v2.1.318
评分
73精选理由
来源可信且信息密度较高,适合进入精选池。
AI 点评
「来自 Claude Code:GitHub Releases(RSS) 的这条信息指向模型能力或模型生态变化,适合用于判断近期 AI 圈的真实动向。」
速览
What's changed Added a record of your answer when Claude Code asks to turn on the mods it writes in a session Added assume_role on mantle upstreams of the Claude apps gateway, for a role in another AWS account and for p…
- What's changed Added a record of your answer when Claude Code asks to turn on the mods it writes in a session Added assume_role on mantle upstreams of the Claude apps gateway, for a role in another AWS account and for p…
- runner_lost, resumed); unset when none was sent Self-hosted runner: Added a startup warning when --release-idle-session-min is the last argument with no value (still ignored) or has a value of only spaces (still read as…
正文
以下为原文,中文全文翻译生成中
What's changed
- Added a record of your answer when Claude Code asks to turn on the mods it writes in a session
- Added
assume_roleonmantleupstreams of the Claude apps gateway, for a role in another AWS account and for per-developer AWS cost attribution - Added an
effortoption to a mod's$.model.fork, so a quick side job can run atlowwhatever effort the session uses; the result reports the effort sent - Added the date a stored claude.ai sign-in ends to
claude auth status(loginExpiresAt) and toclaude -pJSON results (credential_expires_at) - Added a one-line stderr warning to
claude -ptext output, starting 10 days before a stored claude.ai sign-in ends - Fixed
--continuesometimes losing the earlier conversation after a malformed tool call's retries ran out (regression in 2.1.314) - Fixed macOS sessions with many running Bash commands stalling while memory grew
- Fixed permission prompts being answered by keys typed just after sending a message, or before a slow prompt appeared
- Fixed
/logout,claude auth logoutandclaude mcp removereporting success, and changes to trust, consent or MCP settings being dropped with no word, when the config file could not be updated on a shared network home directory - Fixed jobs exiting with
Not logged inwhen another terminal or host signs in again to the same account and organization on the same home - Fixed
claude mcp addandremovewriting the config without its lock: they now wait for it or exit 1, though another job's save can still replace a saved server - Fixed
claude plugincommands exiting before a slow token refresh was saved, which could sign you out on the next run - Fixed
claude plugin validatepassing a custom-named marketplace file thatclaude plugin marketplace addrejects - Fixed stdio MCP servers that exit on the version probe being re-probed on every start; a server that dies in under 3s for its own reason is also pinned to the legacy handshake for 7 days
- Fixed sessions being refused at startup by an
allowedProviderslist that another login on the same machine had stored - Fixed idle compaction replacing a conversation with a reply that was not a summary
- Fixed the "Now using usage credits" notice reappearing about every 30 seconds while a background subagent is running
- Fixed custom slash commands that fail, or that only Claude can invoke, printing nothing in
claude -pand SDK sessions - Fixed
claude -pand Agent SDK sessions reporting success when an API error cut off a reply while a mod hookedturn.step - Fixed a message sent right after a model change still running after Stop in headless sessions: Stop now cancels or stops it as it would a queued message
- Fixed a deleted session transcript being re-created with its last prompt when an idle non-interactive session exited
- Fixed
claude remote-controlhosts, the background daemon and self-hosted runners failing to start new sessions (spawn ENOENT) after an update or version cleanup removed the binary of a still-running process - Fixed a running Claude Code process owned by another user (for example one left by
sudo claude) being treated as dead by version cleanup, which could delete its binary - Fixed
/remote-controlshowing a session as available after a failed connection - Fixed
/design revokereporting success when the request failed with a 404 - Fixed a shell command approved after a self-hosted runner or cloud session restart running in the session's start folder, not the folder it was asked in; if that folder can't be entered, it is not run
- Fixed Claude not being told when an approved connector tool was unavailable after a cloud session restart
- Fixed cloud sessions being stopped in the middle of a turn when the service refuses uploads for several minutes
- Fixed variables a
