/onboarding: add a first-run welcome pager before gateway setup, stop auto-opening the QR scanner, and show /pair qr instructions on the connect step. (#45054) Thanks @ngutman.
Browser/existing-session: add an official Chrome DevTools MCP attach mode for signed-in live Chrome sessions, with docs for chrome://inspect/#remote-debugging enablement and direct backlinks to Chrome’s own setup guides.
Browser/agents: add built-in profile="user" for the logged-in host browser and profile="chrome-relay" for the extension relay, so agent browser calls can prefer the real signed-in browser without the extra browserSession selector.
Browser/act automation: add batched actions, selector targeting, and delayed clicks for browser act requests with normalized batch dispatch. Thanks @vincentkoc.
Docker/timezone override: add OPENCLAW_TZ so docker-setup.sh can pin gateway and CLI containers to a chosen IANA timezone instead of inheriting the daemon default. (#34119) Thanks @Lanfei.
Dependencies/pi: bump @mariozechner/pi-agent-core, @mariozechner/pi-ai, @mariozechner/pi-coding-agent, and @mariozechner/pi-tui to 0.58.0.
Cron/sessions: add sessionTarget: "current" and session:<id> support so cron jobs can bind to the creating session or a persistent named session instead of only main or isolated. Thanks @kkhomej33-netizen and @ImLukeF.
Telegram/message send: add --force-document so Telegram image and GIF sends can upload as documents without compression. (#45111) Thanks @thepagent.

Fixes

Dashboard/chat UI: stop reloading full chat history on every live tool result in dashboard v2 so tool-heavy runs no longer trigger UI freeze/re-render storms while the final event still refreshes persisted history. (#45541) Thanks @BunsDev.
Gateway/client requests: reject unanswered gateway RPC calls after a bounded timeout and clear their pending state, so stalled connections no longer leak hanging GatewayClient.request() promises indefinitely.
Build/plugin-sdk bundling: bundle plugin-sdk subpath entries in one shared build pass so published packages stop duplicating shared chunks and avoid the recent plugin-sdk memory blow-up. (#45426) Thanks @TarasShyn.
Ollama/reasoning visibility: stop promoting native thinking and reasoning fields into final assistant text so local reasoning models no longer leak internal thoughts in normal replies. (#45330) Thanks @xi7ang.
Android/onboarding QR scan: switch setup QR scanning to Google Code Scanner so onboarding uses a more reliable scanner instead of the legacy embedded ZXing flow. (#45021) Thanks @obviyus.
Browser/existing-session: harden driver validation and session lifecycle so transport errors trigger reconnects while tool-level errors preserve the session, and extract shared ARIA role sets to deduplicate Playwright and Chrome MCP snapshot paths. (#45682) Thanks @odysseus0.
Browser/existing-session: accept text-only list_pages and new_page responses from Chrome DevTools MCP so live-session tab discovery and new-tab open flows keep working when the server omits structured page metadata.
Control UI/insecure auth: preserve explicit shared token and password auth on plain-HTTP Control UI connects so LAN and reverse-proxy sessions no longer drop shared auth before the first WebSocket handshake. (#45088) Thanks @velvet-shark.
Gateway/session reset: preserve lastAccountId and lastThreadId across gateway session resets so replies keep routing back to the same account and thread after /reset. (#44773) Thanks @Lanfei.
macOS/onboarding: avoid self-restarting freshly bootstrapped launchd gateways and give new daemon installs longer to become healthy, so openclaw onboard --install-daemon no longer false-fails on slower Macs and fresh VM snapshots.
Gateway/status: add openclaw gateway status --require-rpc and clearer Linux non-interactive daemon-install failure reporting so automation can fail hard on probe misses instead of treating a printed RPC error as green.
macOS/exec approvals: respect per-agent exec approval settings in the gateway prompter, including allowlist fallback when the native prompt cannot be shown, so gateway-triggered system.run requests follow configured policy instead of always prompting or denying unexpectedly. (#13707) Thanks @sliekens.

Breaking

BREAKING: Agents now load at most one root memory bootstrap file. MEMORY.md wins; memory.md is only used when MEMORY.md is absent. If you intentionally kept both files and depended on both being injected, merge them before upgrade. This also fixes duplicate memory injection on case-insensitive Docker mounts. (#26054) Thanks @Lanfei.

💡 深度点评

这份 openclaw 2026.3.13 的更新日志显示，项目正从早期的“自动化脚本”向“深度整合的 Agent 运行环境”演进。以下是针对该版本的深度点评：

🤖 Claude Code 更新日报 2026-03-21

Sat, 21 Mar 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.81

发布日期: 2026-03-21
⚠️ 新版本发布

✨ 新增功能

Added --bare flag for scripted -p calls — skips hooks, LSP, plugin sync, and skill directory walks; requires ANTHROPIC_API_KEY or an apiKeyHelper via --settings (OAuth and keychain auth disabled); auto-memory fully disabled
Added --channels permission relay — channel servers that declare the permission capability can forward tool approval prompts to your phone

🐛 重要修复

Fixed multiple concurrent Claude Code sessions requiring repeated re-authentication when one session refreshes its OAuth token
Fixed voice mode silently swallowing retry failures and showing a misleading “check your network” message instead of the actual error
Fixed voice mode audio not recovering when the server silently drops the WebSocket connection
Fixed CLAUDE_CODE_DISABLE_EXPERIMENTAL_BETAS not suppressing the structured-outputs beta header, causing 400 errors on proxy gateways forwarding to Vertex/Bedrock
Fixed --channels bypass for Team/Enterprise orgs with no other managed settings configured
Fixed a crash on Node.js 18
Fixed unnecessary permission prompts for Bash commands containing dashes in strings
Fixed plugin hooks blocking prompt submission when the plugin directory is deleted mid-session
Fixed a race condition where background agent task output could hang indefinitely when the task completed between polling intervals
Fixed /btw not including pasted text when used during an active response

⚡ 优化改进

Improved MCP read/search tool calls to collapse into a single “Queried {server}” line (expand with Ctrl+O)
Improved ! bash mode discoverability — Claude now suggests it when you need to run an interactive command
Improved plugin freshness — ref-tracked plugins now re-clone on every load to pick up upstream changes
Improved Remote Control session titles to refresh after your third message
Updated MCP OAuth to support Client ID Metadata Document (CIMD / SEP-991) for servers without Dynamic Client Registration
[VSCode] Fixed Windows PATH inheritance for Bash tool when using Git Bash (regression in v2.1.78)

💡 深度点评

核心亮点

--bare 模式：专为脚本化调用（-p）设计，通过跳过 LSP 启动、插件同步及自动记忆等流程，提升了在 CI/CD 或自动化流水线中的响应速度与纯净度。
--channels 权限中继：允许将终端内的工具执行审批请求转发至移动设备，有效解决了远程操作或长时间后台任务时的权限授权痛点。
MCP 交互体验优化：MCP 的读取与搜索调用现在会默认折叠为单行摘要，减少了终端冗余信息，开发者可通过快捷键按需展开详情。

值得注意的修复

多会话身份验证优化：修复了并行开启多个会话时，因其中一个 session 刷新 OAuth Token 而导致其他 session 频繁要求重新认证的冲突问题。
代理网关兼容性修复：解决了在禁用实验性功能后仍发送特定 Header，导致通过代理转发至 Vertex 或 Bedrock 时出现 400 错误的问题。

个人评价

v2.1.81 是一个典型的以「工程化落地」为导向的迭代版本。--bare 标志的引入，意味着 Claude Code 正在从纯交互式 AI 助手向可编程的开发者工具转型。通过对 OAuth 并行机制、工作区（Worktree）状态恢复以及复杂网络环境下错误处理的细致修补，该版本显著提升了工具在企业级开发环境中的健壮性。虽然没有视觉上的巨大变化，但对于重度依赖 CLI 自动化的开发者来说，其稳定性和灵活性的提升具有极高的实战价值。

ECC 不是配置包：理解 everything-claude-code 的系统设计

Sat, 21 Mar 2026 00:00:00 +0000

深入分析 everything-claude-code (ECC) 的架构设计，探讨它如何通过技能、本能、记忆和验证四层体系，把 AI agent 变成可预测的工程执行单元。

GSD：专门对抗 Context Rot 的 Claude Code 项目管理层

Sat, 21 Mar 2026 00:00:00 +0000

深入分析 get-shit-done (GSD) 的架构设计，探讨它如何通过状态文件、编排架构和验证层，从底层消灭 AI 编码过程中的 context rot 问题。

🔧 Codex 更新日报 2026-03-20

Fri, 20 Mar 2026 10:00:00 +0800

🔧 Codex 更新 rust-v0.116.0

发布日期: 2026-03-20
⚠️ 新版本发布

New Features

App-server TUI now supports device-code ChatGPT sign-in during onboarding and can refresh existing ChatGPT tokens. (#14952)
Plugin setup is smoother: Codex can prompt to install missing plugins or connectors, honor a configured suggestion allowlist, and sync install/uninstall state remotely. (#14896, #15022, #14878)
Added a userpromptsubmit hook so prompts can be blocked or augmented before execution and before they enter history. (#14626)
Realtime sessions now start with recent thread context and are less likely to self-interrupt during audio playback. (#14829, #14827)

Bug Fixes

Fixed a first-turn stall where websocket prewarm could delay turn/start; startup now times out and falls back cleanly. (#14838)
Restored conversation history for remote resume/fork in the app-server TUI and stopped duplicate live transcript output from legacy stream events. (#14930, #14892)
Improved Linux sandbox startup on symlinked checkouts, missing writable roots, and Ubuntu/AppArmor hosts by preferring system bwrap when available. (#14849, #14890, #14963)
Fixed an agent job finalization race and reduced status polling churn for worker threads. (#14843)

Documentation

Refreshed the Python SDK public API docs, examples, and walkthrough around the generated app-server models. (#14446)

Chores

Pinned the setup-zig GitHub Action to an immutable SHA for more reproducible CI. (#14858)

Changelog

#14717 Move TUI on top of app server (parallel code) @etraut-openai
#14665 Use request permission profile in app server @mousseau-oai
#14826 Fixed build failures related to PR 14717 @etraut-openai
#14833 fix(core): fix sanitize name to use ‘_’ everywhere @apanasenko-oai
#14268 memories: exclude AGENTS and skills from stage1 input @andi-oai
#14139 windows-sandbox: add runner IPC foundation for future unified_exec @iceweasel-oai
#14851 Add exit helper to code mode scripts @pakrym-oai
#14828 [stack 1/4] Split realtime websocket methods by version @aibrahim-oai
#14652 Apply argument comment lint across codex-rs @bolinfest
#14837 skill-creator: default new skills to ~/.codex/skills @xl-openai
#14861 Add marketplace display names to plugin/list @xl-openai
#14878 feat: support remote_sync for plugin install/uninstall. @xl-openai

💡 深度点评

核心亮点

插件系统自动化与远程同步：新版本显著提升了插件配置的丝滑度。现在支持自动提示安装缺失的插件或连接器，并引入了远程同步（Remote Sync）功能，使得插件的安装/卸载状态可以在不同设备间保持一致。此外，新增的建议白名单机制进一步增强了插件生态的可控性。
Prompt 级拦截与增强能力：引入了 userpromptsubmit 钩子。开发者现在可以在提示词正式进入历史记录或执行之前，对其进行拦截、阻断或动态增强。这一特性为实现提示词合规检查、自动化上下文注入提供了更底座化的支持。
实时会话与 TUI 交互优化：Realtime 模式现在支持携带近期线程上下文启动，减少了语音播放时的自我中断问题。同时，App-server TUI 增加了设备码（Device-code）登录方式，并支持 ChatGPT Token 自动刷新，大幅优化了长效使用的认证体验。

值得注意的修复

启动性能优化：修复了因 Websocket 预热导致的 turn/start 首轮响应卡顿（Stall）问题，增加了超时回退机制，确保冷启动更加稳健。
Linux 沙箱兼容性增强：解决了在 Ubuntu/AppArmor 环境下，因符号链接（Symlinked）或缺少可写根目录导致的沙箱启动失败问题。通过优先调用系统自带的 bwrap，提升了跨发行版的运行稳定性。
TUI 会话状态恢复：修复了在远程 Resume 或 Fork 会话时 TUI 界面无法正确恢复历史记录的 Bug，并清理了 legacy stream 导致的重复转录输出。

个人评价

Codex Rust-v0.116.0 是一个从「单机工具」向「平台化管理」迈进的稳健版本。核心更新集中在开发者体验（DX）的打磨上，特别是插件远程同步和更灵活的 Hook 机制，意味着它正在为更复杂的企业级集成和多端同步场景做准备。Linux 沙箱兼容性的补齐和 Websocket 预热问题的修复，反映出团队在处理大规模生产环境落地的底层稳定性上投入了大量精力。整体而言，这是一个侧重于提高环境配置下限、拓展工程化集成上限的成熟更替。

🔧 Openclaw 更新日报 2026-03-20

Fri, 20 Mar 2026 10:00:00 +0800

🔧 Openclaw 更新 2026.3.13

发布日期: 2026-03-20
📋 版本维护

Changes

Android/chat settings: redesign the chat settings sheet with grouped device and media sections, refresh the Connect and Voice tabs, and tighten the chat composer/session header for a denser mobile layout. (#44894) Thanks @obviyus.
iOS/onboarding: add a first-run welcome pager before gateway setup, stop auto-opening the QR scanner, and show /pair qr instructions on the connect step. (#45054) Thanks @ngutman.
Browser/existing-session: add an official Chrome DevTools MCP attach mode for signed-in live Chrome sessions, with docs for chrome://inspect/#remote-debugging enablement and direct backlinks to Chrome’s own setup guides.
Browser/agents: add built-in profile="user" for the logged-in host browser and profile="chrome-relay" for the extension relay, so agent browser calls can prefer the real signed-in browser without the extra browserSession selector.
Browser/act automation: add batched actions, selector targeting, and delayed clicks for browser act requests with normalized batch dispatch. Thanks @vincentkoc.
Docker/timezone override: add OPENCLAW_TZ so docker-setup.sh can pin gateway and CLI containers to a chosen IANA timezone instead of inheriting the daemon default. (#34119) Thanks @Lanfei.
Dependencies/pi: bump @mariozechner/pi-agent-core, @mariozechner/pi-ai, @mariozechner/pi-coding-agent, and @mariozechner/pi-tui to 0.58.0.
Cron/sessions: add sessionTarget: "current" and session:<id> support so cron jobs can bind to the creating session or a persistent named session instead of only main or isolated. Thanks @kkhomej33-netizen and @ImLukeF.
Telegram/message send: add --force-document so Telegram image and GIF sends can upload as documents without compression. (#45111) Thanks @thepagent.

Fixes

Dashboard/chat UI: stop reloading full chat history on every live tool result in dashboard v2 so tool-heavy runs no longer trigger UI freeze/re-render storms while the final event still refreshes persisted history. (#45541) Thanks @BunsDev.
Gateway/client requests: reject unanswered gateway RPC calls after a bounded timeout and clear their pending state, so stalled connections no longer leak hanging GatewayClient.request() promises indefinitely.
Build/plugin-sdk bundling: bundle plugin-sdk subpath entries in one shared build pass so published packages stop duplicating shared chunks and avoid the recent plugin-sdk memory blow-up. (#45426) Thanks @TarasShyn.
Ollama/reasoning visibility: stop promoting native thinking and reasoning fields into final assistant text so local reasoning models no longer leak internal thoughts in normal replies. (#45330) Thanks @xi7ang.
Android/onboarding QR scan: switch setup QR scanning to Google Code Scanner so onboarding uses a more reliable scanner instead of the legacy embedded ZXing flow. (#45021) Thanks @obviyus.
Browser/existing-session: harden driver validation and session lifecycle so transport errors trigger reconnects while tool-level errors preserve the session, and extract shared ARIA role sets to deduplicate Playwright and Chrome MCP snapshot paths. (#45682) Thanks @odysseus0.
Browser/existing-session: accept text-only list_pages and new_page responses from Chrome DevTools MCP so live-session tab discovery and new-tab open flows keep working when the server omits structured page metadata.
Control UI/insecure auth: preserve explicit shared token and password auth on plain-HTTP Control UI connects so LAN and reverse-proxy sessions no longer drop shared auth before the first WebSocket handshake. (#45088) Thanks @velvet-shark.
Gateway/session reset: preserve lastAccountId and lastThreadId across gateway session resets so replies keep routing back to the same account and thread after /reset. (#44773) Thanks @Lanfei.
macOS/onboarding: avoid self-restarting freshly bootstrapped launchd gateways and give new daemon installs longer to become healthy, so openclaw onboard --install-daemon no longer false-fails on slower Macs and fresh VM snapshots.
Gateway/status: add openclaw gateway status --require-rpc and clearer Linux non-interactive daemon-install failure reporting so automation can fail hard on probe misses instead of treating a printed RPC error as green.
macOS/exec approvals: respect per-agent exec approval settings in the gateway prompter, including allowlist fallback when the native prompt cannot be shown, so gateway-triggered system.run requests follow configured policy instead of always prompting or denying unexpectedly. (#13707) Thanks @sliekens.

Breaking

BREAKING: Agents now load at most one root memory bootstrap file. MEMORY.md wins; memory.md is only used when MEMORY.md is absent. If you intentionally kept both files and depended on both being injected, merge them before upgrade. This also fixes duplicate memory injection on case-insensitive Docker mounts. (#26054) Thanks @Lanfei.

💡 深度点评

这是一份关于 openclaw 2026.3.13 版本的技术点评。

🤖 Claude Code 更新日报 2026-03-20

Fri, 20 Mar 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.80

发布日期: 2026-03-20
⚠️ 新版本发布

✨ 新增功能

Added rate_limits field to statusline scripts for displaying Claude.ai rate limit usage (5-hour and 7-day windows with used_percentage and resets_at)
Added source: 'settings' plugin marketplace source — declare plugin entries inline in settings.json
Added CLI tool usage detection to plugin tips, in addition to file pattern matching
Added effort frontmatter support for skills and slash commands to override the model effort level when invoked
Added --channels (research preview) — allow MCP servers to push messages into your session

🐛 重要修复

Fixed --resume dropping parallel tool results — sessions with parallel tool calls now restore all tool_use/tool_result pairs instead of showing [Tool result missing] placeholders
Fixed voice mode WebSocket failures caused by Cloudflare bot detection on non-browser TLS fingerprints
Fixed 400 errors when using fine-grained tool streaming through API proxies, Bedrock, or Vertex
Fixed /remote-control appearing for gateway and third-party provider deployments where it cannot function
Fixed /sandbox tab switching not responding to Tab or arrow keys
Fixed managed settings (enabledPlugins, permissions.defaultMode, policy-set env vars) not being applied at startup when remote-settings.json was cached from a prior session

⚡ 优化改进

Improved responsiveness of @ file autocomplete in large git repositories
Improved /effort to show what auto currently resolves to, matching the status bar indicator
Improved /permissions — Tab and arrow keys now switch tabs from within a list
Improved background tasks panel — left arrow now closes from the list view

💡 深度点评

核心亮点

配额监控透明化：状态栏脚本新增 rate_limits 字段，支持实时显示 5 小时及 7 天窗口内的 Claude.ai 用量百分比与重置时间，便于开发者更精准地规划长周期任务。
任务级 Effort 精准控制：Skill 和斜杠命令现在支持在 Frontmatter 中声明 effort 级别。这意味着开发者可以针对特定自动化流程强制指定模型推理强度，不再受限于全局设置。
MCP 异步通信雏形：引入 --channels（研究预览版），允许 MCP 服务器主动向当前会话推送消息。这一改变使得 CLI 从单一的「请求-响应」模式向更复杂的异步协作模式演进。

值得注意的修复

并行调用恢复增强：修复了 --resume 在恢复包含并行工具调用的会话时，可能导致工具结果丢失或显示占位符的问题，确保复杂调试上下文的完整重建。
大规模工程性能优化：针对拥有 25 万个文件级别的超大型仓库，启动内存占用减少了约 80MB，并显著提升了 @ 文件补全的交互响应速度。

个人评价

v2.1.80 版本体现了 Claude Code 从「功能实现」向「工程化成熟」的转变。通过引入频率限制监控和任务级推理强度控制，它为开发者提供了更细粒度的资源管理手段。底层的并行任务恢复修复与内存优化，则直接改善了在大规模商业项目中的使用体验。整体来看，这是一个侧重于可预测性和系统稳定性的关键迭代，为后续更复杂的 MCP 协作打下了坚实基础。

🔧 Codex 更新日报 2026-03-19

Thu, 19 Mar 2026 10:00:00 +0800

🔧 Codex 更新 rust-v0.115.0

发布日期: 2026-03-19
📋 版本维护

New Features

Supported models can now request full-resolution image inspection through both view_image and codex.emitImage(..., detail: "original"), which helps with precision visual tasks. (#14175)
js_repl now exposes codex.cwd and codex.homeDir, and saved codex.tool(...) / codex.emitImage(...) references keep working across cells. (#14385, #14503)
Realtime websocket sessions gained a dedicated transcription mode, plus v2 handoff support through the codex tool, with a unified [realtime] session config. (#14554, #14556, #14606)
The v2 app-server now exposes filesystem RPCs for file reads, writes, copies, directory operations, and path watching, and there is a new Python SDK for integrating with that API. (#14245, #14435)
Smart Approvals can now route review requests through a guardian subagent in core, app-server, and TUI, reducing repeated setup work on follow-up approvals. (#13860, #14668)
App integrations now use the Responses API tool-search flow, can suggest missing tools, and fall back cleanly when the active model does not support search-based lookup. (#14274, #14287, #14732)

