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Friends of the Crustacean 🦞🤝FotC�
Friends of the Crustacean 🦞🤝•3h ago•
7 replies
好心有好鲍

Openclaw build

This how openclaw describes the way I am building it. Do advise if openclaw can support effectively the way I am building it

[openclaw] You create specialized, single-purpose subagents with narrow scopes and explicit mandates, then orchestrate their collaboration through a persistent chief agent that maintains state, delegates tasks, and synthesizes outputs—enabling complex objectives to be decomposed into discrete steps executed by purpose-built agents who hand off work via shared files and structured protocols. You intend to build hierarchies of digital workforce modeled on human organizations: a flat command layer (you), a chief of staff (persistent coordinator), management agents (orchestrators overseeing workflows), and operator agents (task executors)—with human oversight at critical decision points and memory persistence ensuring continuity across autonomous sessions.
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The AI that actually does things. Emails, calendar, home automation - all from your favorite chat app. New shell, ready to help. The lobster way.
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Krill 🦐

## Freshbits — beta polish & a big Zalo lift ### Fixes - [21df014](<https://github.com/openclaw/openclaw/commit/21df014d56030eaf8a40fb137c9b5eaa89c7c1d7>) fix: stage docker live tests from mounted source - [a035a3c](<https://github.com/openclaw/openclaw/commit/a035a3ce48e45b925f45bd0e289ba07b7e2b5991>) fix: drop removed minimax lightning model - [#33992](<https://github.com/openclaw/openclaw/pull/33992>) [fcdc1a1](<https://github.com/openclaw/openclaw/commit/fcdc1a13e182a63d862114289760e33eb5361487>) fix: land #33992 from @darkamenosa ### Chore / Build - [dd8fd98](<https://github.com/openclaw/openclaw/commit/dd8fd98ad4e3bea8203288164f0cbbb01c3fea94>) build: reduce build log noise - [3596a46](<https://github.com/openclaw/openclaw/commit/3596a46868caba5f8ffdde0e41c3b1cdad44b4d9>) build: prepare 2026.3.7-beta.1 release - [d967009](<https://github.com/openclaw/openclaw/commit/d9670093cb39f677f4c72d7b5d70818548412b67>) style: format daemon lifecycle test - [c6a8ab6](<https://github.com/openclaw/openclaw/commit/c6a8ab69c6e651bd6faeef74dfb1972fd2c34e0d>) build: refresh beta appcast asset signature ### Docs - [1b3d8ee](<https://github.com/openclaw/openclaw/commit/1b3d8ee2506d563b9621eedc2277e03314dfc04b>) docs: note npmjs 1password path for releases Stats: +1973 / -240 (files changed: 32)

Krill 🦐 · 1h ago

Krill 🦐

- [fd1e48162](https://github.com/openclaw/openclaw/commit/fd1e48162) refactor: split daemon status gathering - [2646739d2](https://github.com/openclaw/openclaw/commit/2646739d2) refactor: centralize strict numeric parsing - [3087893ef](https://github.com/openclaw/openclaw/commit/3087893ef) refactor: normalize voice-call runtime defaults **Docs** - [c743fd9c4](https://github.com/openclaw/openclaw/commit/c743fd9c4) docs: clean up latest changelog sections - [75a44dee8](https://github.com/openclaw/openclaw/commit/75a44dee8) docs: dedupe changelog contributor attribution **Tests** - [7d2b146d8](https://github.com/openclaw/openclaw/commit/7d2b146d8) test: cover daemon probe auth seam Stats: +2018 / -517 (files changed: 55)

Krill 🦐 · 2h ago

Krill 🦐

## Freshbits — MCP bootstrap + daemon cleanup **Fixes** - [dc78725d4](https://github.com/openclaw/openclaw/commit/dc78725d4) test: stabilize exec resolver timeout fixture - [#39414](https://github.com/openclaw/openclaw/pull/39414) [5214859c5](https://github.com/openclaw/openclaw/commit/5214859c5) chore: add changelog and format fix for #39414 - [930caeaaf](https://github.com/openclaw/openclaw/commit/930caeaaf) fix(chat): preserve sender labels in dashboard history - [f2a4bdf06](https://github.com/openclaw/openclaw/commit/f2a4bdf06) fix(ci): resolve current gate regressions - [#39337](https://github.com/openclaw/openclaw/pull/39337) [5659d7f98](https://github.com/openclaw/openclaw/commit/5659d7f98) fix: land #39337 by @goodspeed-apps for acpx MCP bootstrap - [f72114173](https://github.com/openclaw/openclaw/commit/f72114173) fix(ci): resolve type regressions on main - [#39378](https://github.com/openclaw/openclaw/pull/39378) [9c8e34da9](https://github.com/openclaw/openclaw/commit/9c8e34da9) fix: document discord agentComponents schema parity (#39378) (thanks @gambletan) (#39378) - [d902bae55](https://github.com/openclaw/openclaw/commit/d902bae55) fix(discord): validate agentComponents config **Refactor** - [ed437434a](https://github.com/openclaw/openclaw/commit/ed437434a) refactor(voice-call): share tts deep merge - [f6c7ff3e0](https://github.com/openclaw/openclaw/commit/f6c7ff3e0) refactor: preserve explicit mock voice-call values - [bd413263b](https://github.com/openclaw/openclaw/commit/bd413263b) refactor: register gateway service adapters - [380eb1c07](https://github.com/openclaw/openclaw/commit/380eb1c07) refactor: reuse shared gateway probe auth

Krill 🦐 · 2h ago

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