Setuphook writes toCLAUDE_ENV_FILEnot reaching the Bash tool in some cloud sessions - Fixed the iPhone app showing a cloud session's turn as finished while it kept running, after a response was cut off at a tool call or a refused image or document was removed
- Fixed a restarted session re-sending a message that failed with an API error, ahead of the newer message waiting behind it
- Fixed a restarted session dropping its interrupted turn when the restart came right after Claude read a large image or retried a tool call
- Fixed every connection failing when the
NODE_EXTRA_CA_CERTSfile is empty, not PEM, or starts with a damaged certificate: readable certificates are now used, with a warning on stderr - Fixed workflows re-running finished agents when resumed after a usage limit
- Fixed
/mcpin cloud sessions counting tools the model can't use; a server's row now shows how many of its tools are available - Fixed a duplicate notification when Claude left the status field out of a PushNotification call
- Fixed the error for a too-large image in a request with more than 20 images always saying the limit was 2000px; it now shows the API's limit
- Fixed the runtime in background shell details not updating while the dialog is open
- Fixed a mod's
turn.stephook making a stopped reply finish as a success in headless runs - Fixed retention cleanup leaving a home that only runs
claude -pwith no~/.claude.jsonbackup: it now takes a fresh backup before deleting the last good one - Fixed the stored login being replaced by an empty file when a network home directory has no room left for data but still takes new files
- Fixed tokens from
setup-tokenbeing refused at start on machines withforceLoginOrgUUID, when the token belongs to a permitted organization - Fixed non-interactive launches replacing a
~/.claude.jsonthat isn't valid JSON with defaults; the start now fails, says how to restore the file, and leaves it as is (#87551) - Fixed an empty
~/.claude.jsonwith no backup being reported as corrupted; Claude Code now starts as it does when the file is missing - Fixed the restore command printed for a damaged or missing
~/.claude.jsonnaming an empty or cut-off backup, or failing on a read-only file - Fixed the sign-in failure when a stored claude.ai login reaches its time limit: it now says so, and in
claude -pnamesclaude auth loginandclaude setup-token - Improved how
~/.claude.json, settings files and the stored login survive saves on shared network home directories: they are less often deleted, briefly emptied or replaced by a near-empty or older copy - Improved sessions on network file systems to look again when the configuration file is wrongly reported as missing, so fewer start without your MCP servers and trusted folders
- Improved MCP tool errors: a call made before the tool is loaded now returns its input schema
- Improved the reliability of git commits and pull request creation when the Bash tool runs macOS's built-in
/bin/bash - Improved "Ask your admin for more usage" in the usage limit menu to send the request in one step
- Improved how fast remote sessions reconnect after a pause or sleep
- Improved You should know toasts to say "try again" instead of "press 2", which only works in the terminal
- Improved auto-update reliability: a brief network failure while verifying a release is now retried right away instead of waiting for the next check
- Improved unattended runs (
claude -p, SDK apps) to stop rewriting~/.claude.jsonon every run when nothing in it changed - Changed Claude Code to no longer install or update the IDE extension when started in an IDE terminal; use
/idefrom an outside terminal or your editor's extensions view - Changed subagents to stop instead of switching models when "Switch models when a message is flagged" is set to "Ask each time"
- Changed background subagents to move a shell command to the background after 3 minutes on all providers, so the prompt cache doesn't expire while it runs
- Changed subagent progress summaries on Bedrock, Vertex, Foundry, or with telemetry off: on a cold prompt cache, one can now wait up to 5 minutes for the subagent's pending response
- Changed what a mod attaches at
prompt.submitto stay in the user's turn rather than go out as a system message - Changed
deniedMcpServersURL entries to also block Anthropic-provided servers whose upstream URL matches, and connectors in cloud sessions and on self-hosted runners, where the session is given the connector's own URL; otherwise deny a connector by name - Changed the
/permissionsrule details, built-in rules and delete confirmation views to use the standard dialog; pressing Ctrl+C twice there now goes back or cancels instead of quitting - Changed