Bug Fixes

Spawned subagents now inherit sandbox and network rules more reliably, including project-profile layering, persisted host approvals, and symlinked writable roots. (#14619, #14650, #14674, #14807)
js_repl no longer hangs when dynamic tool responses contain literal U+2028 or U+2029 characters. (#14421)
The TUI no longer stalls on exit after creating subagents, and interrupting a turn no longer tears down background terminals by default. (#14816, #14602)
codex exec --profile once again preserves profile-scoped settings when starting or resuming a thread. (#14524)
MCP and elicitation flows are more robust, with safer tool-name normalization and preserved tool_params in approval prompts. (#14491, #14605, #14769)
The local network proxy now serves CONNECT traffic as explicit HTTP/1, improving compatibility with HTTP proxy clients. (#14395)

Chores

The subagent wait tool is now consistently named wait_agent, aligning it with spawn_agent and send_input. (#14631)

Changelog

#14395 fix(network-proxy): serve HTTP proxy listener as HTTP/1 @viyatb-oai
#14385 Add js_repl cwd and homeDir helpers @fjord-oai
#14376 Keep agent-switch word-motion keys out of draft editing @joshka-oai
#14175 Let models opt into original image detail @fjord-oai
#14382 check for large binaries in CI @owenlin0
#14392 chore(app-server): stop emitting codex/event/ notifications @owenlin0
#14274 feat: search_tool migrate to bring you own tool of Responses API @apanasenko-oai
#14174 refactor: centralize filesystem permissions precedence @viyatb-oai
#14394 chore(app-server): delete unused rpc methods from v1.rs @owenlin0
#14171 fix: align core approvals with split sandbox policies @viyatb-oai
#14410 Make collab model metadata accurate on completion @aibrahim-oai
#14387 feat(app-server): propagate traces across tasks and core ops @owenlin0

💡 深度点评

以下是针对 codex rust-v0.115.0 更新内容的深度点评：

🔧 Openclaw 更新日报 2026-03-19

Thu, 19 Mar 2026 10:00:00 +0800

🔧 Openclaw 更新 2026.3.13

发布日期: 2026-03-19
📋 版本维护

Changes

Android/chat settings: redesign the chat settings sheet with grouped device and media sections, refresh the Connect and Voice tabs, and tighten the chat composer/session header for a denser mobile layout. (#44894) Thanks @obviyus.
iOS/onboarding: add a first-run welcome pager before gateway setup, stop auto-opening the QR scanner, and show /pair qr instructions on the connect step. (#45054) Thanks @ngutman.
Browser/existing-session: add an official Chrome DevTools MCP attach mode for signed-in live Chrome sessions, with docs for chrome://inspect/#remote-debugging enablement and direct backlinks to Chrome’s own setup guides.
Browser/agents: add built-in profile="user" for the logged-in host browser and profile="chrome-relay" for the extension relay, so agent browser calls can prefer the real signed-in browser without the extra browserSession selector.
Browser/act automation: add batched actions, selector targeting, and delayed clicks for browser act requests with normalized batch dispatch. Thanks @vincentkoc.
Docker/timezone override: add OPENCLAW_TZ so docker-setup.sh can pin gateway and CLI containers to a chosen IANA timezone instead of inheriting the daemon default. (#34119) Thanks @Lanfei.
Dependencies/pi: bump @mariozechner/pi-agent-core, @mariozechner/pi-ai, @mariozechner/pi-coding-agent, and @mariozechner/pi-tui to 0.58.0.
Cron/sessions: add sessionTarget: "current" and session:<id> support so cron jobs can bind to the creating session or a persistent named session instead of only main or isolated. Thanks @kkhomej33-netizen and @ImLukeF.
Telegram/message send: add --force-document so Telegram image and GIF sends can upload as documents without compression. (#45111) Thanks @thepagent.

Fixes

Dashboard/chat UI: stop reloading full chat history on every live tool result in dashboard v2 so tool-heavy runs no longer trigger UI freeze/re-render storms while the final event still refreshes persisted history. (#45541) Thanks @BunsDev.
Gateway/client requests: reject unanswered gateway RPC calls after a bounded timeout and clear their pending state, so stalled connections no longer leak hanging GatewayClient.request() promises indefinitely.
Build/plugin-sdk bundling: bundle plugin-sdk subpath entries in one shared build pass so published packages stop duplicating shared chunks and avoid the recent plugin-sdk memory blow-up. (#45426) Thanks @TarasShyn.
Ollama/reasoning visibility: stop promoting native thinking and reasoning fields into final assistant text so local reasoning models no longer leak internal thoughts in normal replies. (#45330) Thanks @xi7ang.
Android/onboarding QR scan: switch setup QR scanning to Google Code Scanner so onboarding uses a more reliable scanner instead of the legacy embedded ZXing flow. (#45021) Thanks @obviyus.
Browser/existing-session: harden driver validation and session lifecycle so transport errors trigger reconnects while tool-level errors preserve the session, and extract shared ARIA role sets to deduplicate Playwright and Chrome MCP snapshot paths. (#45682) Thanks @odysseus0.
Browser/existing-session: accept text-only list_pages and new_page responses from Chrome DevTools MCP so live-session tab discovery and new-tab open flows keep working when the server omits structured page metadata.
Control UI/insecure auth: preserve explicit shared token and password auth on plain-HTTP Control UI connects so LAN and reverse-proxy sessions no longer drop shared auth before the first WebSocket handshake. (#45088) Thanks @velvet-shark.
Gateway/session reset: preserve lastAccountId and lastThreadId across gateway session resets so replies keep routing back to the same account and thread after /reset. (#44773) Thanks @Lanfei.
macOS/onboarding: avoid self-restarting freshly bootstrapped launchd gateways and give new daemon installs longer to become healthy, so openclaw onboard --install-daemon no longer false-fails on slower Macs and fresh VM snapshots.
Gateway/status: add openclaw gateway status --require-rpc and clearer Linux non-interactive daemon-install failure reporting so automation can fail hard on probe misses instead of treating a printed RPC error as green.
macOS/exec approvals: respect per-agent exec approval settings in the gateway prompter, including allowlist fallback when the native prompt cannot be shown, so gateway-triggered system.run requests follow configured policy instead of always prompting or denying unexpectedly. (#13707) Thanks @sliekens.

Breaking

BREAKING: Agents now load at most one root memory bootstrap file. MEMORY.md wins; memory.md is only used when MEMORY.md is absent. If you intentionally kept both files and depended on both being injected, merge them before upgrade. This also fixes duplicate memory injection on case-insensitive Docker mounts. (#26054) Thanks @Lanfei.

💡 深度点评

这是一份关于 openclaw 2026.3.13 更新版本的深度技术点评。

🤖 Claude Code 更新日报 2026-03-19

Thu, 19 Mar 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.79

发布日期: 2026-03-19
⚠️ 新版本发布

✨ 新增功能

Added --console flag to claude auth login for Anthropic Console (API billing) authentication
Added “Show turn duration” toggle to the /config menu

🐛 重要修复

Fixed claude -p hanging when spawned as a subprocess without explicit stdin (e.g. Python subprocess.run)
Fixed Ctrl+C not working in -p (print) mode
Fixed /btw returning the main agent’s output instead of answering the side question when triggered during streaming
Fixed voice mode not activating correctly on startup when voiceEnabled: true is set
Fixed left/right arrow tab navigation in /permissions
Fixed CLAUDE_CODE_DISABLE_TERMINAL_TITLE not preventing terminal title from being set on startup
Fixed custom status line showing nothing when workspace trust is blocking it
Fixed enterprise users being unable to retry on rate limit (429) errors
Fixed SessionEnd hooks not firing when using interactive /resume to switch sessions

⚡ 优化改进

Improved startup memory usage by ~18MB across all scenarios
Improved non-streaming API fallback with a 2-minute per-attempt timeout, preventing sessions from hanging indefinitely
[VSCode] Added /remote-control — bridge your session to claude.ai/code to continue from a browser or phone
[VSCode] Session tabs now get AI-generated titles based on your first message
[VSCode] Fixed the thinking pill showing “Thinking” instead of “Thought for Ns” after a response completes
[VSCode] Fixed missing session diff button when opening sessions from the left sidebar

💡 深度点评

以下是针对 Claude Code v2.1.79 更新内容的深度点评：

🔧 Codex 更新日报 2026-03-18

Wed, 18 Mar 2026 10:00:00 +0800

🔧 Codex 更新 rust-v0.115.0

发布日期: 2026-03-18
📋 版本维护

New Features

Supported models can now request full-resolution image inspection through both view_image and codex.emitImage(..., detail: "original"), which helps with precision visual tasks. (#14175)
js_repl now exposes codex.cwd and codex.homeDir, and saved codex.tool(...) / codex.emitImage(...) references keep working across cells. (#14385, #14503)
Realtime websocket sessions gained a dedicated transcription mode, plus v2 handoff support through the codex tool, with a unified [realtime] session config. (#14554, #14556, #14606)
The v2 app-server now exposes filesystem RPCs for file reads, writes, copies, directory operations, and path watching, and there is a new Python SDK for integrating with that API. (#14245, #14435)
Smart Approvals can now route review requests through a guardian subagent in core, app-server, and TUI, reducing repeated setup work on follow-up approvals. (#13860, #14668)
App integrations now use the Responses API tool-search flow, can suggest missing tools, and fall back cleanly when the active model does not support search-based lookup. (#14274, #14287, #14732)

Bug Fixes

Spawned subagents now inherit sandbox and network rules more reliably, including project-profile layering, persisted host approvals, and symlinked writable roots. (#14619, #14650, #14674, #14807)
js_repl no longer hangs when dynamic tool responses contain literal U+2028 or U+2029 characters. (#14421)
The TUI no longer stalls on exit after creating subagents, and interrupting a turn no longer tears down background terminals by default. (#14816, #14602)
codex exec --profile once again preserves profile-scoped settings when starting or resuming a thread. (#14524)
MCP and elicitation flows are more robust, with safer tool-name normalization and preserved tool_params in approval prompts. (#14491, #14605, #14769)
The local network proxy now serves CONNECT traffic as explicit HTTP/1, improving compatibility with HTTP proxy clients. (#14395)

Chores

The subagent wait tool is now consistently named wait_agent, aligning it with spawn_agent and send_input. (#14631)

Changelog

#14395 fix(network-proxy): serve HTTP proxy listener as HTTP/1 @viyatb-oai
#14385 Add js_repl cwd and homeDir helpers @fjord-oai
#14376 Keep agent-switch word-motion keys out of draft editing @joshka-oai
#14175 Let models opt into original image detail @fjord-oai
#14382 check for large binaries in CI @owenlin0
#14392 chore(app-server): stop emitting codex/event/ notifications @owenlin0
#14274 feat: search_tool migrate to bring you own tool of Responses API @apanasenko-oai
#14174 refactor: centralize filesystem permissions precedence @viyatb-oai
#14394 chore(app-server): delete unused rpc methods from v1.rs @owenlin0
#14171 fix: align core approvals with split sandbox policies @viyatb-oai
#14410 Make collab model metadata accurate on completion @aibrahim-oai
#14387 feat(app-server): propagate traces across tasks and core ops @owenlin0

💡 深度点评

以下是对 Codex Rust-v0.115.0 更新内容的深度点评：

🔧 Openclaw 更新日报 2026-03-18

Wed, 18 Mar 2026 10:00:00 +0800

🔧 Openclaw 更新 2026.3.13

发布日期: 2026-03-18
📋 版本维护

Changes

Android/chat settings: redesign the chat settings sheet with grouped device and media sections, refresh the Connect and Voice tabs, and tighten the chat composer/session header for a denser mobile layout. (#44894) Thanks @obviyus.
iOS/onboarding: add a first-run welcome pager before gateway setup, stop auto-opening the QR scanner, and show /pair qr instructions on the connect step. (#45054) Thanks @ngutman.
Browser/existing-session: add an official Chrome DevTools MCP attach mode for signed-in live Chrome sessions, with docs for chrome://inspect/#remote-debugging enablement and direct backlinks to Chrome’s own setup guides.
Browser/agents: add built-in profile="user" for the logged-in host browser and profile="chrome-relay" for the extension relay, so agent browser calls can prefer the real signed-in browser without the extra browserSession selector.
Browser/act automation: add batched actions, selector targeting, and delayed clicks for browser act requests with normalized batch dispatch. Thanks @vincentkoc.
Docker/timezone override: add OPENCLAW_TZ so docker-setup.sh can pin gateway and CLI containers to a chosen IANA timezone instead of inheriting the daemon default. (#34119) Thanks @Lanfei.
Dependencies/pi: bump @mariozechner/pi-agent-core, @mariozechner/pi-ai, @mariozechner/pi-coding-agent, and @mariozechner/pi-tui to 0.58.0.
Cron/sessions: add sessionTarget: "current" and session:<id> support so cron jobs can bind to the creating session or a persistent named session instead of only main or isolated. Thanks @kkhomej33-netizen and @ImLukeF.
Telegram/message send: add --force-document so Telegram image and GIF sends can upload as documents without compression. (#45111) Thanks @thepagent.

Breaking

BREAKING: Agents now load at most one root memory bootstrap file. MEMORY.md wins; memory.md is only used when MEMORY.md is absent. If you intentionally kept both files and depended on both being injected, merge them before upgrade. This also fixes duplicate memory injection on case-insensitive Docker mounts. (#26054) Thanks @Lanfei.

Fixes

Dashboard/chat UI: stop reloading full chat history on every live tool result in dashboard v2 so tool-heavy runs no longer trigger UI freeze/re-render storms while the final event still refreshes persisted history. (#45541) Thanks @BunsDev.
Gateway/client requests: reject unanswered gateway RPC calls after a bounded timeout and clear their pending state, so stalled connections no longer leak hanging GatewayClient.request() promises indefinitely.
Build/plugin-sdk bundling: bundle plugin-sdk subpath entries in one shared build pass so published packages stop duplicating shared chunks and avoid the recent plugin-sdk memory blow-up. (#45426) Thanks @TarasShyn.
Ollama/reasoning visibility: stop promoting native thinking and reasoning fields into final assistant text so local reasoning models no longer leak internal thoughts in normal replies. (#45330) Thanks @xi7ang.
Android/onboarding QR scan: switch setup QR scanning to Google Code Scanner so onboarding uses a more reliable scanner instead of the legacy embedded ZXing flow. (#45021) Thanks @obviyus.
Browser/existing-session: harden driver validation and session lifecycle so transport errors trigger reconnects while tool-level errors preserve the session, and extract shared ARIA role sets to deduplicate Playwright and Chrome MCP snapshot paths. (#45682) Thanks @odysseus0.
Browser/existing-session: accept text-only list_pages and new_page responses from Chrome DevTools MCP so live-session tab discovery and new-tab open flows keep working when the server omits structured page metadata.
Control UI/insecure auth: preserve explicit shared token and password auth on plain-HTTP Control UI connects so LAN and reverse-proxy sessions no longer drop shared auth before the first WebSocket handshake. (#45088) Thanks @velvet-shark.
Gateway/session reset: preserve lastAccountId and lastThreadId across gateway session resets so replies keep routing back to the same account and thread after /reset. (#44773) Thanks @Lanfei.
macOS/onboarding: avoid self-restarting freshly bootstrapped launchd gateways and give new daemon installs longer to become healthy, so openclaw onboard --install-daemon no longer false-fails on slower Macs and fresh VM snapshots.
Gateway/status: add openclaw gateway status --require-rpc and clearer Linux non-interactive daemon-install failure reporting so automation can fail hard on probe misses instead of treating a printed RPC error as green.
macOS/exec approvals: respect per-agent exec approval settings in the gateway prompter, including allowlist fallback when the native prompt cannot be shown, so gateway-triggered system.run requests follow configured policy instead of always prompting or denying unexpectedly. (#13707) Thanks @sliekens.

💡 深度点评

这份关于 openclaw 2026.3.13 更新内容的深度点评，重点解析了该版本在自动化连接、会话控制及系统稳定性方面的核心变化。

🤖 Claude Code 更新日报 2026-03-18

Wed, 18 Mar 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.78

发布日期: 2026-03-18
⚠️ 新版本发布

✨ 新增功能

Added StopFailure hook event that fires when the turn ends due to an API error (rate limit, auth failure, etc.)
Added ${CLAUDE_PLUGIN_DATA} variable for plugin persistent state that survives plugin updates; /plugin uninstall prompts before deleting it
Added effort, maxTurns, and disallowedTools frontmatter support for plugin-shipped agents
Added ANTHROPIC_CUSTOM_MODEL_OPTION env var to add a custom entry to the /model picker, with optional _NAME and _DESCRIPTION suffixed vars for display

🐛 重要修复

Fixed git log HEAD failing with “ambiguous argument” inside sandboxed Bash on Linux, and stub files polluting git status in the working directory
Fixed cc log and --resume silently truncating conversation history on large sessions (>5 MB) that used subagents
Fixed infinite loop when API errors triggered stop hooks that re-fed blocking errors to the model
Fixed deny: ["mcp__servername"] permission rules not removing MCP server tools before sending to the model, allowing it to see and attempt blocked tools
Fixed sandbox.filesystem.allowWrite not working with absolute paths (previously required // prefix)
Fixed /sandbox Dependencies tab showing Linux prerequisites on macOS instead of macOS-specific info
Fixed .git, .claude, and other protected directories being writable without a prompt in bypassPermissions mode
Fixed ctrl+u in normal mode scrolling instead of readline kill-line (ctrl+u/ctrl+d half-page scroll moved to transcript mode only)
Fixed voice mode modifier-combo push-to-talk keybindings (e.g. ctrl+k) requiring a hold instead of activating immediately
Fixed voice mode not working on WSL2 with WSLg (Windows 11); WSL1/Win10 users now get a clear error

⚡ 优化改进

Improved memory usage and startup time when resuming large sessions
[VSCode] Fixed a brief flash of the login screen when opening the sidebar while already authenticated
[VSCode] Fixed “API Error: Rate limit reached” when selecting Opus — model dropdown no longer offers 1M context variant to subscribers whose plan tier is unknown

💡 深度点评

核心亮点

插件持久化状态与配置增强：新增 ${CLAUDE_PLUGIN_DATA} 变量支持跨版本的插件状态存储，并为插件 Agent 引入了 effort、maxTurns 和 disallowedTools 的 frontmatter 支持，显著提升了复杂自动化任务的可控性。
灵活的自定义模型接入：通过 ANTHROPIC_CUSTOM_MODEL_OPTION 环境变量，用户可以在 /model 选择器中添加自定义模型条目，便于适配特定的模型版本或实验性端点。
大型会话交互体验优化：改进了超大型会话（>5 MB）恢复时的内存占用与启动速度，配合响应文本的逐行流式输出，有效降低了长任务执行时的感知延迟。

值得注意的修复

权限校验与安全增强：修复了 deny 规则下 MCP 工具过滤不彻底的问题，并解决了 Sandbox 在依赖缺失时静默关闭的风险，现在系统会提供明确的启动警告。
开发环境路径兼容性：修复了从 macOS Dock 或 Spotlight 启动 VS Code 时，Bash 工具无法正确识别 Homebrew 等 PATH 环境变量下二进制文件的问题。

个人评价

v2.1.78 版本是一个典型的以「健壮性」和「开发者体验」为核心的迭代。通过引入插件持久化变量和更细粒度的 Agent 配置，Claude Code 正在为更复杂的端到端工作流铺路。此外，针对超大会话历史截断和内存溢出的修复，解决了重度用户在处理大型代码库时的核心痛点。整体而言，这一版本在不改变核心交互逻辑的前提下，大幅强化了工具在企业级开发环境和复杂插件生态中的适用性。

🔧 Codex 更新日报 2026-03-17

Tue, 17 Mar 2026 10:00:00 +0800

🔧 Codex 更新 rust-v0.115.0

发布日期: 2026-03-17
⚠️ 新版本发布

New Features

Supported models can now request full-resolution image inspection through both view_image and codex.emitImage(..., detail: "original"), which helps with precision visual tasks. (#14175)
js_repl now exposes codex.cwd and codex.homeDir, and saved codex.tool(...) / codex.emitImage(...) references keep working across cells. (#14385, #14503)
Realtime websocket sessions gained a dedicated transcription mode, plus v2 handoff support through the codex tool, with a unified [realtime] session config. (#14554, #14556, #14606)
The v2 app-server now exposes filesystem RPCs for file reads, writes, copies, directory operations, and path watching, and there is a new Python SDK for integrating with that API. (#14245, #14435)
Smart Approvals can now route review requests through a guardian subagent in core, app-server, and TUI, reducing repeated setup work on follow-up approvals. (#13860, #14668)
App integrations now use the Responses API tool-search flow, can suggest missing tools, and fall back cleanly when the active model does not support search-based lookup. (#14274, #14287, #14732)

Bug Fixes

Spawned subagents now inherit sandbox and network rules more reliably, including project-profile layering, persisted host approvals, and symlinked writable roots. (#14619, #14650, #14674, #14807)
js_repl no longer hangs when dynamic tool responses contain literal U+2028 or U+2029 characters. (#14421)
The TUI no longer stalls on exit after creating subagents, and interrupting a turn no longer tears down background terminals by default. (#14816, #14602)
codex exec --profile once again preserves profile-scoped settings when starting or resuming a thread. (#14524)
MCP and elicitation flows are more robust, with safer tool-name normalization and preserved tool_params in approval prompts. (#14491, #14605, #14769)
The local network proxy now serves CONNECT traffic as explicit HTTP/1, improving compatibility with HTTP proxy clients. (#14395)

