Validate chat pipeline invariants and SSE flow to prevent state drift.
npx skills add https://github.com/xg-gh-25/SwarmAI --skill chat-brain-check
Please help me install this Agent Skill. Skill: chat-brain-check Source: https://github.com/xg-gh-25/SwarmAI/tree/main/backend/skills/s_chat-brain-check Command: npx skills add https://github.com/xg-gh-25/SwarmAI --skill chat-brain-check
This skill provides structured validation for chat experiences by enforcing quick checks after changes and comprehensive audits before releases, reducing regressions and drift in chat state.
Run a quick check after every chat-related change, and schedule a full audit before major releases.
High-intent search queries and answers about installing and using this skill.
To prevent chat state drift, run quick automated invariant scans after each change and schedule full scenario audits before releases. This tiered validation approach enforces deterministic gates and test suites to ensure safe rollback and reproducibility.
A quick check runs fast automated tests and invariant scans for immediate feedback after code changes, whereas a full audit performs thorough scenario traces and regression coverage to verify release readiness before deployment.
Set up deterministic gates by applying auditable rules to backend chat components and frontend streaming. These gates enforce quick checks after changes and full audits before releases to validate state-machine correctness and SSE flow for safe rollback.
Yes, chat validation covers both backend chat components and frontend streaming. It safeguards SSE pipelines and enforces state-machine correctness across the stack to reduce regressions and ensure invariants hold during runtime.
Run a full chat audit before major releases to ensure release readiness through thorough scenario traces and regression coverage. Use quick checks for fast automated testing and invariant scans immediately after each individual code change.
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