/claude-api managed-agents-onboardto give a new agent's built-in tools, and a quickstart template's MCP tools, theautopermission policy ("Judge risky actions") by default, matching the Claude Console; say "run without asking" to opt out - Removed the 2.1.288 fix that kept the model's earlier thinking when resuming a conversation started on 2.1.286 or earlier; that thinking can now be dropped
- Gateway: Added a log warning when the Google access token from a federation (
external_account) credentials file is about to expire - Gateway: Improved the log hints about
listen.trusted_proxies: they now say to list only a proxy that adds the connecting address toX-Forwarded-Foritself - Gateway: Improved the warning when AWS CountTokens fails on Amazon Bedrock: it says Claude Code, not the gateway, counts after the 501, and points at IAM only when AWS denies access
- Self-hosted runner: Added
CLAUDE_RUNNER_SPAWN_REASONto the orchestrator's spawn-runner hook environment: why Anthropic sent the request (e.g.runner_lost,resumed); unset when none was sent - Self-hosted runner: Added a startup warning when
--release-idle-session-minis the last argument with no value (still ignored) or has a value of only spaces (still read as0) - Self-hosted runner: Changed the orchestrator's log lines:
ok session=…now prints at every log level on stdout (was debug only, stderr) withreason=…afterjti=…, andnack session=…ends its fields withreason=…afterretryable=…; update scripts that matchretryable=true:orretryable=false: - Remote Control: Fixed a misleading "spawn error: ENOENT" when a session's working folder is missing; the error now names the folder
- Remote Control: Improved the title a fork of a terminal fork is created with when the app doesn't set one: "Name (fork 2)"
- [VSCode] Fixed a window whose sign-in the organization's settings refuse starting a new Claude Code process in the background every minute
- [VSCode] Fixed a long word in the chat panel's error banner pushing its close button out of view
- [VSCode] Improved the sign-in screen to show what Claude Code printed when its sign-in status check fails
- [Cloud sessions] Added a No repository option: a cloud session on an Anthropic-hosted environment can now start without picking a repository
- [Cloud sessions] Added the usual Chrome names to cloud sessions, so tools other than Playwright can find the built-in Chromium through google-chrome and CHROME_PATH
- [Cloud sessions] Added a New session button to the card shown when a cloud session's environment was deleted, where the message box is hidden
- [Cloud sessions] Fixed reading GitHub Actions logs in cloud sessions:
gh run view --logandgh apilog requests now get the log in most environments, not an unreachable redirect - [Cloud sessions] Improved most Create PR failure messages in cloud and Remote Control sessions: they now give the reason or a link to GitHub instead of saying Try again
- [Cloud sessions] Changed connector search results to tell Claude that the search covers only part of the connector directory
- [Remote Control] Fixed side-by-side checkouts of one repository looking identical in the environment menu's Remote Control rows; each now shows its own folder name
- [Claude Tag] Fixed keyboard focus and screen reader announcements in Claude Tag admin setup; pressing Escape in the connect form no longer also closes the Add dialog
- [Code Review] Improved the Code Review analytics page to retry once after a server or network failure, then show a Try again banner instead of empty cards
相关条目
精选DeepSeek V4 在 OpenRouter 上的代币份额翻倍,智能体工作负载成主要驱动力
DeepSeek V4 的快速采用表明市场对高性能、低成本推理模型的强烈偏好,尤其是智能体场景将重塑 AI 部署格局。
91
精选启用两项设置使ARC-AGI-3基准测试分数提升三倍
这项发现太关键了!它表明模型的性能不仅取决于训练,还取决于推理时的配置。对于AI工程师和研究者来说,这是一个必须注意的优化方向。特别是那些在资源受限设备上部署模型的团队,可能会因此找到低成本提升能力的方法。
91
精选GPT-5.6:前沿智能与前沿效率的融合
这条消息值得关注,因为它标志着大模型竞争从单纯拼参数转向拼效率。对于AI开发者和企业决策者来说,GPT-5.6意味着可以用更少预算获得更高性能,尤其适合那些被推理成本挡在门外的长上下文或Agent场景。OpenAI这一步,可能重新定义‘前沿’的标准。
91
精选LFM2.5-Encoder:面向CPU快速长上下文推理的新模型
这篇博文让我眼前一亮,因为它直接解决了大模型在CPU上跑长上下文的痛点。对于没有高端GPU的团队或个人开发者,LFM2.5-Encoder系列提供了可立即使用的开源方案。尤其推荐给做RAG、文档搜索或代码分析的朋友——现在用普通服务器就能处理百万级token的文档了。
91
精选GPT-Red:OpenAI通过自我对弈实现AI红队自动化,提升模型鲁棒性
GPT-Red 是红队测试从人工到自动化的里程碑,特别适合安全工程师和对齐研究者关注。它直接降低了测试成本,但也引发了对“自动攻击”本身的伦理讨论——值得所有关注AI治理的人深入思考。
91
精选OpenAI推出GPT-5.5生物漏洞赏金计划
这个计划值得关注,因为它首次将AI漏洞赏金制度拓展到生物安全领域,不仅为安全社区提供了新的研究方向,也为AI风险治理提供了实际演练场。对模型安全研究者、生物安全专家以及关心AI双重用途的从业者尤其重要。
91
精选vLLM推出原生速度Transformers建模后端,大幅提升推理性能
这项更新对于AI工程团队非常关键:无需格式转换意味着能更快地迭代模型,而2-5倍的速度提升直接降低GPU成本。如果你正在做LLM在线服务或者批量推理,这几乎是必读的技术更新。
90
精选Google DeepMind 发布手语转文本模型 SL2T,助力聋人用户
这则消息的意义不仅在于技术突破,更在于AI开始真正关注边缘群体的需求。对开发者而言,SL2T的架构思路和技术路径值得深入研究;对无障碍倡导者来说,这是推动行业标准的重要案例。