Chores

The subagent wait tool is now consistently named wait_agent, aligning it with spawn_agent and send_input. (#14631)

Changelog

#14395 fix(network-proxy): serve HTTP proxy listener as HTTP/1 @viyatb-oai
#14385 Add js_repl cwd and homeDir helpers @fjord-oai
#14376 Keep agent-switch word-motion keys out of draft editing @joshka-oai
#14175 Let models opt into original image detail @fjord-oai
#14382 check for large binaries in CI @owenlin0
#14392 chore(app-server): stop emitting codex/event/ notifications @owenlin0
#14274 feat: search_tool migrate to bring you own tool of Responses API @apanasenko-oai
#14174 refactor: centralize filesystem permissions precedence @viyatb-oai
#14394 chore(app-server): delete unused rpc methods from v1.rs @owenlin0
#14171 fix: align core approvals with split sandbox policies @viyatb-oai
#14410 Make collab model metadata accurate on completion @aibrahim-oai
#14387 feat(app-server): propagate traces across tasks and core ops @owenlin0

💡 深度点评

核心亮点

v2 App-server 能力边界扩张与 Python SDK 发布 v2 版本的应用服务器现在正式开放了文件系统的 RPC 接口，涵盖读写、复制、目录操作及路径监听（Path Watching）。配套推出的 Python SDK 标志着 Codex 正在从单一的任务执行工具向可集成的后端服务演进，开发者可以更方便地将 Codex 的能力嵌入到自定义的自动化工作流中。
Smart Approvals 引入 Guardian 守护代理 针对多代理（Multi-agent）协作场景，Smart Approvals 现在支持通过核心层、应用服务器及 TUI 中的 Guardian 子代理进行请求路由。这一改进显著减少了在处理连续审批时的重复设置工作，提升了复杂决策链路下的交互效率。
高精度视觉任务支持 新版本允许模型通过 view_image 或 codex.emitImage(..., detail: "original") 显式请求全分辨率图像检查。这对于需要处理代码截图、UI 设计稿比对等高精度视觉识别任务的开发者来说，解决了以往缩略图细节丢失的痛点。

值得注意的修复

子代理沙箱与网络规则继承优化：修复了子代理在继承沙箱规则、项目配置层（Project-profile layering）以及符号链接根目录权限时的一致性问题，确保了多代理环境下的安全隔离与权限对齐。
TUI 交互稳定性提升：解决了在创建子代理后 TUI 退出时可能出现的卡死问题；同时，现在中断（Interrupt）操作默认不再强制关闭后台终端，保护了运行中的长时任务状态。
MCP 与 Elicitation 流程加固：对 MCP 工具名称进行了更严格的标准化处理，并确保在审批提示中完整保留 tool_params，提升了与外部协议交互时的鲁棒性。

个人评价

rust-v0.115.0 是一个侧重于「工程化落地」的迭代版本。通过发布 Python SDK 和开放文件系统 RPC，Codex 展现了其作为底层 Agent 基础设施的潜力，而不仅仅是一个交互式终端。同时，Guardian 代理的加入和沙箱继承规则的完善，说明开发团队正在深耕复杂的多代理协作场景，致力于在效率与安全性之间寻求更好的平衡。整体来看，这个版本为构建更复杂的 Agentic Workflow 夯实了基础。

🔧 Openclaw 更新日报 2026-03-17

Tue, 17 Mar 2026 10:00:00 +0800

🔧 Openclaw 更新 2026.3.13

发布日期: 2026-03-17
📋 版本维护

Changes

Android/chat settings: redesign the chat settings sheet with grouped device and media sections, refresh the Connect and Voice tabs, and tighten the chat composer/session header for a denser mobile layout. (#44894) Thanks @obviyus.
iOS/onboarding: add a first-run welcome pager before gateway setup, stop auto-opening the QR scanner, and show /pair qr instructions on the connect step. (#45054) Thanks @ngutman.
Browser/existing-session: add an official Chrome DevTools MCP attach mode for signed-in live Chrome sessions, with docs for chrome://inspect/#remote-debugging enablement and direct backlinks to Chrome’s own setup guides.
Browser/agents: add built-in profile="user" for the logged-in host browser and profile="chrome-relay" for the extension relay, so agent browser calls can prefer the real signed-in browser without the extra browserSession selector.
Browser/act automation: add batched actions, selector targeting, and delayed clicks for browser act requests with normalized batch dispatch. Thanks @vincentkoc.
Docker/timezone override: add OPENCLAW_TZ so docker-setup.sh can pin gateway and CLI containers to a chosen IANA timezone instead of inheriting the daemon default. (#34119) Thanks @Lanfei.
Dependencies/pi: bump @mariozechner/pi-agent-core, @mariozechner/pi-ai, @mariozechner/pi-coding-agent, and @mariozechner/pi-tui to 0.58.0.
Cron/sessions: add sessionTarget: "current" and session:<id> support so cron jobs can bind to the creating session or a persistent named session instead of only main or isolated. Thanks @kkhomej33-netizen and @ImLukeF.
Telegram/message send: add --force-document so Telegram image and GIF sends can upload as documents without compression. (#45111) Thanks @thepagent.

Breaking

BREAKING: Agents now load at most one root memory bootstrap file. MEMORY.md wins; memory.md is only used when MEMORY.md is absent. If you intentionally kept both files and depended on both being injected, merge them before upgrade. This also fixes duplicate memory injection on case-insensitive Docker mounts. (#26054) Thanks @Lanfei.

Fixes

Dashboard/chat UI: stop reloading full chat history on every live tool result in dashboard v2 so tool-heavy runs no longer trigger UI freeze/re-render storms while the final event still refreshes persisted history. (#45541) Thanks @BunsDev.
Gateway/client requests: reject unanswered gateway RPC calls after a bounded timeout and clear their pending state, so stalled connections no longer leak hanging GatewayClient.request() promises indefinitely.
Build/plugin-sdk bundling: bundle plugin-sdk subpath entries in one shared build pass so published packages stop duplicating shared chunks and avoid the recent plugin-sdk memory blow-up. (#45426) Thanks @TarasShyn.
Ollama/reasoning visibility: stop promoting native thinking and reasoning fields into final assistant text so local reasoning models no longer leak internal thoughts in normal replies. (#45330) Thanks @xi7ang.
Android/onboarding QR scan: switch setup QR scanning to Google Code Scanner so onboarding uses a more reliable scanner instead of the legacy embedded ZXing flow. (#45021) Thanks @obviyus.
Browser/existing-session: harden driver validation and session lifecycle so transport errors trigger reconnects while tool-level errors preserve the session, and extract shared ARIA role sets to deduplicate Playwright and Chrome MCP snapshot paths. (#45682) Thanks @odysseus0.
Browser/existing-session: accept text-only list_pages and new_page responses from Chrome DevTools MCP so live-session tab discovery and new-tab open flows keep working when the server omits structured page metadata.
Control UI/insecure auth: preserve explicit shared token and password auth on plain-HTTP Control UI connects so LAN and reverse-proxy sessions no longer drop shared auth before the first WebSocket handshake. (#45088) Thanks @velvet-shark.
Gateway/session reset: preserve lastAccountId and lastThreadId across gateway session resets so replies keep routing back to the same account and thread after /reset. (#44773) Thanks @Lanfei.
macOS/onboarding: avoid self-restarting freshly bootstrapped launchd gateways and give new daemon installs longer to become healthy, so openclaw onboard --install-daemon no longer false-fails on slower Macs and fresh VM snapshots.
Gateway/status: add openclaw gateway status --require-rpc and clearer Linux non-interactive daemon-install failure reporting so automation can fail hard on probe misses instead of treating a printed RPC error as green.
macOS/exec approvals: respect per-agent exec approval settings in the gateway prompter, including allowlist fallback when the native prompt cannot be shown, so gateway-triggered system.run requests follow configured policy instead of always prompting or denying unexpectedly. (#13707) Thanks @sliekens.

💡 深度点评

OpenClaw 2026.3.13 版本发布，这一版在浏览器集成深度、任务自动化灵活性以及系统安全性上进行了多项关键迭代。以下是该版本的深度点评：

🤖 Claude Code 更新日报 2026-03-17

Tue, 17 Mar 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.76

发布日期: 2026-03-17
📋 版本维护

✨ 新增功能

Added MCP elicitation support — MCP servers can now request structured input mid-task via an interactive dialog (form fields or browser URL)
Added new Elicitation and ElicitationResult hooks to intercept and override responses before they’re sent back
Added -n / --name <name> CLI flag to set a display name for the session at startup
Added worktree.sparsePaths setting for claude --worktree in large monorepos to check out only the directories you need via git sparse-checkout
Added PostCompact hook that fires after compaction completes
Added /effort slash command to set model effort level
Added session quality survey — enterprise admins can configure the sample rate via the feedbackSurveyRate setting

🐛 重要修复

Fixed deferred tools (loaded via ToolSearch) losing their input schemas after conversation compaction, causing array and number parameters to be rejected with type errors
Fixed slash commands showing “Unknown skill”
Fixed plan mode asking for re-approval after the plan was already accepted
Fixed voice mode swallowing keypresses while a permission dialog or plan editor was open
Fixed /voice not working on Windows when installed via npm
Fixed spurious “Context limit reached” when invoking a skill with model: frontmatter on a 1M-context session
Fixed “adaptive thinking is not supported on this model” error when using non-standard model strings
Fixed Bash(cmd:*) permission rules not matching when a quoted argument contains #
Fixed “don’t ask again” in the Bash permission dialog showing the full raw command for pipes and compound commands
Fixed auto-compaction retrying indefinitely after consecutive failures — a circuit breaker now stops after 3 attempts

⚡ 优化改进

Improved --worktree startup performance by reading git refs directly and skipping redundant git fetch when the remote branch is already available locally
Improved background agent behavior — killing a background agent now preserves its partial results in the conversation context
Improved model fallback notifications — now always visible instead of hidden behind verbose mode, with human-friendly model names
Improved blockquote readability on dark terminal themes — text is now italic with a left bar instead of dim
Improved stale worktree cleanup — worktrees left behind after an interrupted parallel run are now automatically cleaned up
Improved Remote Control session titles — now derived from your first prompt instead of showing “Interactive session”
Improved /voice to show your dictation language on enable and warn when your language setting isn’t supported for voice input
Updated --plugin-dir to only accept one path to support subcommands — use repeated --plugin-dir for multiple directories
[VSCode] Fixed gitignore patterns containing commas silently excluding entire filetypes from the @-mention file picker

💡 深度点评

核心亮点

MCP Elicitation 支持：MCP server 现在可以在任务执行过程中通过交互式对话（如表单字段或浏览器 URL）请求结构化输入，增强了复杂任务中的人机协作能力。
Monorepo 性能优化：引入 worktree.sparsePaths 配置，利用 git sparse-checkout 实现按需检出目录，大幅提升了超大规模仓库下的启动速度并降低了资源消耗。
任务控制增强：新增 /effort 命令支持手动调节模型的推理力度，配合 -n 启动标志自定义会话显示名称，进一步细化了开发者的操作权限。

值得注意的修复

工具调用稳定性：修复了延迟加载工具（ToolSearch）在会话压缩后丢失 Input Schema，导致数组和数字参数报类型错误的回归缺陷。
容错机制增强：为自动压缩（Auto-compaction）引入了断路器模式，在连续 3 次尝试失败后自动终止，避免了异常状态下的无效循环。

个人评价

v2.1.76 版本是一个侧重于“工程健壮性”的迭代。它不仅解决了大规模代码库下的性能瓶颈，还通过完善 MCP 协议和会话压缩逻辑，显著提升了长时会话的可靠性。这些针对底层架构和边缘场景的打磨，标志着 Claude Code 正在从简单的 AI 助手演进为更专业、可预测的生产力工具。

🔧 Codex 更新日报 2026-03-16

Mon, 16 Mar 2026 10:00:00 +0800

🔧 Codex 更新 rust-v0.114.0

发布日期: 2026-03-16
📋 版本维护

New Features

Added an experimental code mode for more isolated coding workflows. (#13418)
Added an experimental hooks engine with SessionStart and Stop hook events. (#13276)
WebSocket app-server deployments now expose GET /readyz and GET /healthz on the same listener for easier health checks. (#13782)
Added a config switch to disable bundled system skills entirely. (#13792)
Handoffs now carry realtime transcript context, which improves continuity when work is transferred between turns. (#14132)
Improved the $ mention picker by clearly labeling Skills, Apps, and Plugins, and by surfacing plugins first. (#14147, #14163)

Bug Fixes

Fixed a Linux tmux crash caused by concurrent user-shell lookups. (#13900)
Fixed apps being enabled in unsupported sessions by tightening the enablement check. (#14011)
Fixed reopened threads getting stuck as in-progress after quitting mid-run and then resuming later. (#14125)
Fixed permission handling so legacy workspace-write behavior is preserved and newer permission profiles degrade more safely on older builds. (#13957, #14107)
Fixed approval flows so granted permissions persist across turns, work with reject-style configs, and are honored by apply_patch. (#14009, #14055, #14118, #14165)

Chores

Laid the groundwork for the Python SDK’s generated v2 schema types and pinned platform-specific runtime binaries. (#13953)

Changelog

#14009 feat(core) Persist request_permission data across turns @dylan-hurd-oai
#14136 fix(core): use dedicated types for responsesapi web search tool config @owenlin0
#13782 codex-rs/app-server: add health endpoints for –listen websocket server @maxj-oai
#14055 fix(core) RequestPermissions + ApplyPatch @dylan-hurd-oai
#14118 feat(approvals) RejectConfig for request_permissions @dylan-hurd-oai
#13957 fix(protocol): preserve legacy workspace-write semantics @viyatb-oai
#14107 fix: keep permissions profiles forward compatible @viyatb-oai
#14147 make dollar-mention always clarify item category (skill, app, plugin) @sayan-oai
#14152 Refactor tool output into trait implementations @pakrym-oai
#14163 sort plugins first in menu @sayan-oai
#13418 Add code_mode experimental feature @pakrym-oai
#13276 start of hooks engine @eternal-openai

💡 深度点评

作为 Codex Rust 版本的又一次快速迭代，v0.114.0 在工程化体验和底层架构上做了多项关键调整。以下是针对该版本的深度分析：

🔧 Openclaw 更新日报 2026-03-16

Mon, 16 Mar 2026 10:00:00 +0800

🔧 Openclaw 更新 2026.3.13

发布日期: 2026-03-16
📋 版本维护

Changes

Android/chat settings: redesign the chat settings sheet with grouped device and media sections, refresh the Connect and Voice tabs, and tighten the chat composer/session header for a denser mobile layout. (#44894) Thanks @obviyus.
iOS/onboarding: add a first-run welcome pager before gateway setup, stop auto-opening the QR scanner, and show /pair qr instructions on the connect step. (#45054) Thanks @ngutman.
Browser/existing-session: add an official Chrome DevTools MCP attach mode for signed-in live Chrome sessions, with docs for chrome://inspect/#remote-debugging enablement and direct backlinks to Chrome’s own setup guides.
Browser/agents: add built-in profile="user" for the logged-in host browser and profile="chrome-relay" for the extension relay, so agent browser calls can prefer the real signed-in browser without the extra browserSession selector.
Browser/act automation: add batched actions, selector targeting, and delayed clicks for browser act requests with normalized batch dispatch. Thanks @vincentkoc.
Docker/timezone override: add OPENCLAW_TZ so docker-setup.sh can pin gateway and CLI containers to a chosen IANA timezone instead of inheriting the daemon default. (#34119) Thanks @Lanfei.
Dependencies/pi: bump @mariozechner/pi-agent-core, @mariozechner/pi-ai, @mariozechner/pi-coding-agent, and @mariozechner/pi-tui to 0.58.0.
Cron/sessions: add sessionTarget: "current" and session:<id> support so cron jobs can bind to the creating session or a persistent named session instead of only main or isolated. Thanks @kkhomej33-netizen and @ImLukeF.
Telegram/message send: add --force-document so Telegram image and GIF sends can upload as documents without compression. (#45111) Thanks @thepagent.

Breaking

BREAKING: Agents now load at most one root memory bootstrap file. MEMORY.md wins; memory.md is only used when MEMORY.md is absent. If you intentionally kept both files and depended on both being injected, merge them before upgrade. This also fixes duplicate memory injection on case-insensitive Docker mounts. (#26054) Thanks @Lanfei.

Fixes

Dashboard/chat UI: stop reloading full chat history on every live tool result in dashboard v2 so tool-heavy runs no longer trigger UI freeze/re-render storms while the final event still refreshes persisted history. (#45541) Thanks @BunsDev.
Gateway/client requests: reject unanswered gateway RPC calls after a bounded timeout and clear their pending state, so stalled connections no longer leak hanging GatewayClient.request() promises indefinitely.
Build/plugin-sdk bundling: bundle plugin-sdk subpath entries in one shared build pass so published packages stop duplicating shared chunks and avoid the recent plugin-sdk memory blow-up. (#45426) Thanks @TarasShyn.
Ollama/reasoning visibility: stop promoting native thinking and reasoning fields into final assistant text so local reasoning models no longer leak internal thoughts in normal replies. (#45330) Thanks @xi7ang.
Android/onboarding QR scan: switch setup QR scanning to Google Code Scanner so onboarding uses a more reliable scanner instead of the legacy embedded ZXing flow. (#45021) Thanks @obviyus.
Browser/existing-session: harden driver validation and session lifecycle so transport errors trigger reconnects while tool-level errors preserve the session, and extract shared ARIA role sets to deduplicate Playwright and Chrome MCP snapshot paths. (#45682) Thanks @odysseus0.
Browser/existing-session: accept text-only list_pages and new_page responses from Chrome DevTools MCP so live-session tab discovery and new-tab open flows keep working when the server omits structured page metadata.
Control UI/insecure auth: preserve explicit shared token and password auth on plain-HTTP Control UI connects so LAN and reverse-proxy sessions no longer drop shared auth before the first WebSocket handshake. (#45088) Thanks @velvet-shark.
Gateway/session reset: preserve lastAccountId and lastThreadId across gateway session resets so replies keep routing back to the same account and thread after /reset. (#44773) Thanks @Lanfei.
macOS/onboarding: avoid self-restarting freshly bootstrapped launchd gateways and give new daemon installs longer to become healthy, so openclaw onboard --install-daemon no longer false-fails on slower Macs and fresh VM snapshots.
Gateway/status: add openclaw gateway status --require-rpc and clearer Linux non-interactive daemon-install failure reporting so automation can fail hard on probe misses instead of treating a printed RPC error as green.
macOS/exec approvals: respect per-agent exec approval settings in the gateway prompter, including allowlist fallback when the native prompt cannot be shown, so gateway-triggered system.run requests follow configured policy instead of always prompting or denying unexpectedly. (#13707) Thanks @sliekens.

