惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

The Cloudflare Blog
小众软件
小众软件
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
T
Tailwind CSS Blog
WordPress大学
WordPress大学
有赞技术团队
有赞技术团队
博客园 - 司徒正美
V
Visual Studio Blog
G
Google Developers Blog
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
月光博客
月光博客
aimingoo的专栏
aimingoo的专栏
博客园_首页
Blog — PlanetScale
Blog — PlanetScale
博客园 - 聂微东
S
SegmentFault 最新的问题
T
The Blog of Author Tim Ferriss
D
Docker
Vercel News
Vercel News
Recent Announcements
Recent Announcements
Last Week in AI
Last Week in AI
爱范儿
爱范儿
J
Java Code Geeks
大猫的无限游戏
大猫的无限游戏

Recent Commits to openclaw:main

test: merge chat side-result checks · openclaw/openclaw@ddd2c2a test: merge cron history checks · openclaw/openclaw@f7eb746 test: merge responsive navigation shell checks · openclaw/openclaw@c2e4b47 docs(changelog): add codex oauth fixes · openclaw/openclaw@628e6cd test: merge navigation routing cases · openclaw/openclaw@5d8cecb Tests: mock channel registry bundled fallback · openclaw/openclaw@2b08233 Secrets: avoid broad web search discovery for single plugin config · openclaw/openclaw@a464f59 test: merge config view browser checks · openclaw/openclaw@20cf511 fix(status): align oauth health with runtime · openclaw/openclaw@eed7116 feat: add macOS screen snapshots for monitor preview (#67954) thanks … · openclaw/openclaw@f377db1 fix: report shared auth scopes in hello-ok (#67810) thanks @BunsDev · openclaw/openclaw@0b6c39b Auto-reply: avoid eager bundled route fallback · openclaw/openclaw@3ea1bf4 Tests: narrow session binding contract setup · openclaw/openclaw@54e4e16 fix(macOS): enable undo/redo in webchat composer text input (#34962) · openclaw/openclaw@00951dc Tests: speed up channel setup promotion · openclaw/openclaw@82b529a Docs: refresh agent instructions · openclaw/openclaw@5775fe2 fix(auth): serialize OAuth refresh across agents to fix #26322 (#67876) · openclaw/openclaw@8e79080 test: allow ollama public surface boundary test · openclaw/openclaw@7d4f1a6 Docs: add test performance guardrails · openclaw/openclaw@89706d3 Tests: restore context-engine usage proof · openclaw/openclaw@e4c4f95 Tests: slim context engine runtime coverage · openclaw/openclaw@74c198f ci: retry failed custom checkouts · openclaw/openclaw@0ee5baf test: trim duplicate provider auth onboarding cases · openclaw/openclaw@1ffc02e matrix: fix sessions_spawn --thread subagent session spawning (#67643) · openclaw/openclaw@1ce2596 test: reduce auth choice fixture churn · openclaw/openclaw@857b9cd test: mock health status config boundaries · openclaw/openclaw@9d5ab4a test: mock onboard config io boundary · openclaw/openclaw@299694d test: mock legacy state plugin boundaries · openclaw/openclaw@2713089 test: mock channel install boundaries · openclaw/openclaw@b945248 test: mock doctor preview channel boundaries · openclaw/openclaw@b1a3ad4
Merge branch 'main' of https://github.com/openclaw/opencl...
vincentkoc · 2026-04-25 · via Recent Commits to openclaw:main

@@ -105,7 +105,7 @@ Read-only operations can run immediately:

105105

- show the audit-log path

106106107107

Persistent operations require conversational approval in interactive mode unless

108-

you pass `--yes` for a one-shot command:

108+

you pass `--yes` for a direct command:

109109110110

- write config

111111

- run `config set`

@@ -153,14 +153,22 @@ model unset. Install or log into Codex/Claude Code, or expose

153153154154

## Model-Assisted Planner

155155156-

Crestodian always starts in deterministic mode. Once a valid OpenClaw model is

157-

configured, local Crestodian can make one bounded model call for fuzzy commands

158-

that the deterministic parser does not understand.

156+

Crestodian always starts in deterministic mode. For fuzzy commands that the

157+

deterministic parser does not understand, local Crestodian can make one bounded

158+

planner turn through OpenClaw's normal runtime paths. It first uses the

159+

configured OpenClaw model. If no configured model is usable yet, it can fall

160+

back to local runtimes already present on the machine:

161+162+

- Claude Code CLI: `claude-cli/claude-opus-4-7`

163+

- Codex app-server harness: `openai/gpt-5.5` with `embeddedHarness.runtime: "codex"`

164+

- Codex CLI: `codex-cli/gpt-5.5`

159165160166

The model-assisted planner cannot mutate config directly. It must translate the

161167

request into one of Crestodian's typed commands, then the normal approval and

162168

audit rules apply. Crestodian prints the model it used and the interpreted

163-

command before it runs anything.

169+

command before it runs anything. Configless fallback planner turns are

170+

temporary, tool-disabled where the runtime supports it, and use a temporary

171+

workspace/session.

164172165173

Message-channel rescue mode does not use the model-assisted planner. Remote

166174

rescue stays deterministic so a broken or compromised normal agent path cannot

@@ -275,6 +283,19 @@ Remote rescue is covered by the Docker lane:

275283

pnpm test:docker:crestodian-rescue

276284

```

277285286+

Configless local planner fallback is covered by:

287+288+

```bash

289+

pnpm test:docker:crestodian-planner

290+

```

291+292+

An opt-in live channel command-surface smoke checks `/crestodian status` plus a

293+

persistent approval roundtrip through the rescue handler:

294+295+

```bash

296+

pnpm test:live:crestodian-rescue-channel

297+

```

298+278299

Fresh configless setup through Crestodian is covered by:

279300280301

```bash