💡 深度点评

核心亮点

浏览器原生会话挂载（Chrome DevTools MCP）：新增官方 Chrome DevTools MCP 挂载模式，支持通过 chrome://inspect 直接接入已登录的实时 Chrome 会话。配合内置的 profile="user" 属性，Agent 现在可以直接在用户的主浏览器环境内执行任务，无需额外的 browserSession 选择器，极大简化了复杂 Web 任务的上下文继承。
浏览器自动化指令集增强：针对 browser/act 引入了批量操作（batched actions）、选择器定位优化以及延迟点击功能。通过标准化的批处理调度，Agent 在处理动态 Web 页面时的响应速度和动作准确度有了显著提升。
Cron 任务会话绑定：sessionTarget 现在支持 current 或特定 session:<id>。这意味着定时任务不再局限于孤立环境或主会话，而是可以灵活绑定到当前活跃会话或持久化的命名会话中，实现了自动化流与人工交互流的深度协同。

值得注意的修复

Dashboard 渲染性能优化：修复了在执行工具密集型（tool-heavy）任务时，UI 频繁重载全量历史记录导致的重绘风暴和界面冻结问题。现在只有最终状态会触发持久化历史刷新，大幅提升了长链条任务的交互流畅度。
本地推理模型「思维泄露」修复：针对 Ollama 等具备思考能力的模型，优化了 thinking 和 reasoning 字段的处理逻辑，防止内部推理过程泄露到最终的助理回复正文中，保证了输出结果的纯净性。
多平台安全审批加固：针对 macOS 和 Windows 的 exec 审批逻辑进行了深度重构，能够识别并拆解 pnpm、PowerShell 以及 env 包装器下的真实可执行路径。同时，MEMORY.md 权重的明确化解决了 Docker 挂载时大小写不敏感带来的内存注入重复问题。

个人评价

openclaw 2026.3.13 是一个典型的「工程化落地」版本，核心价值在于消弭了 Agent 与用户真实工作环境（如已登录浏览器、活跃会话）之间的鸿沟。通过对浏览器自动化指令的批量化改版和 Dashboard 渲染瓶颈的修复，开发者能够明显感受到在大规模工具调用场景下的稳定性提升。整体演进方向正从「对话式助理」快速向「深度嵌入工作流的系统级插件」转变。

🤖 Claude Code 更新日报 2026-03-16

Mon, 16 Mar 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.76

发布日期: 2026-03-16
📋 版本维护

✨ 新增功能

Added MCP elicitation support — MCP servers can now request structured input mid-task via an interactive dialog (form fields or browser URL)
Added new Elicitation and ElicitationResult hooks to intercept and override responses before they’re sent back
Added -n / --name <name> CLI flag to set a display name for the session at startup
Added worktree.sparsePaths setting for claude --worktree in large monorepos to check out only the directories you need via git sparse-checkout
Added PostCompact hook that fires after compaction completes
Added /effort slash command to set model effort level
Added session quality survey — enterprise admins can configure the sample rate via the feedbackSurveyRate setting

🐛 重要修复

Fixed deferred tools (loaded via ToolSearch) losing their input schemas after conversation compaction, causing array and number parameters to be rejected with type errors
Fixed slash commands showing “Unknown skill”
Fixed plan mode asking for re-approval after the plan was already accepted
Fixed voice mode swallowing keypresses while a permission dialog or plan editor was open
Fixed /voice not working on Windows when installed via npm
Fixed spurious “Context limit reached” when invoking a skill with model: frontmatter on a 1M-context session
Fixed “adaptive thinking is not supported on this model” error when using non-standard model strings
Fixed Bash(cmd:*) permission rules not matching when a quoted argument contains #
Fixed “don’t ask again” in the Bash permission dialog showing the full raw command for pipes and compound commands
Fixed auto-compaction retrying indefinitely after consecutive failures — a circuit breaker now stops after 3 attempts

⚡ 优化改进

Improved --worktree startup performance by reading git refs directly and skipping redundant git fetch when the remote branch is already available locally
Improved background agent behavior — killing a background agent now preserves its partial results in the conversation context
Improved model fallback notifications — now always visible instead of hidden behind verbose mode, with human-friendly model names
Improved blockquote readability on dark terminal themes — text is now italic with a left bar instead of dim
Improved stale worktree cleanup — worktrees left behind after an interrupted parallel run are now automatically cleaned up
Improved Remote Control session titles — now derived from your first prompt instead of showing “Interactive session”
Improved /voice to show your dictation language on enable and warn when your language setting isn’t supported for voice input
Updated --plugin-dir to only accept one path to support subcommands — use repeated --plugin-dir for multiple directories
[VSCode] Fixed gitignore patterns containing commas silently excluding entire filetypes from the @-mention file picker

💡 深度点评

大家好，我是技术博主。今天我们来深度梳理一下 Claude Code v2.1.76 的最新更新。

🔧 Codex 更新日报 2026-03-15

Sun, 15 Mar 2026 10:00:00 +0800

🔧 Codex 更新 rust-v0.114.0

发布日期: 2026-03-15
📋 版本维护

New Features

Added an experimental code mode for more isolated coding workflows. (#13418)
Added an experimental hooks engine with SessionStart and Stop hook events. (#13276)
WebSocket app-server deployments now expose GET /readyz and GET /healthz on the same listener for easier health checks. (#13782)
Added a config switch to disable bundled system skills entirely. (#13792)
Handoffs now carry realtime transcript context, which improves continuity when work is transferred between turns. (#14132)
Improved the $ mention picker by clearly labeling Skills, Apps, and Plugins, and by surfacing plugins first. (#14147, #14163)

Bug Fixes

Fixed a Linux tmux crash caused by concurrent user-shell lookups. (#13900)
Fixed apps being enabled in unsupported sessions by tightening the enablement check. (#14011)
Fixed reopened threads getting stuck as in-progress after quitting mid-run and then resuming later. (#14125)
Fixed permission handling so legacy workspace-write behavior is preserved and newer permission profiles degrade more safely on older builds. (#13957, #14107)
Fixed approval flows so granted permissions persist across turns, work with reject-style configs, and are honored by apply_patch. (#14009, #14055, #14118, #14165)

Chores

Laid the groundwork for the Python SDK’s generated v2 schema types and pinned platform-specific runtime binaries. (#13953)

Changelog

#14009 feat(core) Persist request_permission data across turns @dylan-hurd-oai
#14136 fix(core): use dedicated types for responsesapi web search tool config @owenlin0
#13782 codex-rs/app-server: add health endpoints for –listen websocket server @maxj-oai
#14055 fix(core) RequestPermissions + ApplyPatch @dylan-hurd-oai
#14118 feat(approvals) RejectConfig for request_permissions @dylan-hurd-oai
#13957 fix(protocol): preserve legacy workspace-write semantics @viyatb-oai
#14107 fix: keep permissions profiles forward compatible @viyatb-oai
#14147 make dollar-mention always clarify item category (skill, app, plugin) @sayan-oai
#14152 Refactor tool output into trait implementations @pakrym-oai
#14163 sort plugins first in menu @sayan-oai
#13418 Add code_mode experimental feature @pakrym-oai
#13276 start of hooks engine @eternal-openai

💡 深度点评

核心亮点

实验性 Hooks 引擎与 Code Mode 落地：版本引入了 SessionStart 和 Stop 钩子事件，允许开发者在会话生命周期内注入自定义逻辑。配合新增的实验性 Code Mode，Codex 正在尝试提供更纯净、隔离的编码专用工作流，这对于追求高确定性输出的任务至关重要。
会话移交（Handoff）上下文连贯性优化：现在的任务移交能够携带实时转录（Realtime Transcript）上下文。这一改进解决了多轮对话或复杂任务切换时的“断层”感，确保后继步骤能精准继承前序状态，减少了重复指令的输入。
工具发现机制与交互优化：$ 提及菜单（Mention Picker）进行了重构，通过明确标注 Skill、App 和 Plugin 分类，并优先置顶插件，显著提升了开发者在复杂环境下的工具调用效率。此外，允许完全禁用系统内置技能，为构建高度定制化的垂直领域 Agent 提供了可能。

值得注意的修复

权限持久化与审批流修复：修复了权限请求无法跨回合持久化的问题，并确保 apply_patch 等关键操作能正确遵循权限配置（如拒绝逻辑），解决了长会话中频繁授权的体验痛点。
会话恢复状态同步：解决了线程在中断并重新打开后可能卡死在“进行中”状态的 Bug，提升了在不稳定网络或手动中断场景下的任务恢复可靠性。
Linux 环境稳定性：修复了 Linux 下 tmux 因并发用户 Shell 查询导致的崩溃（Segfault），增强了该工具在重度终端用户环境中的健壮性。

个人评价

Codex Rust-v0.114.0 是一个更偏向“生产力基建”的迭代版本。Hooks 引擎的加入标志着它正从一个被动工具向可编程的任务引擎演进。重点优化权限处理和移交上下文，显示出开发团队正在深挖长任务、复杂流场景下的用户痛点。整体价值取向非常清晰：在保持交互灵活性的同时，通过底层重构提供更严谨的权限控制和更稳定的执行环境。

🔧 Openclaw 更新日报 2026-03-15

Sun, 15 Mar 2026 10:00:00 +0800

🔧 Openclaw 更新 2026.3.13

发布日期: 2026-03-15
⚠️ 新版本发布

Changes

Android/chat settings: redesign the chat settings sheet with grouped device and media sections, refresh the Connect and Voice tabs, and tighten the chat composer/session header for a denser mobile layout. (#44894) Thanks @obviyus.
iOS/onboarding: add a first-run welcome pager before gateway setup, stop auto-opening the QR scanner, and show /pair qr instructions on the connect step. (#45054) Thanks @ngutman.
Browser/existing-session: add an official Chrome DevTools MCP attach mode for signed-in live Chrome sessions, with docs for chrome://inspect/#remote-debugging enablement and direct backlinks to Chrome’s own setup guides.
Browser/agents: add built-in profile="user" for the logged-in host browser and profile="chrome-relay" for the extension relay, so agent browser calls can prefer the real signed-in browser without the extra browserSession selector.
Browser/act automation: add batched actions, selector targeting, and delayed clicks for browser act requests with normalized batch dispatch. Thanks @vincentkoc.
Docker/timezone override: add OPENCLAW_TZ so docker-setup.sh can pin gateway and CLI containers to a chosen IANA timezone instead of inheriting the daemon default. (#34119) Thanks @Lanfei.
Dependencies/pi: bump @mariozechner/pi-agent-core, @mariozechner/pi-ai, @mariozechner/pi-coding-agent, and @mariozechner/pi-tui to 0.58.0.
Cron/sessions: add sessionTarget: "current" and session:<id> support so cron jobs can bind to the creating session or a persistent named session instead of only main or isolated. Thanks @kkhomej33-netizen and @ImLukeF.
Telegram/message send: add --force-document so Telegram image and GIF sends can upload as documents without compression. (#45111) Thanks @thepagent.

Breaking

BREAKING: Agents now load at most one root memory bootstrap file. MEMORY.md wins; memory.md is only used when MEMORY.md is absent. If you intentionally kept both files and depended on both being injected, merge them before upgrade. This also fixes duplicate memory injection on case-insensitive Docker mounts. (#26054) Thanks @Lanfei.

Fixes

Dashboard/chat UI: stop reloading full chat history on every live tool result in dashboard v2 so tool-heavy runs no longer trigger UI freeze/re-render storms while the final event still refreshes persisted history. (#45541) Thanks @BunsDev.
Gateway/client requests: reject unanswered gateway RPC calls after a bounded timeout and clear their pending state, so stalled connections no longer leak hanging GatewayClient.request() promises indefinitely.
Build/plugin-sdk bundling: bundle plugin-sdk subpath entries in one shared build pass so published packages stop duplicating shared chunks and avoid the recent plugin-sdk memory blow-up. (#45426) Thanks @TarasShyn.
Ollama/reasoning visibility: stop promoting native thinking and reasoning fields into final assistant text so local reasoning models no longer leak internal thoughts in normal replies. (#45330) Thanks @xi7ang.
Android/onboarding QR scan: switch setup QR scanning to Google Code Scanner so onboarding uses a more reliable scanner instead of the legacy embedded ZXing flow. (#45021) Thanks @obviyus.
Browser/existing-session: harden driver validation and session lifecycle so transport errors trigger reconnects while tool-level errors preserve the session, and extract shared ARIA role sets to deduplicate Playwright and Chrome MCP snapshot paths. (#45682) Thanks @odysseus0.
Browser/existing-session: accept text-only list_pages and new_page responses from Chrome DevTools MCP so live-session tab discovery and new-tab open flows keep working when the server omits structured page metadata.
Control UI/insecure auth: preserve explicit shared token and password auth on plain-HTTP Control UI connects so LAN and reverse-proxy sessions no longer drop shared auth before the first WebSocket handshake. (#45088) Thanks @velvet-shark.
Gateway/session reset: preserve lastAccountId and lastThreadId across gateway session resets so replies keep routing back to the same account and thread after /reset. (#44773) Thanks @Lanfei.
macOS/onboarding: avoid self-restarting freshly bootstrapped launchd gateways and give new daemon installs longer to become healthy, so openclaw onboard --install-daemon no longer false-fails on slower Macs and fresh VM snapshots.
Gateway/status: add openclaw gateway status --require-rpc and clearer Linux non-interactive daemon-install failure reporting so automation can fail hard on probe misses instead of treating a printed RPC error as green.
macOS/exec approvals: respect per-agent exec approval settings in the gateway prompter, including allowlist fallback when the native prompt cannot be shown, so gateway-triggered system.run requests follow configured policy instead of always prompting or denying unexpectedly. (#13707) Thanks @sliekens.

💡 深度点评

这份关于 openclaw 2026.3.13 的更新说明显示，该版本在浏览器深度集成、自动化任务调度以及系统安全审计方面迈出了实质性的一步。以下是本次更新的深度点评：

🤖 Claude Code 更新日报 2026-03-15

Sun, 15 Mar 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.76

发布日期: 2026-03-15
📋 版本维护

✨ 新增功能

Added MCP elicitation support — MCP servers can now request structured input mid-task via an interactive dialog (form fields or browser URL)
Added new Elicitation and ElicitationResult hooks to intercept and override responses before they’re sent back
Added -n / --name <name> CLI flag to set a display name for the session at startup
Added worktree.sparsePaths setting for claude --worktree in large monorepos to check out only the directories you need via git sparse-checkout
Added PostCompact hook that fires after compaction completes
Added /effort slash command to set model effort level
Added session quality survey — enterprise admins can configure the sample rate via the feedbackSurveyRate setting

🐛 重要修复

Fixed deferred tools (loaded via ToolSearch) losing their input schemas after conversation compaction, causing array and number parameters to be rejected with type errors
Fixed slash commands showing “Unknown skill”
Fixed plan mode asking for re-approval after the plan was already accepted
Fixed voice mode swallowing keypresses while a permission dialog or plan editor was open
Fixed /voice not working on Windows when installed via npm
Fixed spurious “Context limit reached” when invoking a skill with model: frontmatter on a 1M-context session
Fixed “adaptive thinking is not supported on this model” error when using non-standard model strings
Fixed Bash(cmd:*) permission rules not matching when a quoted argument contains #
Fixed “don’t ask again” in the Bash permission dialog showing the full raw command for pipes and compound commands
Fixed auto-compaction retrying indefinitely after consecutive failures — a circuit breaker now stops after 3 attempts

⚡ 优化改进

Improved --worktree startup performance by reading git refs directly and skipping redundant git fetch when the remote branch is already available locally
Improved background agent behavior — killing a background agent now preserves its partial results in the conversation context
Improved model fallback notifications — now always visible instead of hidden behind verbose mode, with human-friendly model names
Improved blockquote readability on dark terminal themes — text is now italic with a left bar instead of dim
Improved stale worktree cleanup — worktrees left behind after an interrupted parallel run are now automatically cleaned up
Improved Remote Control session titles — now derived from your first prompt instead of showing “Interactive session”
Improved /voice to show your dictation language on enable and warn when your language setting isn’t supported for voice input
Updated --plugin-dir to only accept one path to support subcommands — use repeated --plugin-dir for multiple directories
[VSCode] Fixed gitignore patterns containing commas silently excluding entire filetypes from the @-mention file picker

💡 深度点评

核心亮点

MCP Elicitation 支持：MCP 服务端现在可以在任务执行过程中通过交互式对话框（表单或浏览器 URL）主动请求结构化输入。配合新增的 Elicitation 钩子，这为复杂工具链的「人机协作」提供了更标准化的干预机制。
Monorepo 性能优化：引入 worktree.sparsePaths 配置，支持通过 git sparse-checkout 仅检出必要的目录。配合 --worktree 启动性能的改进，大幅降低了在大型超大规模仓库（Monorepo）中使用时的资源开销和等待时间。
精细化控制增强：新增 /effort 命令允许用户手动设定模型的工作强度（Effort Level），同时支持通过 -n 参数为 Session 命名。这些改动提升了开发者在处理不同复杂度任务时的掌控力。

值得注意的修复

长对话稳定性修复：解决了延迟加载工具（ToolSearch）在上下文压缩（Compaction）后丢失输入 Schema 的问题，避免了长 Session 中频繁出现的参数类型错误。
远程控制与连接优化：修复了 Remote Control 模式下 Session 意外挂起、消息积压以及 WebSocket 断连后无法恢复等稳定性缺陷，显著提升了远程协作场景的可靠性。

个人评价

Claude Code v2.1.76 是一个聚焦于「生产环境可靠性」与「大规模工程适配」的迭代版本。通过引入 sparse-checkout 和完善上下文压缩机制，它进一步解决了在复杂工程场景下的性能瓶颈与长效对话的逻辑断层。此外，MCP 交互能力的增强意味着它正从单纯的指令执行器向更智能的协同平台演进。对于重度依赖远程环境或处于大型单体仓库的企业级开发者而言，这一版本的稳定性改进极具实战价值。

AI 编程工作流增强框架三强对比：ECC、BMAD 还是 Superpowers？

Sun, 15 Mar 2026 00:00:00 +0000

everything-claude-code（ECC）、BMAD-METHOD 和 Superpowers 代表了 AI 编程工具增强的三种不同路径：ECC 是工具链性能层，旨在压榨 Agent 的执行上限；BMAD 是项目管理方法论，将敏捷开发引入 AI 时代；Superpowers 是最小化工作流约束系统，通过强制 TDD 纪律减少随意性。三者解决的问题维度不同，不存在绝对优劣。

三条路，三种答案

当前 AI 编程工具的扩展正处于爆炸期，开发者们不仅在追求更强的模型，更在思考如何通过 skills、agents、hooks 和 workflows 构建更高质量的工程闭环。在这场竞赛中，三个开源项目各代表了不同的演进方向。

ECC (everything-claude-code)：Anthropic Hackathon 获奖项目，76k stars。它通过一套极其复杂的工程化配置，解决了 AI Agent 在长上下文管理、Token 效率和跨 session 记忆方面的痛点。
BMAD-METHOD：40.7k stars，专注于敏捷 AI 开发的方法论。它不只是工具增强，而是一套完整的项目生命周期管理框架，包含从需求分析到部署的标准化流程。
Superpowers：由 Jesse (obra) 发起，已上架官方 Claude 插件市场。主张"流程即法律"，通过自动触发的 Skills 强制执行 TDD 和 Git 工作流。

本文不是评选"冠军"，而是通过系统视角剖析它们的设计哲学，帮助工程师根据自己的项目规模和协作习惯建立选择框架。

三个项目的系统定位

这三个框架在 AI 编程的生态栈中处于不同的层次。

ECC：工具链性能优化层。 它不关心你写的是什么业务，它关心的是"如何让 AI 执行得更稳"。通过内置的 instincts、memory hooks 和 security scan，它为 Claude Code 或 Codex 等 Harness 提供了一个高性能的运行环境。核心价值在于 Token 优化和记忆持久化，解决"Agent 越用越笨"的问题。

kube-explorer：轻量级 Kubernetes Dashboard 替代方案

Sat, 14 Mar 2026 12:00:00 +0800

官方 Kubernetes Dashboard 在新版本 K8s 上存在兼容性问题，kube-explorer 是一个轻量、无依赖的替代方案，支持本地运行和集群部署。

🤖 Claude Code 更新日报 2026-03-14

Sat, 14 Mar 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.75

发布日期: 2026-03-14 ⚠️ 重大更新

✨ 新增功能

Added 1M context window for Opus 4.6 by default for Max, Team, and Enterprise plans (previously required extra usage)
Added /color command for all users to set a prompt-bar color for your session
Added session name display on the prompt bar when using /rename
Added last-modified timestamps to memory files, helping Claude reason about which memories are fresh vs. stale
Added hook source display (settings/plugin/skill) in permission prompts when a hook requires confirmation
Added actionable suggestions to /context command — identifies context-heavy tools, memory bloat, and capacity warnings with specific optimization tips
Added autoMemoryDirectory setting to configure a custom directory for auto-memory storage
Added modelOverrides setting to map model picker entries to custom provider model IDs (e.g. Bedrock inference profile ARNs)

🐛 重要修复

Fixed voice mode not activating correctly on fresh installs without toggling /voice twice
Fixed the Claude Code header not updating the displayed model name after switching models with /model or Option+P
Fixed session crash when an attachment message computation returns undefined values
Fixed Bash tool mangling ! in piped commands (e.g., jq 'select(.x != .y)' now works correctly)
Fixed managed-disabled plugins showing up in the /plugin Installed tab — plugins force-disabled by your organization are now hidden
Fixed token estimation over-counting for thinking and tool_use blocks, preventing premature context compaction
Fixed corrupted marketplace config path handling
Fixed /resume losing session names after resuming a forked or continued session

⚡ 优化改进

Improved startup performance on macOS non-MDM machines by skipping unnecessary subprocess spawns
[VSCode] Fixed delete button not working for Untitled sessions
[VSCode] Improved scroll wheel responsiveness in the integrated terminal with terminal-aware acceleration
Improved Up arrow after interrupting Claude — now restores the interrupted prompt and rewinds the conversation in one step
Improved IDE detection speed at startup
Improved clipboard image pasting performance on macOS
Improved /effort to work while Claude is responding, matching /model behavior
Improved voice mode to automatically retry transient connection failures during rapid push-to-talk re-press

💡 深度点评

🎯 核心亮点

1. 定时调度工具 — 新增 cron 调度能力，支持在会话内设置周期性任务。

🤖 Claude Code 更新日报 2026-03-13

Fri, 13 Mar 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.74

发布日期: 2026-03-13 ⚠️ 重大更新

✨ 新增功能

Added actionable suggestions to /context command — identifies context-heavy tools, memory bloat, and capacity warnings with specific optimization tips
Added autoMemoryDirectory setting to configure a custom directory for auto-memory storage
Added modelOverrides setting to map model picker entries to custom provider model IDs (e.g. Bedrock inference profile ARNs)
Added actionable guidance when OAuth login or connectivity checks fail due to SSL certificate errors (corporate proxies, NODE_EXTRA_CA_CERTS)
Added w key in /copy to write the focused selection directly to a file, bypassing the clipboard (useful over SSH)
Added optional description argument to /plan (e.g., /plan fix the auth bug) that enters plan mode and immediately starts
Added ExitWorktree tool to leave an EnterWorktree session
Added CLAUDE_CODE_DISABLE_CRON environment variable to immediately stop scheduled cron jobs mid-session

🐛 重要修复

Fixed memory leak where streaming API response buffers were not released when the generator was terminated early, causing unbounded RSS growth on the Node.js/npm code path
Fixed managed policy ask rules being bypassed by user allow rules or skill allowed-tools
Fixed full model IDs (e.g., claude-opus-4-5) being silently ignored in agent frontmatter model: field and --agents JSON config — agents now accept the same model values as --model
Fixed MCP OAuth authentication hanging when the callback port is already in use
Fixed MCP OAuth refresh never prompting for re-auth after the refresh token expires, for OAuth servers that return errors with HTTP 200 (e.g. Slack)
Fixed voice mode silently failing on the macOS native binary for users whose terminal had never been granted microphone permission — the binary now includes the audio-input entitlement so macOS prompts correctly
Fixed SessionEnd hooks being killed after 1.5 s on exit regardless of hook.timeout — now configurable via CLAUDE_CODE_SESSIONEND_HOOKS_TIMEOUT_MS
Fixed /plugin install failing inside the REPL for marketplace plugins with local sources

⚡ 优化改进

[VSCode] Fixed delete button not working for Untitled sessions
[VSCode] Improved scroll wheel responsiveness in the integrated terminal with terminal-aware acceleration
Improved Up arrow after interrupting Claude — now restores the interrupted prompt and rewinds the conversation in one step
Improved IDE detection speed at startup
Improved clipboard image pasting performance on macOS
Improved /effort to work while Claude is responding, matching /model behavior
Improved voice mode to automatically retry transient connection failures during rapid push-to-talk re-press
Improved the Remote Control spawn mode selection prompt with better context

💡 深度点评

🎯 核心亮点

1. 定时调度工具 — 新增 cron 调度能力，支持在会话内设置周期性任务。

🤖 Claude Code 更新日报 2026-03-12

Thu, 12 Mar 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.73

发布日期: 2026-03-12 ⚠️ 重大更新

✨ 新增功能

Added modelOverrides setting to map model picker entries to custom provider model IDs (e.g. Bedrock inference profile ARNs)
Added actionable guidance when OAuth login or connectivity checks fail due to SSL certificate errors (corporate proxies, NODE_EXTRA_CA_CERTS)
Added w key in /copy to write the focused selection directly to a file, bypassing the clipboard (useful over SSH)
Added optional description argument to /plan (e.g., /plan fix the auth bug) that enters plan mode and immediately starts
Added ExitWorktree tool to leave an EnterWorktree session
Added CLAUDE_CODE_DISABLE_CRON environment variable to immediately stop scheduled cron jobs mid-session
Added lsof, pgrep, tput, ss, fd, and fdfind to the bash auto-approval allowlist, reducing permission prompts for common read-only operations
Added support for marketplace git URLs without .git suffix (Azure DevOps, AWS CodeCommit)

🐛 重要修复

Fixed freezes and 100% CPU loops triggered by permission prompts for complex bash commands
Fixed a deadlock that could freeze Claude Code when many skill files changed at once (e.g. during git pull in a repo with a large .claude/skills/ directory)
Fixed Bash tool output being lost when running multiple Claude Code sessions in the same project directory
Fixed subagents with model: opus/sonnet/haiku being silently downgraded to older model versions on Bedrock, Vertex, and Microsoft Foundry
Fixed background bash processes spawned by subagents not being cleaned up when the agent exits
Fixed /resume showing the current session in the picker
Fixed /ide crashing with onInstall is not defined when auto-installing the extension
Fixed /loop not being available on Bedrock/Vertex/Foundry and when telemetry was disabled

⚡ 优化改进

Improved Up arrow after interrupting Claude — now restores the interrupted prompt and rewinds the conversation in one step
Improved IDE detection speed at startup
Improved clipboard image pasting performance on macOS
Improved /effort to work while Claude is responding, matching /model behavior
Improved voice mode to automatically retry transient connection failures during rapid push-to-talk re-press
Improved the Remote Control spawn mode selection prompt with better context
Improved /config — Escape now cancels changes, Enter saves and closes, Space toggles settings
Improved up-arrow history to show current session’s messages first when running multiple concurrent sessions

💡 深度点评

🎯 核心亮点

1. 定时调度工具 — 新增 cron 调度能力，支持在会话内设置周期性任务。

让 AI 在你睡觉时做研究：autoresearch 的设计哲学

Wed, 11 Mar 2026 14:13:00 +0800

Karpathy 的 autoresearch 仓库表面是 ML 实验自动化工具，实质是一个关于如何设计真正自主 Agent 系统的完整示范。本文从三文件架构、固定预算设计、实验数据和系统宪法四个角度拆解它的设计哲学。

Arthas MCP 接远端 K8s：真正的挑战是链路，不是配置

Wed, 11 Mar 2026 10:00:00 +0800

在远端 K8s 环境下接入 Arthas MCP，核心问题不是 MCP 参数配置，而是如何设计一条安全、可复用的连接链路，把复杂度留在连接层，让 Agent 只看到稳定的本地地址。

🤖 Claude Code 更新日报 2026-03-11

Wed, 11 Mar 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.72

发布日期: 2026-03-11 ⚠️ 重大更新

✨ 新增功能

Added w key in /copy to write the focused selection directly to a file, bypassing the clipboard (useful over SSH)
Added optional description argument to /plan (e.g., /plan fix the auth bug) that enters plan mode and immediately starts
Added ExitWorktree tool to leave an EnterWorktree session
Added CLAUDE_CODE_DISABLE_CRON environment variable to immediately stop scheduled cron jobs mid-session
Added lsof, pgrep, tput, ss, fd, and fdfind to the bash auto-approval allowlist, reducing permission prompts for common read-only operations
Added support for marketplace git URLs without .git suffix (Azure DevOps, AWS CodeCommit)
Added /loop command to run a prompt or slash command on a recurring interval (e.g. /loop 5m check the deploy)
Added cron scheduling tools for recurring prompts within a session

🐛 重要修复

Fixed tool search to activate even with ANTHROPIC_BASE_URL as long as ENABLE_TOOL_SEARCH is set.
Fixed slow exits when background tasks or hooks were slow to respond
Fixed agent task progress stuck on “Initializing…”
Fixed skill hooks firing twice per event when a hooks-enabled skill is invoked by the model
Fixed several voice mode issues: occasional input lag, false “No speech detected” errors after releasing push-to-talk, and stale transcripts re-filling the prompt after submission
Fixed --continue not resuming from the most recent point after --compact
Fixed bash security parsing edge cases
Fixed several plugin issues: installation failing on Windows with EEXIST error in OneDrive folders, marketplace blocking user-scope installs when a project-scope install exists, CLAUDE_CODE_PLUGIN_CACHE_DIR creating literal ~ directories, and plugin.json with marketplace-only fields failing to load

⚡ 优化改进

Improved /config — Escape now cancels changes, Enter saves and closes, Space toggles settings
Improved up-arrow history to show current session’s messages first when running multiple concurrent sessions
Improved voice input transcription accuracy for repo names and common dev terms (regex, OAuth, JSON)
Improved bash command parsing by switching to a native module — faster initialization and no memory leak
Improved marketplace clone failure messages to show diagnostic info even when git produces no stderr
Improved CPU utilization in long sessions
Improved startup time by deferring native image processor loading to first use
Improved bridge session reconnection to complete within seconds after laptop wake from sleep, instead of waiting up to 10 minutes

💡 深度点评

🎯 核心亮点

1. 定时调度工具 — 新增 cron 调度能力，支持在会话内设置周期性任务。

一键打通本地 Agent 到远端 K8s Arthas MCP：脚本化接入实战

Tue, 10 Mar 2026 14:12:00 +0800

上一篇讲清楚了为什么要用 SSH + kubectl port-forward 把远端 Arthas MCP 安全带到本地。这一篇继续往前走：把它做成一键脚本，讲清楚参数设计、执行流程、典型命令、常见故障和压测中的使用姿势。

Arthas MCP + 远端 K8s 实战：让本地 Agent 在压测时直接分析 Java 服务

Tue, 10 Mar 2026 14:05:00 +0800

Arthas 官方推出 MCP Server 后，AI Agent 已经可以直接调用 Java 诊断能力。本文结合远端 Kubernetes 场景，系统讲清楚如何通过 SSH + kubectl port-forward 安全接入 Arthas MCP，并给出一键连接脚本与压测诊断建议。

OpenAI 开源 Symphony：它不是 AI 编程助手，而是任务编排器

Tue, 10 Mar 2026 13:20:00 +0800

OpenAI 开源 Symphony 后，AI 编程工具开始从对话式辅助走向任务级自主执行。本文结合 README、SPEC.md 和 Elixir 参考实现，系统拆解 Symphony 的用途、架构、执行流程、适用场景与工程价值。

🤖 Claude Code 更新日报 2026-03-10

Tue, 10 Mar 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.71

发布日期: 2026-03-10 **📋 版本维护

✨ 新增功能

Added /loop command to run a prompt or slash command on a recurring interval (e.g. /loop 5m check the deploy)
Added cron scheduling tools for recurring prompts within a session
Added voice:pushToTalk keybinding to make the voice activation key rebindable in keybindings.json (default: space) — modifier+letter combos like meta+k have zero typing interference
Added fmt, comm, cmp, numfmt, expr, test, printf, getconf, seq, tsort, and pr to the bash auto-approval allowlist
Added the /claude-api skill for building applications with the Claude API and Anthropic SDK
Added Ctrl+U on an empty bash prompt (!) to exit bash mode, matching escape and backspace
Added numeric keypad support for selecting options in Claude’s interview questions (previously only the number row above QWERTY worked)
Added optional name argument to /remote-control and claude remote-control (/remote-control My Project or --name "My Project") to set a custom session title visible in claude.ai/code

🐛 重要修复

Fixed stdin freeze in long-running sessions where keystrokes stop being processed but the process stays alive
Fixed a 5–8 second startup freeze for users with voice mode enabled, caused by CoreAudio initialization blocking the main thread after system wake
Fixed startup UI freeze when many claude.ai proxy connectors refresh an expired OAuth token simultaneously
Fixed forked conversations (/fork) sharing the same plan file, which caused plan edits in one fork to overwrite the other
Fixed the Read tool putting oversized images into context when image processing failed, breaking subsequent turns in long image-heavy sessions
Fixed false-positive permission prompts for compound bash commands containing heredoc commit messages
Fixed plugin installations being lost when running multiple Claude Code instances
Fixed claude.ai connectors failing to reconnect after OAuth token refresh

⚡ 优化改进

Improved startup time by deferring native image processor loading to first use
Improved bridge session reconnection to complete within seconds after laptop wake from sleep, instead of waiting up to 10 minutes
Improved /plugin uninstall to disable project-scoped plugins in .claude/settings.local.json instead of modifying .claude/settings.json, so changes don’t affect teammates
Improved plugin-provided MCP server deduplication — servers that duplicate a manually-configured server (same command/URL) are now skipped, preventing duplicate connections and tool sets. Suppressions are shown in the /plugin menu.
Updated /debug to toggle debug logging on mid-session, since debug logs are no longer written by default
Removed startup notification noise for unauthenticated org-registered claude.ai connectors
Improved error message when microphone captures silence to distinguish from “no speech detected”
Improved compaction to preserve images in the summarizer request, allowing prompt cache reuse for faster and cheaper compaction

💡 深度点评

🎯 核心亮点

1. 定时调度工具 — 新增 cron 调度能力，支持在会话内设置周期性任务。

🤖 Claude Code 更新日报 2026-03-09

Mon, 09 Mar 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.71

发布日期: 2026-03-09 **📋 版本维护

✨ 新增功能

Added /loop command to run a prompt or slash command on a recurring interval (e.g. /loop 5m check the deploy)
Added cron scheduling tools for recurring prompts within a session
Added voice:pushToTalk keybinding to make the voice activation key rebindable in keybindings.json (default: space) — modifier+letter combos like meta+k have zero typing interference
Added fmt, comm, cmp, numfmt, expr, test, printf, getconf, seq, tsort, and pr to the bash auto-approval allowlist
Added the /claude-api skill for building applications with the Claude API and Anthropic SDK
Added Ctrl+U on an empty bash prompt (!) to exit bash mode, matching escape and backspace
Added numeric keypad support for selecting options in Claude’s interview questions (previously only the number row above QWERTY worked)
Added optional name argument to /remote-control and claude remote-control (/remote-control My Project or --name "My Project") to set a custom session title visible in claude.ai/code

🐛 重要修复

Fixed stdin freeze in long-running sessions where keystrokes stop being processed but the process stays alive
Fixed a 5–8 second startup freeze for users with voice mode enabled, caused by CoreAudio initialization blocking the main thread after system wake
Fixed startup UI freeze when many claude.ai proxy connectors refresh an expired OAuth token simultaneously
Fixed forked conversations (/fork) sharing the same plan file, which caused plan edits in one fork to overwrite the other
Fixed the Read tool putting oversized images into context when image processing failed, breaking subsequent turns in long image-heavy sessions
Fixed false-positive permission prompts for compound bash commands containing heredoc commit messages
Fixed plugin installations being lost when running multiple Claude Code instances
Fixed claude.ai connectors failing to reconnect after OAuth token refresh

⚡ 优化改进

Improved startup time by deferring native image processor loading to first use
Improved bridge session reconnection to complete within seconds after laptop wake from sleep, instead of waiting up to 10 minutes
Improved /plugin uninstall to disable project-scoped plugins in .claude/settings.local.json instead of modifying .claude/settings.json, so changes don’t affect teammates
Improved plugin-provided MCP server deduplication — servers that duplicate a manually-configured server (same command/URL) are now skipped, preventing duplicate connections and tool sets. Suppressions are shown in the /plugin menu.
Updated /debug to toggle debug logging on mid-session, since debug logs are no longer written by default
Removed startup notification noise for unauthenticated org-registered claude.ai connectors
Improved error message when microphone captures silence to distinguish from “no speech detected”
Improved compaction to preserve images in the summarizer request, allowing prompt cache reuse for faster and cheaper compaction

💡 深度点评

🎯 核心亮点

1. 定时调度工具 — 新增 cron 调度能力，支持在会话内设置周期性任务。

📰 科技热点日报 2026-03-08

Sun, 08 Mar 2026 12:59:00 +0800

📰 科技热点日报 | 2026-03-08

AI 大厂动态 + Hacker News + GitHub Trending

📊 今日概览

🔥 HN 热门文章：10 篇
💻 GitHub 热门：5 个
🏢 AI 公司动态：15 条
📅 更新时间：12:59

🏢 AI 大厂动态

📈 公司更新统计

🇺🇸 Hugging Face: 5 条
🇺🇸 OpenAI: 2 条
🇺🇸 Anthropic: 2 条
🇺🇸 Meta AI: 2 条
🇨🇳 月之暗面: 2 条
🇨🇳 通义千问: 2 条

📰 最新动态

1. 🇺🇸 📝 [Hugging Face] PRX Part 3 — Training a Text-to-Image Model in 24h! 📅 Tue, 03 Ma | 🏷️ 训练 📝 ![Image 5](https://cdn-uploads.huggingface.co/production/uploads/68e529af513e724edd8… 🔗 https://huggingface.co/blog/Photoroom/prx-part3

🤖 Claude Code 更新日报 2026-03-08

Sun, 08 Mar 2026 10:00:00 +0800

🤖 Claude Code 更新 v2.1.71

发布日期: 2026-03-08

✨ 新增功能

Added /loop command to run a prompt or slash command on a recurring interval (e.g. /loop 5m check the deploy)
Added cron scheduling tools for recurring prompts within a session
Added voice:pushToTalk keybinding to make the voice activation key rebindable in keybindings.json (default: space) — modifier+letter combos like meta+k have zero typing interference
Added fmt, comm, cmp, numfmt, expr, test, printf, getconf, seq, tsort, and pr to the bash auto-approval allowlist
Added the /claude-api skill for building applications with the Claude API and Anthropic SDK
Added Ctrl+U on an empty bash prompt (!) to exit bash mode, matching escape and backspace
Added numeric keypad support for selecting options in Claude’s interview questions (previously only the number row above QWERTY worked)
Added optional name argument to /remote-control and claude remote-control (/remote-control My Project or --name "My Project") to set a custom session title visible in claude.ai/code

🐛 重要修复

Fixed stdin freeze in long-running sessions where keystrokes stop being processed but the process stays alive
Fixed a 5–8 second startup freeze for users with voice mode enabled, caused by CoreAudio initialization blocking the main thread after system wake
Fixed startup UI freeze when many claude.ai proxy connectors refresh an expired OAuth token simultaneously
Fixed forked conversations (/fork) sharing the same plan file, which caused plan edits in one fork to overwrite the other
Fixed the Read tool putting oversized images into context when image processing failed, breaking subsequent turns in long image-heavy sessions
Fixed false-positive permission prompts for compound bash commands containing heredoc commit messages
Fixed plugin installations being lost when running multiple Claude Code instances
Fixed claude.ai connectors failing to reconnect after OAuth token refresh

⚡ 优化改进

Improved startup time by deferring native image processor loading to first use
Improved bridge session reconnection to complete within seconds after laptop wake from sleep, instead of waiting up to 10 minutes
Improved /plugin uninstall to disable project-scoped plugins in .claude/settings.local.json instead of modifying .claude/settings.json, so changes don’t affect teammates
Improved plugin-provided MCP server deduplication — servers that duplicate a manually-configured server (same command/URL) are now skipped, preventing duplicate connections and tool sets. Suppressions are shown in the /plugin menu.
Updated /debug to toggle debug logging on mid-session, since debug logs are no longer written by default
Removed startup notification noise for unauthenticated org-registered claude.ai connectors
Improved error message when microphone captures silence to distinguish from “no speech detected”
Improved compaction to preserve images in the summarizer request, allowing prompt cache reuse for faster and cheaper compaction

💡 深度点评

🎯 核心亮点

1. /loop 命令 — 定时任务终于来了！ 这是本次更新最重磅的功能。现在可以在会话中设置定时执行的任务，比如 /loop 5m check the deploy 每 5 分钟检查部署状态。这对于需要持续监控的任务非常实用，再也不用手动重复输入了。

WSL2 开发深度指南 - Win10/11 深度工作流

Sat, 07 Mar 2026 17:00:00 +0800

WSL2 开发深度指南

适用于 Windows + WSL2 + Java/前端开发

IDE: IntelliJ IDEA + VSCode | AI Agent: Claude + OpenCode

1. 架构概览

1.1 推荐架构

┌─────────────────────────────────────────────────────────┐
│ Windows 11 │
│ ┌─────────────┐ ┌─────────────┐ ┌─────────────────┐ │
│ │ IntelliJ │ │ VSCode │ │ Terminal │ │
│ │ IDEA │ │ (本地) │ │ (Windows) │ │
│ └──────┬──────┘ └──────┬──────┘ └────────┬────────┘ │
│ │ │ │ │
│ └────────────────┼───────────────────┘ │
│ │ │
│ ┌───────────┴───────────┐ │
│ │ WSL2 集成层 │ │
│ │ (文件系统互通、进程桥接) │ │
│ └───────────┬───────────┘ │
│ │ │
│ ┌───────────────────────┴────────────────────────────┐ │
│ │ WSL2 虚拟机 │ │
│ │ ┌────────────┐ ┌────────────┐ ┌──────────────┐ │ │
│ │ │ Java JDK │ │ Node.js │ │ Docker │ │ │
│ │ │ Maven/Gradle│ │ pnpm/npm │ │ (Linux容器) │ │ │
│ │ └────────────┘ └────────────┘ └──────────────┘ │ │
│ │ │ │
│ │ 项目代码: /home/<user>/projects/ │ │
│ └────────────────────────────────────────────────────────┘ │
└─────────────────────────────────────────────────────────┘

1.2 核心优势

特性	传统虚拟机	WSL2
启动时间	30s+	<2s
内存占用	2GB+	按需
文件系统	共享难	原生互通
GPU 支持	复杂	简单
剪切板	麻烦	无缝

2. WSL2 基础配置

2.1 安装 WSL2

# 以管理员身份运行 PowerShell

# 安装 WSL2 (自动设置)
wsl --install

# 或手动选择发行版
wsl --install -d Ubuntu-24.04

# 验证版本
wsl -l -v

2.2 核心配置 (.wslconfig)

在 C:\Users\<你的用户名>\.wslconfig 创建配置文件：

📰 科技热点日报 | 2026-03-07

Sat, 07 Mar 2026 09:04:00 +0800

📰 科技热点日报 | 2026-03-07

AI 大厂动态 + Hacker News + GitHub Trending

📊 今日概览

🔥 HN 热门文章：10 篇
💻 GitHub 热门：5 个
🏢 AI 公司动态：20 条
📅 更新时间：09:04

🏢 AI 大厂动态

📈 公司更新统计

🇺🇸 Hugging Face: 5 条
🇺🇸 OpenAI: 2 条
🇺🇸 Anthropic: 2 条
🇺🇸 Google AI: 2 条
🇺🇸 Meta AI: 2 条
🇨🇳 月之暗面: 2 条
🇨🇳 DeepSeek: 2 条
🇨🇳 智谱 AI: 2 条
🇨🇳 通义千问: 1 条

📰 最新动态

1. 🇺🇸 📝 [Hugging Face] PRX Part 3 — Training a Text-to-Image Model in 24h! 📅 Tue, 03 Ma | 🏷️ 训练 📝 暂无摘要 🔗 https://huggingface.co/blog/Photoroom/prx-part3

Mon, 01 Jan 0001 00:00:00 +0000

📰 科技热点日报 | 2026-03-09

AI 大厂动态 + Hacker News + GitHub Trending

📊 今日概览

🔥 HN 热门文章：10 篇
💻 GitHub 热门：6 个
🏢 AI 公司动态：20 条
📅 更新时间：19:32

🏢 AI 大厂动态

📈 公司更新统计

🇺🇸 Hugging Face: 5 条
🇺🇸 OpenAI: 2 条
🇺🇸 Anthropic: 2 条
🇺🇸 Google AI: 2 条
🇺🇸 Meta AI: 2 条
🇨🇳 月之暗面: 2 条
🇨🇳 DeepSeek: 2 条
🇨🇳 智谱 AI: 2 条
🇨🇳 通义千问: 1 条

📰 最新动态

Mon, 01 Jan 0001 00:00:00 +0000

📰 科技热点日报 | 2026-03-10

AI 大厂动态 + Hacker News + GitHub Trending

📊 今日概览

🔥 HN 热门文章：10 篇
💻 GitHub 热门：6 个
🏢 AI 公司动态：20 条
📅 更新时间：08:46

🏢 AI 大厂动态

📈 公司更新统计

🇺🇸 Hugging Face: 5 条
🇺🇸 OpenAI: 2 条
🇺🇸 Anthropic: 2 条
🇺🇸 Google AI: 2 条
🇺🇸 Meta AI: 2 条
🇨🇳 月之暗面: 2 条
🇨🇳 DeepSeek: 2 条
🇨🇳 智谱 AI: 2 条
🇨🇳 通义千问: 1 条

📰 最新动态

1. 🇺🇸 📝 [Hugging Face] Bringing Robotics AI to Embedded Platforms: Dataset Recording, VLA Fine‑Tuning, and On‑Device Optimizations 📅 Thu, 05 Ma | 🏷️ AI 📝 Authors: Enzo Ruedas, Tess Boivin Recent advances in Large Language Models have enabled the transition from text-only reas… 🔗 https://huggingface.co/blog/nxp/bringing-robotics-ai-to-embedded-platforms

Mon, 01 Jan 0001 00:00:00 +0000

📰 科技热点日报 | 2026-03-11

AI 大厂动态 + Hacker News + GitHub Trending

📊 今日概览

🔥 HN 热门文章：10 篇
💻 GitHub 热门：6 个
🏢 AI 公司动态：20 条
📅 更新时间：07:02

🏢 AI 大厂动态

📈 公司更新统计

🇺🇸 Hugging Face: 5 条
🇺🇸 OpenAI: 2 条
🇺🇸 Anthropic: 2 条
🇺🇸 Google AI: 2 条
🇺🇸 Meta AI: 2 条
🇨🇳 月之暗面: 2 条
🇨🇳 DeepSeek: 2 条
🇨🇳 智谱 AI: 2 条
🇨🇳 通义千问: 1 条

📰 最新动态

1. 🇺🇸 📝 [Hugging Face] How NVIDIA Builds Open Data for AI 📅 Tue, 10 Ma | 🏷️ AI 📝 * AI-Data Bottlenecks * [Real-World Open Datasets](https://huggingface.co/blog/nvidia/open-data-for-ai#… 🔗 https://huggingface.co/blog/nvidia/open-data-for-ai

Mon, 01 Jan 0001 00:00:00 +0000

📰 科技热点日报 | 2026-03-13

AI 大厂动态 + Hacker News + GitHub Trending

📊 今日概览

🔥 HN 热门文章：10 篇
💻 GitHub 热门：6 个
🏢 AI 公司动态：20 条
📅 更新时间：07:00

🏢 AI 大厂动态

📈 公司更新统计

🇺🇸 Hugging Face: 5 条
🇺🇸 OpenAI: 2 条
🇺🇸 Anthropic: 2 条
🇺🇸 Google AI: 2 条
🇺🇸 Meta AI: 2 条
🇨🇳 月之暗面: 2 条
🇨🇳 DeepSeek: 2 条
🇨🇳 智谱 AI: 2 条
🇨🇳 通义千问: 1 条

📰 最新动态

1. 🇺🇸 📝 [Hugging Face] Introducing Storage Buckets on the Hugging Face Hub 📅 Tue, 10 Ma | 🏷️ RAG 📝 Published Time: 2026-03-10T00:00:00.680Z * Why we built Buckets 🔗 https://huggingface.co/blog/storage-buckets

Mon, 01 Jan 0001 00:00:00 +0000

📰 科技热点日报 | 2026-03-14

AI 大厂动态 + Hacker News + GitHub Trending

📊 今日概览

🔥 HN 热门文章：10 篇
💻 GitHub 热门：5 个
🏢 AI 公司动态：20 条
📅 更新时间：21:28

🏢 AI 大厂动态

📈 公司更新统计

🇺🇸 Hugging Face: 5 条
🇺🇸 OpenAI: 2 条
🇺🇸 Anthropic: 2 条
🇺🇸 Google AI: 2 条
🇺🇸 Meta AI: 2 条
🇨🇳 月之暗面: 2 条
🇨🇳 DeepSeek: 2 条
🇨🇳 智谱 AI: 2 条
🇨🇳 通义千问: 1 条

📰 最新动态

Mon, 01 Jan 0001 00:00:00 +0000

📰 科技热点日报 | 2026-03-15

AI 大厂动态 + Hacker News + GitHub Trending

📊 今日概览

🔥 HN 热门文章：10 篇
💻 GitHub 热门：5 个
🏢 AI 公司动态：19 条
📅 更新时间：07:00

🏢 AI 大厂动态

📈 公司更新统计

🇺🇸 Hugging Face: 5 条
🇺🇸 OpenAI: 2 条
🇺🇸 Anthropic: 2 条
🇺🇸 Google AI: 2 条
🇺🇸 Meta AI: 2 条
🇨🇳 月之暗面: 2 条
🇨🇳 智谱 AI: 2 条
🇨🇳 通义千问: 2 条

📰 最新动态

Mon, 01 Jan 0001 00:00:00 +0000

📰 科技热点日报 | 2026-03-16

AI 大厂动态 + Hacker News + GitHub Trending

📊 今日概览

🔥 HN 热门文章：10 篇
💻 GitHub 热门：6 个
🏢 AI 公司动态：20 条
📅 更新时间：07:00

🏢 AI 大厂动态

📈 公司更新统计

🇺🇸 Hugging Face: 5 条
🇺🇸 OpenAI: 2 条
🇺🇸 Anthropic: 2 条
🇺🇸 Google AI: 2 条
🇺🇸 Meta AI: 2 条
🇨🇳 月之暗面: 2 条
🇨🇳 DeepSeek: 2 条
🇨🇳 智谱 AI: 2 条
🇨🇳 通义千问: 1 条

📰 最新动态

1. 🇺🇸 📝 [Hugging Face] Introducing Storage Buckets on the Hugging Face Hub 📅 Tue, 10 Ma | 🏷️ RAG 📝 暂无摘要 🔗 https://huggingface.co/blog/storage-buckets

Mon, 01 Jan 0001 00:00:00 +0000

📰 科技热点日报 | 2026-03-17

AI 大厂动态 + Hacker News + GitHub Trending

📊 今日概览

🔥 HN 热门文章：10 篇
💻 GitHub 热门：6 个
🏢 AI 公司动态：20 条
📅 更新时间：07:00

🏢 AI 大厂动态

📈 公司更新统计

🇺🇸 Hugging Face: 5 条
🇺🇸 OpenAI: 2 条
🇺🇸 Anthropic: 2 条
🇺🇸 Google AI: 2 条
🇺🇸 Meta AI: 2 条
🇨🇳 月之暗面: 2 条
🇨🇳 DeepSeek: 2 条
🇨🇳 智谱 AI: 2 条
🇨🇳 通义千问: 1 条

📰 最新动态

Mon, 01 Jan 0001 00:00:00 +0000

📰 科技热点日报 | 2026-03-18

AI 大厂动态 + Hacker News + GitHub Trending

📊 今日概览

🔥 HN 热门文章：10 篇
💻 GitHub 热门：3 个
🏢 AI 公司动态：20 条
📅 更新时间：07:01

🏢 AI 大厂动态

📈 公司更新统计

🇺🇸 Hugging Face: 5 条
🇺🇸 OpenAI: 2 条
🇺🇸 Anthropic: 2 条
🇺🇸 Google AI: 2 条
🇺🇸 Meta AI: 2 条
🇨🇳 月之暗面: 2 条
🇨🇳 DeepSeek: 2 条
🇨🇳 智谱 AI: 2 条
🇨🇳 通义千问: 1 条

📰 最新动态

1. 🇺🇸 📝 [Hugging Face] State of Open Source on Hugging Face: Spring 2026 📅 Tue, 17 Ma | 🏷️ AI 📝 Published Time: 2026-03-17T16:37:55.002Z * Open Source in Competition 🔗 https://huggingface.co/blog/huggingface/state-of-os-hf-spring-2026

Mon, 01 Jan 0001 00:00:00 +0000

📰 科技热点日报 | 2026-03-19

AI 大厂动态 + Hacker News + GitHub Trending

📊 今日概览

🔥 HN 热门文章：10 篇
💻 GitHub 热门：3 个
🏢 AI 公司动态：20 条
📅 更新时间：07:00

🏢 AI 大厂动态

📈 公司更新统计

🇺🇸 Hugging Face: 5 条
🇺🇸 OpenAI: 2 条
🇺🇸 Anthropic: 2 条
🇺🇸 Google AI: 2 条
🇺🇸 Meta AI: 2 条
🇨🇳 月之暗面: 2 条
🇨🇳 DeepSeek: 2 条
🇨🇳 智谱 AI: 2 条
🇨🇳 通义千问: 1 条

📰 最新动态

1. 🇺🇸 📝 [Hugging Face] Nemotron 3 Nano 4B: A Compact Hybrid Model for Efficient Local AI 📅 Tue, 17 Ma | 🏷️ AI 📝 Published Time: 2026-03-17T23:17:07.438Z We are excited to introduce Nemotron 3 Nano 4B, the newest and most compact member of the [Nemo… 🔗 https://huggingface.co/blog/nvidia/nemotron-3-nano-4b

Mon, 01 Jan 0001 00:00:00 +0000

📰 科技热点日报 | 2026-03-20

AI 大厂动态 + Hacker News + GitHub Trending

📊 今日概览

🔥 HN 热门文章：10 篇
💻 GitHub 热门：5 个
🏢 AI 公司动态：20 条
📅 更新时间：07:00

🏢 AI 大厂动态

📈 公司更新统计

🇺🇸 Hugging Face: 5 条
🇺🇸 OpenAI: 2 条
🇺🇸 Anthropic: 2 条
🇺🇸 Google AI: 2 条
🇺🇸 Meta AI: 2 条
🇨🇳 月之暗面: 2 条
🇨🇳 DeepSeek: 2 条
🇨🇳 智谱 AI: 2 条
🇨🇳 通义千问: 1 条

📰 最新动态

Mon, 01 Jan 0001 00:00:00 +0000

📰 科技热点日报 | 2026-03-21

AI 大厂动态 + Hacker News + GitHub Trending

📊 今日概览

🔥 HN 热门文章：10 篇
💻 GitHub 热门：4 个
🏢 AI 公司动态：20 条
📅 更新时间：07:00

🏢 AI 大厂动态

📈 公司更新统计

🇺🇸 Hugging Face: 5 条
🇺🇸 OpenAI: 2 条
🇺🇸 Anthropic: 2 条
🇺🇸 Google AI: 2 条
🇺🇸 Meta AI: 2 条
🇨🇳 月之暗面: 2 条
🇨🇳 DeepSeek: 2 条
🇨🇳 智谱 AI: 2 条
🇨🇳 通义千问: 1 条

📰 最新动态

Mon, 01 Jan 0001 00:00:00 +0000

📰 科技热点日报 | 2026-03-22

AI 大厂动态 + Hacker News + GitHub Trending

📊 今日概览

🔥 HN 热门文章：10 篇
💻 GitHub 热门：4 个
🏢 AI 公司动态：19 条
📅 更新时间：07:00

🏢 AI 大厂动态

📈 公司更新统计

🇺🇸 Hugging Face: 5 条
🇺🇸 OpenAI: 2 条
🇺🇸 Anthropic: 2 条
🇺🇸 Google AI: 2 条
🇺🇸 Meta AI: 2 条
🇨🇳 月之暗面: 2 条
🇨🇳 智谱 AI: 2 条
🇨🇳 通义千问: 2 条

📰 最新动态

Mon, 01 Jan 0001 00:00:00 +0000

📰 科技热点日报 | 2026-03-23

AI 大厂动态 + Hacker News + GitHub Trending

📊 今日概览

🔥 HN 热门文章：10 篇
💻 GitHub 热门：7 个
🏢 AI 公司动态：19 条
📅 更新时间：07:00

🏢 AI 大厂动态

📈 公司更新统计

🇺🇸 Hugging Face: 5 条
🇺🇸 OpenAI: 2 条
🇺🇸 Anthropic: 2 条
🇺🇸 Google AI: 2 条
🇺🇸 Meta AI: 2 条
🇨🇳 月之暗面: 2 条
🇨🇳 智谱 AI: 2 条
🇨🇳 通义千问: 2 条

📰 最新动态

1. 🇺🇸 📝 [Hugging Face] State of Open Source on Hugging Face: Spring 2026 📅 Tue, 17 Ma | 🏷️ AI 📝 暂无摘要 🔗 https://huggingface.co/blog/huggingface/state-of-os-hf-spring-2026

Mon, 01 Jan 0001 00:00:00 +0000

📰 科技热点日报 | 2026-03-25

AI 大厂动态 + Hacker News + GitHub Trending

📊 今日概览

🔥 HN 热门文章：10 篇
💻 GitHub 热门：7 个
🏢 AI 公司动态：20 条
📅 更新时间：07:42

🏢 AI 大厂动态

📈 公司更新统计

🇺🇸 Hugging Face: 5 条
🇺🇸 OpenAI: 2 条
🇺🇸 Anthropic: 2 条
🇺🇸 Google AI: 2 条
🇺🇸 Meta AI: 2 条
🇨🇳 月之暗面: 2 条
🇨🇳 DeepSeek: 2 条
🇨🇳 智谱 AI: 2 条
🇨🇳 通义千问: 1 条

📰 最新动态

1. 🇺🇸 📝 [Hugging Face] A New Framework for Evaluating Voice Agents (EVA) 📅 Tue, 24 Ma | 🏷️ AI Agent 📝 Published Time: 2026-03-24T02:01:52.377Z * Background and Motivation 🔗 https://huggingface.co/blog/ServiceNow-AI/eva

Mon, 01 Jan 0001 00:00:00 +0000

📰 科技热点日报 | 2026-03-27

AI 大厂动态 + Hacker News + GitHub Trending

📊 今日概览

🔥 HN 热门文章：10 篇
💻 GitHub 热门：4 个
🏢 AI 公司动态：20 条
📅 更新时间：07:01

🏢 AI 大厂动态

📈 公司更新统计

🇺🇸 Hugging Face: 5 条
🇺🇸 OpenAI: 2 条
🇺🇸 Anthropic: 2 条
🇺🇸 Google AI: 2 条
🇺🇸 Meta AI: 2 条
🇨🇳 月之暗面: 2 条
🇨🇳 DeepSeek: 2 条
🇨🇳 通义千问: 2 条
🇨🇳 智谱 AI: 1 条

📰 最新动态

Mon, 01 Jan 0001 00:00:00 +0000

📰 科技热点日报 | 2026-03-28

官方动态优先 + 社区热度筛选版

📌 今日判断

今天官方源里有一些可用信息，说明模型/工具生态有持续推进。开发者关注点仍集中在 AI 工具、Agent 工作流和模型相关项目。这版日报已经优先保留官方源和高讨论度条目，尽量减少关键词蹭热点的噪音。

⭐ 今日最值得关注

1. [OpenAI] symphony

为什么值得看：官方源更新，说明产品或生态近期有实质动作；Symphony turns project work into isolated, autonomous implementation runs, allowing teams to manage work instead of supe…
链接：https://github.com/openai/symphony

2. [Anthropic] claude-code

为什么值得看：官方源更新，说明产品或生态近期有实质动作；Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster…
链接：https://github.com/anthropics/claude-code

3. [Anthropic] claude-cookbooks

为什么值得看：官方源更新，说明产品或生态近期有实质动作；A collection of notebooks/recipes showcasing some fun and effective ways of using Claude.
链接：https://github.com/anthropics/claude-cookbooks

🏢 官方动态（优先保留）

🇺🇸 OpenAI

symphony（官方仓库，官方）
- 日期：2026-03-27
- 摘要：Symphony turns project work into isolated, autonomous implementation runs, allowing teams to manage work instead of supe…
- 链接：https://github.com/openai/symphony
codex（官方仓库，官方）
- 日期：2026-03-27
- 摘要：Lightweight coding agent that runs in your terminal
- 链接：https://github.com/openai/codex

🇺🇸 Anthropic

claude-code（官方仓库，官方）
- 日期：2026-03-27
- 摘要：Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster…
- 链接：https://github.com/anthropics/claude-code
claude-cookbooks（官方仓库，官方）
- 日期：2026-03-27
- 摘要：A collection of notebooks/recipes showcasing some fun and effective ways of using Claude.
- 链接：https://github.com/anthropics/claude-cookbooks

🇺🇸 Google AI

gemini-cli（官方仓库，官方）
- 日期：2026-03-27
- 摘要：An open-source AI agent that brings the power of Gemini directly into your terminal.
- 链接：https://github.com/google-gemini/gemini-cli
gemini-live-api-examples（官方仓库，官方）
- 日期：2026-03-27
- 摘要：Gemini Live provides multimodal realtime agent capabilities.
- 链接：https://github.com/google-gemini/gemini-live-api-examples

🇨🇳 月之暗面

Kimi-K2（官方仓库，官方）
- 日期：2026-03-27
- 摘要：Kimi K2 is the large language model series developed by Moonshot AI team
- 链接：https://github.com/MoonshotAI/Kimi-K2

🇨🇳 通义千问

Qwen3-ASR（官方仓库，官方）
- 日期：2026-03-27
- 摘要：Qwen3-ASR is an open-source series of ASR models developed by the Qwen team at Alibaba Cloud, supporting stable multilin…
- 链接：https://github.com/QwenLM/Qwen3-ASR
Qwen3.5（官方仓库，官方）
- 日期：2026-03-27
- 摘要：Qwen3.5 is the large language model series developed by Qwen team, Alibaba Cloud.
- 链接：https://github.com/QwenLM/Qwen3.5

🇨🇳 智谱 AI

CogKit（官方仓库，官方）
- 日期：2026-03-27
- 摘要：Finetuning and inference tools for the CogView4 and CogVideoX model series.
- 链接：https://github.com/THUDM/CogKit
ReST-MCTS（官方仓库，官方）
- 日期：2026-03-27
- 摘要：ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search (NeurIPS 2024)
- 链接：https://github.com/THUDM/ReST-MCTS

🇺🇸 Meta AI

prompt-ops（官方仓库，官方）
- 日期：2026-03-27
- 摘要：An open-source tool for LLM prompt optimization.
- 链接：https://github.com/meta-llama/prompt-ops

🔥 Hacker News（按热度与相关性筛选）

1. If you don’t opt out by Apr 24 GitHub will train on your private repos

热度：🔥 519 | 💬 79
来源：news.ycombinator.com
链接：https://news.ycombinator.com/item?id=47548243

2. Anatomy of the .claude/ folder

热度：🔥 334 | 💬 53
来源：blog.dailydoseofds.com
链接：https://blog.dailydoseofds.com/p/anatomy-of-the-claude-folder

3. Make macOS consistently bad (unironically)

热度：🔥 223 | 💬 27
来源：lr0.org
链接：https://lr0.org/blog/p/macos/

4. DOJ confirms FBI Director Kash Patel’s personal email was hacked

热度：🔥 59 | 💬 7
来源：arstechnica.com
链接：https://arstechnica.com/tech-policy/2026/03/doj-confirms-fbi-director-kash-patels-personal-email-was-hacked/

5. Meow.camera

热度：🔥 161 | 💬 21
来源：meow.camera
链接：https://meow.camera/#4258783365322591678

💻 GitHub Trending（过滤后）

mvanhorn/last30days-skill
- 摘要：Star mvanhorn / last30days-skill AI agent skill that researches any topic across Reddit, X, YouTube, HN, Polym…
- 链接：https://github.com/mvanhorn/last30days-skill
SakanaAI/AI-Scientist-v2
- 摘要：Star SakanaAI / AI-Scientist-v2 The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic…
- 链接：https://github.com/SakanaAI/AI-Scientist-v2
microsoft/VibeVoice
- 摘要：Star microsoft / VibeVoice Open-Source Frontier Voice AI
- 链接：https://github.com/microsoft/VibeVoice
datalab-to/chandra
- 摘要：Star datalab-to / chandra OCR model that handles complex tables, forms, handwriting with full layout.
- 链接：https://github.com/datalab-to/chandra
virattt/dexter
- 摘要：Star virattt / dexter An autonomous agent for deep financial research
- 链接：https://github.com/virattt/dexter
onyx-dot-app/onyx
- 摘要：Star onyx-dot-app / onyx Open Source AI Platform - AI Chat with advanced features that works with every LLM
- 链接：https://github.com/onyx-dot-app/onyx
twentyhq/twenty
- 摘要：Star twentyhq / twenty Building a modern alternative to Salesforce, powered by the community.
- 链接：https://github.com/twentyhq/twenty
Vaibhavs10/insanely-fast-whisper
- 摘要：暂无摘要
- 链接：https://github.com/Vaibhavs10/insanely-fast-whisper

📊 今日概览

官方动态：12 条
HN 入选：5 条
Trending 入选：8 条
更新时间：07:02

Generated by OpenClaw v3 | 2026-03-28 07:02

Mon, 01 Jan 0001 00:00:00 +0000

📰 科技热点日报 | 2026-03-29

官方动态优先 + 社区热度筛选版

📌 今日判断

⭐ 今日最值得关注

1. [OpenAI] evals

为什么值得看：官方源更新，说明产品或生态近期有实质动作；Evals is a framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks.
链接：https://github.com/openai/evals

2. [Anthropic] claude-code-security-review

为什么值得看：官方源更新，说明产品或生态近期有实质动作；An AI-powered security review GitHub Action using Claude to analyze code changes for security vulnerabilities.
链接：https://github.com/anthropics/claude-code-security-review

3. [Anthropic] claude-cookbooks

为什么值得看：官方源更新，说明产品或生态近期有实质动作；A collection of notebooks/recipes showcasing some fun and effective ways of using Claude.
链接：https://github.com/anthropics/claude-cookbooks

🏢 官方动态（优先保留）

🇺🇸 OpenAI

evals（官方仓库，官方）
- 日期：2026-03-28
- 摘要：Evals is a framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks.
- 链接：https://github.com/openai/evals
codex（官方仓库，官方）
- 日期：2026-03-28
- 摘要：Lightweight coding agent that runs in your terminal
- 链接：https://github.com/openai/codex

🇺🇸 Anthropic

claude-code-security-review（官方仓库，官方）
- 日期：2026-03-28
- 摘要：An AI-powered security review GitHub Action using Claude to analyze code changes for security vulnerabilities.
- 链接：https://github.com/anthropics/claude-code-security-review
claude-cookbooks（官方仓库，官方）
- 日期：2026-03-28
- 摘要：A collection of notebooks/recipes showcasing some fun and effective ways of using Claude.
- 链接：https://github.com/anthropics/claude-cookbooks

🇺🇸 Google AI

gemini-cli（官方仓库，官方）
- 日期：2026-03-28
- 摘要：An open-source AI agent that brings the power of Gemini directly into your terminal.
- 链接：https://github.com/google-gemini/gemini-cli
gemini-live-api-examples（官方仓库，官方）
- 日期：2026-03-28
- 摘要：Gemini Live provides multimodal realtime agent capabilities.
- 链接：https://github.com/google-gemini/gemini-live-api-examples

🇨🇳 DeepSeek

Engram（官方仓库，官方）
- 日期：2026-03-28
- 摘要：Conditional Memory via Scalable Lookup: A New Axis of Sparsity for Large Language Models
- 链接：https://github.com/deepseek-ai/Engram

🇨🇳 月之暗面

kimi-agent-sdk（官方仓库，官方）
- 日期：2026-03-28
- 摘要：Kimi Agent SDK provides a programmatic interface to interact with the Kimi CLI
- 链接：https://github.com/MoonshotAI/kimi-agent-sdk

🇨🇳 通义千问

Qwen（官方仓库，官方）
- 日期：2026-03-28
- 摘要：The official repo of Qwen (通义千问) chat & pretrained large language model proposed by Alibaba Cloud.
- 链接：https://github.com/QwenLM/Qwen
Qwen3-Coder（官方仓库，官方）
- 日期：2026-03-28
- 摘要：Qwen3-Coder is the code version of Qwen3, the large language model series developed by Qwen team.
- 链接：https://github.com/QwenLM/Qwen3-Coder

🇨🇳 智谱 AI

IndexCache（官方仓库，官方）
- 日期：2026-03-28
- 摘要：IndexCache: Accelerating Sparse Attention via Cross-Layer Index Reuse
- 链接：https://github.com/THUDM/IndexCache
AgentBench（官方仓库，官方）
- 日期：2026-03-28
- 摘要：A Comprehensive Benchmark to Evaluate LLMs as Agents (ICLR'24)
- 链接：https://github.com/THUDM/AgentBench

🔥 Hacker News（按热度与相关性筛选）

1. AI overly affirms users asking for personal advice

热度：🔥 478 | 💬 88
来源：news.stanford.edu
链接：https://news.stanford.edu/stories/2026/03/ai-advice-sycophantic-models-research

2. Cocoa-Way – Native macOS Wayland compositor for running Linux apps seamlessly

热度：🔥 286 | 💬 13
来源：github.com
链接：https://github.com/J-x-Z/cocoa-way

3. Further human + AI + proof assistant work on Knuth’s “Claude Cycles” problem

热度：🔥 118 | 💬 7
来源：twitter.com
链接：https://twitter.com/BoWang87/status/2037648937453232504

4. The first 40 months of the AI era

热度：🔥 75 | 💬 10
来源：lzon.ca
链接：https://lzon.ca/posts/other/thoughts-ai-era/

5. Founder of GitLab battles cancer by founding companies

热度：🔥 550 | 💬 31
来源：sytse.com
链接：https://sytse.com/cancer/

💻 GitHub Trending（过滤后）

agentscope-ai/agentscope
- 摘要：Star agentscope-ai / agentscope Build and run agents you can see, understand and trust.
- 链接：https://github.com/agentscope-ai/agentscope
SakanaAI/AI-Scientist-v2
- 摘要：Star SakanaAI / AI-Scientist-v2 The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic…
- 链接：https://github.com/SakanaAI/AI-Scientist-v2
virattt/dexter
- 摘要：Star virattt / dexter An autonomous agent for deep financial research
- 链接：https://github.com/virattt/dexter
onyx-dot-app/onyx
- 摘要：Star onyx-dot-app / onyx Open Source AI Platform - AI Chat with advanced features that works with every LLM
- 链接：https://github.com/onyx-dot-app/onyx
datalab-to/chandra
- 摘要：Star datalab-to / chandra OCR model that handles complex tables, forms, handwriting with full layout.
- 链接：https://github.com/datalab-to/chandra
twentyhq/twenty
- 摘要：Star twentyhq / twenty Building a modern alternative to Salesforce, powered by the community.
- 链接：https://github.com/twentyhq/twenty
apache/superset
- 摘要：Star apache / superset Apache Superset is a Data Visualization and Data Exploration Platform
- 链接：https://github.com/apache/superset

📊 今日概览

官方动态：12 条
HN 入选：5 条
Trending 入选：7 条
更新时间：07:01

Generated by OpenClaw v3 | 2026-03-29 07:01

Mon, 01 Jan 0001 00:00:00 +0000

📰 科技热点日报 | 2026-03-30

官方动态优先 + 社区热度筛选版

📌 今日判断

⭐ 今日最值得关注

1. [OpenAI] symphony

为什么值得看：官方源更新，说明产品或生态近期有实质动作；Symphony turns project work into isolated, autonomous implementation runs, allowing teams to manage work instead of supe…
链接：https://github.com/openai/symphony

2. [Anthropic] claude-cookbooks

为什么值得看：官方源更新，说明产品或生态近期有实质动作；A collection of notebooks/recipes showcasing some fun and effective ways of using Claude.
链接：https://github.com/anthropics/claude-cookbooks

3. [Anthropic] claude-plugins-official

为什么值得看：官方源更新，说明产品或生态近期有实质动作；Official, Anthropic-managed directory of high quality Claude Code Plugins.
链接：https://github.com/anthropics/claude-plugins-official

🏢 官方动态（优先保留）

🇺🇸 OpenAI

symphony（官方仓库，官方）
- 日期：2026-03-29
- 摘要：Symphony turns project work into isolated, autonomous implementation runs, allowing teams to manage work instead of supe…
- 链接：https://github.com/openai/symphony

🇺🇸 Anthropic

claude-cookbooks（官方仓库，官方）
- 日期：2026-03-29
- 摘要：A collection of notebooks/recipes showcasing some fun and effective ways of using Claude.
- 链接：https://github.com/anthropics/claude-cookbooks
claude-plugins-official（官方仓库，官方）
- 日期：2026-03-29
- 摘要：Official, Anthropic-managed directory of high quality Claude Code Plugins.
- 链接：https://github.com/anthropics/claude-plugins-official

🇺🇸 Google AI

gemini-cli（官方仓库，官方）
- 日期：2026-03-29
- 摘要：An open-source AI agent that brings the power of Gemini directly into your terminal.
- 链接：https://github.com/google-gemini/gemini-cli
example-chat-app（官方仓库，官方）
- 日期：2026-03-29
- 摘要：Get up and running with the Gemini API using Node.js and Python
- 链接：https://github.com/google-gemini/example-chat-app

🇨🇳 DeepSeek

open-infra-index（官方仓库，官方）
- 日期：2026-03-29
- 摘要：Production-tested AI infrastructure tools for efficient AGI development and community-driven innovation
- 链接：https://github.com/deepseek-ai/open-infra-index
DeepSeek-Math（官方仓库，官方）
- 日期：2026-03-29
- 摘要：DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
- 链接：https://github.com/deepseek-ai/DeepSeek-Math

🇨🇳 月之暗面

Kimi-K2（官方仓库，官方）
- 日期：2026-03-29
- 摘要：Kimi K2 is the large language model series developed by Moonshot AI team
- 链接：https://github.com/MoonshotAI/Kimi-K2

🇨🇳 通义千问

Qwen3（官方仓库，官方）
- 日期：2026-03-29
- 摘要：Qwen3 is the large language model series developed by Qwen team, Alibaba Cloud.
- 链接：https://github.com/QwenLM/Qwen3
Qwen-Agent（官方仓库，官方）
- 日期：2026-03-29
- 摘要：Agent framework and applications built upon Qwen>=3.0, featuring Function Calling, MCP, Code Interpreter, RAG, Chrome ex…
- 链接：https://github.com/QwenLM/Qwen-Agent

🇨🇳 智谱 AI

IndexCache（官方仓库，官方）
- 日期：2026-03-29
- 摘要：IndexCache: Accelerating Sparse Attention via Cross-Layer Index Reuse
- 链接：https://github.com/THUDM/IndexCache
AgentBench（官方仓库，官方）
- 日期：2026-03-29
- 摘要：A Comprehensive Benchmark to Evaluate LLMs as Agents (ICLR'24)
- 链接：https://github.com/THUDM/AgentBench

🔥 Hacker News（按热度与相关性筛选）

1. ChatGPT Won’t Let You Type Until Cloudflare Reads Your React State

热度：🔥 227 | 💬 26
来源：buchodi.com
链接：https://www.buchodi.com/chatgpt-wont-let-you-type-until-cloudflare-reads-your-react-state-i-decrypted-the-program-that-does-it/

2. Midnight train from GA: A view of America from the tracks as airports struggle

热度：🔥 51 | 💬 12
来源：isp.netscape.com
链接：https://isp.netscape.com/news/story/0001/20260329/e4d8ea591b3b036142c2bf2dee7dff5a

3. Coding Agents Could Make Free Software Matter Again

热度：🔥 36 | 💬 11
来源：gjlondon.com
链接：https://www.gjlondon.com/blog/ai-agents-could-make-free-software-matter-again/

4. Voyager 1 runs on 69 KB of memory and an 8-track tape recorder

热度：🔥 340 | 💬 46
来源：techfixated.com
链接：https://techfixated.com/a-1977-time-capsule-voyager-1-runs-on-69-kb-of-memory-and-an-8-track-tape-recorder-4/

5. Ohm’s Peg-to-WASM Compiler

热度：🔥 21 | 💬 2
来源：ohmjs.org
链接：https://ohmjs.org/blog/2026/03/12/peg-to-wasm

💻 GitHub Trending（过滤后）

microsoft/VibeVoice
- 摘要：Star microsoft / VibeVoice Open-Source Frontier Voice AI
- 链接：https://github.com/microsoft/VibeVoice
NousResearch/hermes-agent
- 摘要：Star NousResearch / hermes-agent The agent that grows with you
- 链接：https://github.com/NousResearch/hermes-agent
mvanhorn/last30days-skill
- 摘要：Star mvanhorn / last30days-skill AI agent skill that researches any topic across Reddit, X, YouTube, HN, Polym…
- 链接：https://github.com/mvanhorn/last30days-skill
shareAI-lab/learn-claude-code
- 摘要：Star shareAI-lab / learn-claude-code Bash is all you need - A nano claude code–like 「agent harness」, built fro…
- 链接：https://github.com/shareAI-lab/learn-claude-code
fastfetch-cli/fastfetch
- 摘要：Star fastfetch-cli / fastfetch A maintained, feature-rich and performance oriented, neofetch like system infor…
- 链接：https://github.com/fastfetch-cli/fastfetch
moeru-ai/airi
- 摘要：Star moeru-ai / airi 💖🧸 Self hosted, you-owned Grok Companion, a container of souls of waifu, cyber livings to…
- 链接：https://github.com/moeru-ai/airi
twentyhq/twenty
- 摘要：Star twentyhq / twenty Building a modern alternative to Salesforce, powered by the community.
- 链接：https://github.com/twentyhq/twenty

📊 今日概览

官方动态：12 条
HN 入选：5 条
Trending 入选：7 条
更新时间：07:00

Generated by OpenClaw v3 | 2026-03-30 07:00

Mon, 01 Jan 0001 00:00:00 +0000

📰 科技热点日报 | 2026-03-31

官方动态优先 + 社区热度筛选版

📌 今日判断

⭐ 今日最值得关注

1. [OpenAI] codex-plugin-cc

为什么值得看：官方源更新，说明产品或生态近期有实质动作；Use Codex from Claude Code to review code or delegate tasks.
链接：https://github.com/openai/codex-plugin-cc

2. [OpenAI] openai-realtime-console

为什么值得看：官方源更新，说明产品或生态近期有实质动作；React app for inspecting, building and debugging with the Realtime API
链接：https://github.com/openai/openai-realtime-console

3. [Anthropic] claude-plugins-official

为什么值得看：官方源更新，说明产品或生态近期有实质动作；Official, Anthropic-managed directory of high quality Claude Code Plugins.
链接：https://github.com/anthropics/claude-plugins-official

🏢 官方动态（优先保留）

🇺🇸 OpenAI

codex-plugin-cc（官方仓库，官方）
- 日期：2026-03-31
- 摘要：Use Codex from Claude Code to review code or delegate tasks.
- 链接：https://github.com/openai/codex-plugin-cc
openai-realtime-console（官方仓库，官方）
- 日期：2026-03-31
- 摘要：React app for inspecting, building and debugging with the Realtime API
- 链接：https://github.com/openai/openai-realtime-console

🇺🇸 Anthropic

claude-plugins-official（官方仓库，官方）
- 日期：2026-03-31
- 摘要：Official, Anthropic-managed directory of high quality Claude Code Plugins.
- 链接：https://github.com/anthropics/claude-plugins-official
claude-code（官方仓库，官方）
- 日期：2026-03-31
- 摘要：Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster…
- 链接：https://github.com/anthropics/claude-code

🇺🇸 Google AI

gemini-cli（官方仓库，官方）
- 日期：2026-03-31
- 摘要：An open-source AI agent that brings the power of Gemini directly into your terminal.
- 链接：https://github.com/google-gemini/gemini-cli
gemini-fullstack-langgraph-quickstart（官方仓库，官方）
- 日期：2026-03-31
- 摘要：Get started with building Fullstack Agents using Gemini 2.5 and LangGraph
- 链接：https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart

🇨🇳 DeepSeek

Engram（官方仓库，官方）
- 日期：2026-03-31
- 摘要：Conditional Memory via Scalable Lookup: A New Axis of Sparsity for Large Language Models
- 链接：https://github.com/deepseek-ai/Engram

🇨🇳 月之暗面

Kimi-K2（官方仓库，官方）
- 日期：2026-03-31
- 摘要：Kimi K2 is the large language model series developed by Moonshot AI team
- 链接：https://github.com/MoonshotAI/Kimi-K2

🇨🇳 通义千问

Qwen3-TTS（官方仓库，官方）
- 日期：2026-03-31
- 摘要：Qwen3-TTS is an open-source series of TTS models developed by the Qwen team at Alibaba Cloud, supporting stable, express…
- 链接：https://github.com/QwenLM/Qwen3-TTS
Qwen-Image（官方仓库，官方）
- 日期：2026-03-31
- 摘要：Qwen-Image is a powerful image generation foundation model capable of complex text rendering and precise image editing.
- 链接：https://github.com/QwenLM/Qwen-Image

🇺🇸 Meta AI

synthetic-data-kit（官方仓库，官方）
- 日期：2026-03-31
- 摘要：Tool for generating high quality Synthetic datasets
- 链接：https://github.com/meta-llama/synthetic-data-kit
llama-cookbook（官方仓库，官方）
- 日期：2026-03-31
- 摘要：Welcome to the Llama Cookbook!
- 链接：https://github.com/meta-llama/llama-cookbook

🔥 Hacker News（按热度与相关性筛选）

1. Universal Claude.md – cut Claude output tokens

热度：🔥 276 | 💬 46
来源：github.com
链接：https://github.com/drona23/claude-token-efficient

2. How to turn anything into a router

热度：🔥 661 | 💬 66
来源：nbailey.ca
链接：https://nbailey.ca/post/router/

3. Turning a MacBook into a touchscreen with $1 of hardware (2018)

热度：🔥 302 | 💬 32
来源：anishathalye.com
链接：https://anishathalye.com/macbook-touchscreen/

4. Axios compromised on NPM – Malicious versions drop remote access trojan

热度：🔥 637 | 💬 56
来源：stepsecurity.io
链接：https://www.stepsecurity.io/blog/axios-compromised-on-npm-malicious-versions-drop-remote-access-trojan

5. Android Developer Verification

热度：🔥 236 | 💬 40
来源：android-developers.googleblog.com
链接：https://android-developers.googleblog.com/2026/03/android-developer-verification-rolling-out-to-all-developers.html

💻 GitHub Trending（过滤后）

microsoft/VibeVoice
- 摘要：Star microsoft / VibeVoice Open-Source Frontier Voice AI
- 链接：https://github.com/microsoft/VibeVoice
shanraisshan/claude-code-best-practice
- 摘要：Star shanraisshan / claude-code-best-practice practice made claude perfect
- 链接：https://github.com/shanraisshan/claude-code-best-practice
fastfetch-cli/fastfetch
- 摘要：Star fastfetch-cli / fastfetch A maintained, feature-rich and performance oriented, neofetch like system infor…
- 链接：https://github.com/fastfetch-cli/fastfetch
NousResearch/hermes-agent
- 摘要：Star NousResearch / hermes-agent The agent that grows with you
- 链接：https://github.com/NousResearch/hermes-agent
sherlock-project/sherlock
- 摘要：Star sherlock-project / sherlock Hunt down social media accounts by username across social networks
- 链接：https://github.com/sherlock-project/sherlock
apache/superset
- 摘要：Star apache / superset Apache Superset is a Data Visualization and Data Exploration Platform
- 链接：https://github.com/apache/superset

📊 今日概览

官方动态：12 条
HN 入选：5 条
Trending 入选：6 条
更新时间：16:09

Generated by OpenClaw v3 | 2026-03-31 16:09

Mon, 01 Jan 0001 00:00:00 +0000

📰 科技热点日报 | 2026-04-01

官方动态优先 + 社区热度筛选版

📌 今日判断

⭐ 今日最值得关注

1. [Hugging Face] Granite 4.0 3B Vision: Compact Multimodal Intelligence for Enterprise Documents

为什么值得看：官方源更新，说明产品或生态近期有实质动作；暂无摘要
链接：https://huggingface.co/blog/ibm-granite/granite-4-vision

2. [Hugging Face] TRL v1.0: Post-Training Library Built to Move with the Field

为什么值得看：官方源更新，说明产品或生态近期有实质动作；暂无摘要
链接：https://huggingface.co/blog/trl-v1

3. [OpenAI] codex-plugin-cc

为什么值得看：官方源更新，说明产品或生态近期有实质动作；Use Codex from Claude Code to review code or delegate tasks.
链接：https://github.com/openai/codex-plugin-cc

🏢 官方动态（优先保留）

🇺🇸 Hugging Face

Granite 4.0 3B Vision: Compact Multimodal Intelligence for Enterprise Documents（博客，官方）
- 日期：2026-03-31
- 摘要：暂无摘要
- 链接：https://huggingface.co/blog/ibm-granite/granite-4-vision
TRL v1.0: Post-Training Library Built to Move with the Field（博客，官方）
- 日期：2026-03-31
- 摘要：暂无摘要
- 链接：https://huggingface.co/blog/trl-v1

🇺🇸 OpenAI

codex-plugin-cc（官方仓库，官方）
- 日期：2026-03-31
- 摘要：Use Codex from Claude Code to review code or delegate tasks.
- 链接：https://github.com/openai/codex-plugin-cc
gpt-oss（官方仓库，官方）
- 日期：2026-03-31
- 摘要：gpt-oss-120b and gpt-oss-20b are two open-weight language models by OpenAI
- 链接：https://github.com/openai/gpt-oss

🇺🇸 Anthropic

claude-code（官方仓库，官方）
- 日期：2026-03-31
- 摘要：Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster…
- 链接：https://github.com/anthropics/claude-code
claude-plugins-official（官方仓库，官方）
- 日期：2026-03-31
- 摘要：Official, Anthropic-managed directory of high quality Claude Code Plugins.
- 链接：https://github.com/anthropics/claude-plugins-official

🇺🇸 Google AI

gemini-cli（官方仓库，官方）
- 日期：2026-03-31
- 摘要：An open-source AI agent that brings the power of Gemini directly into your terminal.
- 链接：https://github.com/google-gemini/gemini-cli

🇨🇳 DeepSeek

Engram（官方仓库，官方）
- 日期：2026-03-31
- 摘要：Conditional Memory via Scalable Lookup: A New Axis of Sparsity for Large Language Models
- 链接：https://github.com/deepseek-ai/Engram
DeepSeek-Coder-V2（官方仓库，官方）
- 日期：2026-03-31
- 摘要：DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence
- 链接：https://github.com/deepseek-ai/DeepSeek-Coder-V2

🇨🇳 月之暗面

Kimi-K2（官方仓库，官方）
- 日期：2026-03-31
- 摘要：Kimi K2 is the large language model series developed by Moonshot AI team
- 链接：https://github.com/MoonshotAI/Kimi-K2

🇨🇳 通义千问

Qwen3（官方仓库，官方）
- 日期：2026-03-31
- 摘要：Qwen3 is the large language model series developed by Qwen team, Alibaba Cloud.
- 链接：https://github.com/QwenLM/Qwen3
Qwen3-TTS（官方仓库，官方）
- 日期：2026-03-31
- 摘要：Qwen3-TTS is an open-source series of TTS models developed by the Qwen team at Alibaba Cloud, supporting stable, express…
- 链接：https://github.com/QwenLM/Qwen3-TTS

🔥 Hacker News（按热度与相关性筛选）

1. The Claude Code Source Leak: fake tools, frustration regexes, undercover mode

热度：🔥 565 | 💬 48
来源：alex000kim.com
链接：https://alex000kim.com/posts/2026-03-31-claude-code-source-leak/

2. OpenAI closes funding round at an $852B valuation

热度：🔥 236 | 💬 49
来源：cnbc.com
链接：https://www.cnbc.com/2026/03/31/openai-funding-round-ipo.html

3. Open source CAD in the browser (Solvespace)

热度：🔥 268 | 💬 14
来源：solvespace.com
链接：https://solvespace.com/webver.pl

4. I Traced My Traffic Through a Home Tailscale Exit Node

热度：🔥 41 | 💬 3
来源：tech.stonecharioteer.com
链接：https://tech.stonecharioteer.com/posts/2026/tailscale-exit-nodes/

5. Show HN: 1-Bit Bonsai, the First Commercially Viable 1-Bit LLMs

热度：🔥 18 | 💬 5
来源：prismml.com
链接：https://prismml.com/

💻 GitHub Trending（过滤后）

microsoft/VibeVoice
- 摘要：Star microsoft / VibeVoice Open-Source Frontier Voice AI
- 链接：https://github.com/microsoft/VibeVoice
shanraisshan/claude-code-best-practice
- 摘要：Star shanraisshan / claude-code-best-practice practice made claude perfect
- 链接：https://github.com/shanraisshan/claude-code-best-practice
NousResearch/hermes-agent
- 摘要：Star NousResearch / hermes-agent The agent that grows with you
- 链接：https://github.com/NousResearch/hermes-agent
microsoft/agent-lightning
- 摘要：Star microsoft / agent-lightning The absolute trainer to light up AI agents.
- 链接：https://github.com/microsoft/agent-lightning
PaddlePaddle/PaddleOCR
- 摘要：Star PaddlePaddle / PaddleOCR Turn any PDF or image document into structured data for your AI.
- 链接：https://github.com/PaddlePaddle/PaddleOCR
OpenBMB/ChatDev
- 摘要：Star OpenBMB / ChatDev ChatDev 2.0: Dev All through LLM-powered Multi-Agent Collaboration
- 链接：https://github.com/OpenBMB/ChatDev
sherlock-project/sherlock
- 摘要：Star sherlock-project / sherlock Hunt down social media accounts by username across social networks
- 链接：https://github.com/sherlock-project/sherlock
jwasham/coding-interview-university
- 摘要：Star jwasham / coding-interview-university A complete computer science study plan to become a software enginee…
- 链接：https://github.com/jwasham/coding-interview-university

📊 今日概览

官方动态：12 条
HN 入选：5 条
Trending 入选：8 条
更新时间：07:01

Generated by OpenClaw v3 | 2026-04-01 07:01

Mon, 01 Jan 0001 00:00:00 +0000

📰 科技热点日报 | 2026-04-02

官方动态优先 + 社区热度筛选版

📌 今日判断

⭐ 今日最值得关注

1. [OpenAI] codex-plugin-cc

为什么值得看：官方源更新，说明产品或生态近期有实质动作；Use Codex from Claude Code to review code or delegate tasks.
链接：https://github.com/openai/codex-plugin-cc

2. [OpenAI] symphony

为什么值得看：官方源更新，说明产品或生态近期有实质动作；Symphony turns project work into isolated, autonomous implementation runs, allowing teams to manage work instead of supe…
链接：https://github.com/openai/symphony

3. [Anthropic] claude-code

为什么值得看：官方源更新，说明产品或生态近期有实质动作；Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster…
链接：https://github.com/anthropics/claude-code

🏢 官方动态（优先保留）

🇺🇸 OpenAI

codex-plugin-cc（官方仓库，官方）
- 日期：2026-04-02
- 摘要：Use Codex from Claude Code to review code or delegate tasks.
- 链接：https://github.com/openai/codex-plugin-cc
symphony（官方仓库，官方）
- 日期：2026-04-02
- 摘要：Symphony turns project work into isolated, autonomous implementation runs, allowing teams to manage work instead of supe…
- 链接：https://github.com/openai/symphony

🇺🇸 Anthropic

claude-code（官方仓库，官方）
- 日期：2026-04-02
- 摘要：Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster…
- 链接：https://github.com/anthropics/claude-code
claude-cookbooks（官方仓库，官方）
- 日期：2026-04-02
- 摘要：A collection of notebooks/recipes showcasing some fun and effective ways of using Claude.
- 链接：https://github.com/anthropics/claude-cookbooks

🇺🇸 Google AI

gemini-cli（官方仓库，官方）
- 日期：2026-04-02
- 摘要：An open-source AI agent that brings the power of Gemini directly into your terminal.
- 链接：https://github.com/google-gemini/gemini-cli
gemini-skills（官方仓库，官方）
- 日期：2026-04-02
- 摘要：Skills for the Gemini API, SDK and model/agent interactions
- 链接：https://github.com/google-gemini/gemini-skills

🇨🇳 DeepSeek

DeepGEMM（官方仓库，官方）
- 日期：2026-04-02
- 摘要：DeepGEMM: clean and efficient FP8 GEMM kernels with fine-grained scaling
- 链接：https://github.com/deepseek-ai/DeepGEMM
DeepSeek-MoE（官方仓库，官方）
- 日期：2026-04-01
- 摘要：DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models
- 链接：https://github.com/deepseek-ai/DeepSeek-MoE

🇨🇳 通义千问

Qwen3-TTS（官方仓库，官方）
- 日期：2026-04-02
- 摘要：Qwen3-TTS is an open-source series of TTS models developed by the Qwen team at Alibaba Cloud, supporting stable, express…
- 链接：https://github.com/QwenLM/Qwen3-TTS

🇺🇸 Hugging Face

Holo3: Breaking the Computer Use Frontier（博客，官方）
- 日期：2026-04-01
- 摘要：暂无摘要
- 链接：https://huggingface.co/blog/Hcompany/holo3
Falcon Perception（博客，官方）
- 日期：2026-04-01
- 摘要：暂无摘要
- 链接：https://huggingface.co/blog/tiiuae/falcon-perception

🇨🇳 月之暗面

Kimi-K2（官方仓库，官方）
- 日期：2026-04-01
- 摘要：Kimi K2 is the large language model series developed by Moonshot AI team
- 链接：https://github.com/MoonshotAI/Kimi-K2

🔥 Hacker News（按热度与相关性筛选）

1. EmDash – A spiritual successor to WordPress that solves plugin security

热度：🔥 440 | 💬 100
来源：blog.cloudflare.com
链接：https://blog.cloudflare.com/emdash-wordpress/

2. AI for American-produced cement and concrete

热度：🔥 130 | 💬 23
来源：engineering.fb.com
链接：https://engineering.fb.com/2026/03/30/data-center-engineering/ai-for-american-produced-cement-and-concrete/

3. Obfuscation is not security – AI can deobfuscate any minified JavaScript code

热度：🔥 17 | 💬 7
来源：afterpack.dev
链接：https://www.afterpack.dev/blog/claude-code-source-leak

4. NASA’s Artemis II Crew Launches to the Moon

热度：🔥 477 | 💬 42
来源：nasa.gov
链接：https://www.nasa.gov/blogs/missions/2026/04/01/live-artemis-ii-launch-day-updates/

5. Ask HN: Who is hiring? (April 2026)

热度：🔥 188 | 💬 182
来源：news.ycombinator.com
链接：https://news.ycombinator.com/item?id=47601859

💻 GitHub Trending（过滤后）

anthropics/claude-code
- 摘要：Star anthropics / claude-code Claude Code is an agentic coding tool that lives in your terminal, understands y…
- 链接：https://github.com/anthropics/claude-code
microsoft/VibeVoice
- 摘要：Star microsoft / VibeVoice Open-Source Frontier Voice AI
- 链接：https://github.com/microsoft/VibeVoice
google-research/timesfm
- 摘要：Star google-research / timesfm TimesFM (Time Series Foundation Model) is a pretrained time-series foundation m…
- 链接：https://github.com/google-research/timesfm
openai/codex
- 摘要：Star openai / codex Lightweight coding agent that runs in your terminal
- 链接：https://github.com/openai/codex

📊 今日概览

官方动态：12 条
HN 入选：5 条
Trending 入选：4 条
更新时间：08:20

Generated by OpenClaw v3 | 2026-04-02 08:20

Mon, 01 Jan 0001 00:00:00 +0000

📰 科技热点日报 | 2026-04-04

官方动态优先 + 社区热度筛选版

📌 今日判断

⭐ 今日最值得关注

1. [OpenAI] codex-plugin-cc

为什么值得看：官方源更新，说明产品或生态近期有实质动作；Use Codex from Claude Code to review code or delegate tasks.
链接：https://github.com/openai/codex-plugin-cc

2. [OpenAI] gpt-2

为什么值得看：官方源更新，说明产品或生态近期有实质动作；Code for the paper “Language Models are Unsupervised Multitask Learners”
链接：https://github.com/openai/gpt-2

3. [Anthropic] claude-code

为什么值得看：官方源更新，说明产品或生态近期有实质动作；Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster…
链接：https://github.com/anthropics/claude-code

🏢 官方动态（优先保留）

🇺🇸 OpenAI

codex-plugin-cc（官方仓库，官方）
- 日期：2026-04-04
- 摘要：Use Codex from Claude Code to review code or delegate tasks.
- 链接：https://github.com/openai/codex-plugin-cc
gpt-2（官方仓库，官方）
- 日期：2026-04-04
- 摘要：Code for the paper “Language Models are Unsupervised Multitask Learners”
- 链接：https://github.com/openai/gpt-2

🇺🇸 Anthropic

claude-code（官方仓库，官方）
- 日期：2026-04-04
- 摘要：Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster…
- 链接：https://github.com/anthropics/claude-code
claude-code-security-review（官方仓库，官方）
- 日期：2026-04-04
- 摘要：An AI-powered security review GitHub Action using Claude to analyze code changes for security vulnerabilities.
- 链接：https://github.com/anthropics/claude-code-security-review

🇺🇸 Google AI

gemini-cli（官方仓库，官方）
- 日期：2026-04-04
- 摘要：An open-source AI agent that brings the power of Gemini directly into your terminal.
- 链接：https://github.com/google-gemini/gemini-cli
computer-use-preview（官方仓库，官方）
- 日期：2026-04-04
- 摘要：官方仓库近期有更新
- 链接：https://github.com/google-gemini/computer-use-preview

🇨🇳 DeepSeek

Engram（官方仓库，官方）
- 日期：2026-04-04
- 摘要：Conditional Memory via Scalable Lookup: A New Axis of Sparsity for Large Language Models
- 链接：https://github.com/deepseek-ai/Engram

🇨🇳 月之暗面

Kimi-K2（官方仓库，官方）
- 日期：2026-04-04
- 摘要：Kimi K2 is the large language model series developed by Moonshot AI team
- 链接：https://github.com/MoonshotAI/Kimi-K2

🇨🇳 通义千问

Qwen3-VL（官方仓库，官方）
- 日期：2026-04-04
- 摘要：Qwen3-VL is the multimodal large language model series developed by Qwen team, Alibaba Cloud.
- 链接：https://github.com/QwenLM/Qwen3-VL
Qwen-Image（官方仓库，官方）
- 日期：2026-04-04
- 摘要：Qwen-Image is a powerful image generation foundation model capable of complex text rendering and precise image editing.
- 链接：https://github.com/QwenLM/Qwen-Image

🇨🇳 智谱 AI

IndexCache（官方仓库，官方）
- 日期：2026-04-04
- 摘要：IndexCache: Accelerating Sparse Attention via Cross-Layer Index Reuse
- 链接：https://github.com/THUDM/IndexCache

🇺🇸 Meta AI

llama-cookbook（官方仓库，官方）
- 日期：2026-04-04
- 摘要：Welcome to the Llama Cookbook!
- 链接：https://github.com/meta-llama/llama-cookbook

🔥 Hacker News（按热度与相关性筛选）

1. Tell HN: Anthropic no longer allowing Claude Code subscriptions to use OpenClaw

热度：🔥 416 | 💬 105
来源：news.ycombinator.com
链接：https://news.ycombinator.com/item?id=47633396

2. We replaced RAG with a virtual filesystem for our AI documentation assistant

热度：🔥 248 | 💬 47
来源：mintlify.com
链接：https://www.mintlify.com/blog/how-we-built-a-virtual-filesystem-for-our-assistant

3. Post Mortem: axios NPM supply chain compromise

热度：🔥 210 | 💬 21
来源：github.com
链接：https://github.com/axios/axios/issues/10636

4. Artemis II crew take “spectacular” image of Earth

热度：🔥 592 | 💬 52
来源：bbc.com
链接：https://www.bbc.com/news/articles/ce8jzr423p9o

5. Run Linux containers on Android, no root required

热度：🔥 54 | 💬 8
来源：github.com
链接：https://github.com/ExTV/Podroid

💻 GitHub Trending（过滤后）

onyx-dot-app/onyx
- 摘要：Star onyx-dot-app / onyx Open Source AI Platform - AI Chat with advanced features that works with every LLM
- 链接：https://github.com/onyx-dot-app/onyx
google-research/timesfm
- 摘要：Star google-research / timesfm TimesFM (Time Series Foundation Model) is a pretrained time-series foundation m…
- 链接：https://github.com/google-research/timesfm
siddharthvaddem/openscreen
- 摘要：Star siddharthvaddem / openscreen Create stunning demos for free.
- 链接：https://github.com/siddharthvaddem/openscreen
sherlock-project/sherlock
- 摘要：Star sherlock-project / sherlock Hunt down social media accounts by username across social networks
- 链接：https://github.com/sherlock-project/sherlock

📊 今日概览

官方动态：12 条
HN 入选：5 条
Trending 入选：4 条
更新时间：12:33

Generated by OpenClaw v3 | 2026-04-04 12:33

Mon, 01 Jan 0001 00:00:00 +0000

📰 科技热点日报 | 2026-04-05

官方动态优先 + 社区热度筛选版

📌 今日判断

⭐ 今日最值得关注

1. [OpenAI] codex-plugin-cc

为什么值得看：官方源更新，说明产品或生态近期有实质动作；Use Codex from Claude Code to review code or delegate tasks.
链接：https://github.com/openai/codex-plugin-cc

2. [OpenAI] symphony

为什么值得看：官方源更新，说明产品或生态近期有实质动作；Symphony turns project work into isolated, autonomous implementation runs, allowing teams to manage work instead of supe…
链接：https://github.com/openai/symphony

3. [Anthropic] claude-code

为什么值得看：官方源更新，说明产品或生态近期有实质动作；Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster…
链接：https://github.com/anthropics/claude-code

🏢 官方动态（优先保留）

🇺🇸 OpenAI

codex-plugin-cc（官方仓库，官方）
- 日期：2026-04-04
- 摘要：Use Codex from Claude Code to review code or delegate tasks.
- 链接：https://github.com/openai/codex-plugin-cc
symphony（官方仓库，官方）
- 日期：2026-04-04
- 摘要：Symphony turns project work into isolated, autonomous implementation runs, allowing teams to manage work instead of supe…
- 链接：https://github.com/openai/symphony

🇺🇸 Anthropic

claude-code（官方仓库，官方）
- 日期：2026-04-04
- 摘要：Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster…
- 链接：https://github.com/anthropics/claude-code
life-sciences（官方仓库，官方）
- 日期：2026-04-04
- 摘要：Repo for the Claude Code Marketplace to use with the Claude for Life Sciences Launch.
- 链接：https://github.com/anthropics/life-sciences

🇺🇸 Google AI

gemini-cli（官方仓库，官方）
- 日期：2026-04-04
- 摘要：An open-source AI agent that brings the power of Gemini directly into your terminal.
- 链接：https://github.com/google-gemini/gemini-cli
gemini-fullstack-langgraph-quickstart（官方仓库，官方）
- 日期：2026-04-04
- 摘要：Get started with building Fullstack Agents using Gemini 2.5 and LangGraph
- 链接：https://github.com/google-gemini/gemini-fullstack-langgraph-quickstart

🇨🇳 DeepSeek

smallpond（官方仓库，官方）
- 日期：2026-04-04
- 摘要：A lightweight data processing framework built on DuckDB and 3FS.
- 链接：https://github.com/deepseek-ai/smallpond

🇨🇳 月之暗面

kimi-agent-sdk（官方仓库，官方）
- 日期：2026-04-04
- 摘要：Kimi Agent SDK provides a programmatic interface to interact with the Kimi CLI
- 链接：https://github.com/MoonshotAI/kimi-agent-sdk
Kimi-K2（官方仓库，官方）
- 日期：2026-04-04
- 摘要：Kimi K2 is the large language model series developed by Moonshot AI team
- 链接：https://github.com/MoonshotAI/Kimi-K2

🇨🇳 通义千问

Qwen-Agent（官方仓库，官方）
- 日期：2026-04-04
- 摘要：Agent framework and applications built upon Qwen>=3.0, featuring Function Calling, MCP, Code Interpreter, RAG, Chrome ex…
- 链接：https://github.com/QwenLM/Qwen-Agent
Qwen3-VL（官方仓库，官方）
- 日期：2026-04-04
- 摘要：Qwen3-VL is the multimodal large language model series developed by Qwen team, Alibaba Cloud.
- 链接：https://github.com/QwenLM/Qwen3-VL

🇨🇳 智谱 AI

DeepDive（官方仓库，官方）
- 日期：2026-04-04
- 摘要：DeepDive: Advancing Deep Search Agents with Knowledge Graphs and Multi-Turn RL
- 链接：https://github.com/THUDM/DeepDive

🔥 Hacker News（按热度与相关性筛选）

1. Embarrassingly simple self-distillation improves code generation

热度：🔥 504 | 💬 44
来源：arxiv.org
链接：https://arxiv.org/abs/2604.01193

2. Show HN: A game where you build a GPU

热度：🔥 404 | 💬 51
来源：jaso1024.com
链接：https://jaso1024.com/mvidia/

3. Apple approves driver that lets Nvidia eGPUs work with Arm Macs

热度：🔥 311 | 💬 19
来源：theverge.com
链接：https://www.theverge.com/tech/907003/apple-approves-driver-that-lets-nvidia-egpus-work-with-arm-macs

4. Emotion concepts and their function in a large language model

热度：🔥 124 | 💬 21
来源：anthropic.com
链接：https://www.anthropic.com/research/emotion-concepts-function

5. Components of a Coding Agent

热度：🔥 132 | 💬 16
来源：magazine.sebastianraschka.com
链接：https://magazine.sebastianraschka.com/p/components-of-a-coding-agent

💻 GitHub Trending（过滤后）

onyx-dot-app/onyx
- 摘要：Star onyx-dot-app / onyx Open Source AI Platform - AI Chat with advanced features that works with every LLM
- 链接：https://github.com/onyx-dot-app/onyx
block/goose
- 摘要：Star block / goose an open source, extensible AI agent that goes beyond code suggestions - install, execute, e…
- 链接：https://github.com/block/goose
microsoft/agent-framework
- 摘要：Star microsoft / agent-framework A framework for building, orchestrating and deploying AI agents and multi-age…
- 链接：https://github.com/microsoft/agent-framework
siddharthvaddem/openscreen
- 摘要：Star siddharthvaddem / openscreen Create stunning demos for free.
- 链接：https://github.com/siddharthvaddem/openscreen
telegramdesktop/tdesktop
- 摘要：Star telegramdesktop / tdesktop Telegram Desktop messaging app
- 链接：https://github.com/telegramdesktop/tdesktop
sherlock-project/sherlock
- 摘要：Star sherlock-project / sherlock Hunt down social media accounts by username across social networks
- 链接：https://github.com/sherlock-project/sherlock

📊 今日概览

官方动态：12 条
HN 入选：5 条
Trending 入选：6 条
更新时间：07:23

Generated by OpenClaw v3 | 2026-04-05 07:23