Other skills

Use when deciding what project context should be remembered, retrieved, updated, or deliberately forgotten.

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Use when source-backed project knowledge needs to be created, refreshed, or corrected.

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Agent Brain /brain-wiki: ingesting sources or updating durable project knowledge.

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Agent Brain /brain-ship: a reviewed artifact is ready for release or publication.

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Use when broad work needs to be broken into small verifiable slices.

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Agent Brain /brain-eval: changing Agent Brain behavior or checking quality.

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Use when raw intent must be captured and routed to the right next state.

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Use when EZ_math_model model selection is unclear after the modeling decision tree, the problem spans multiple domains, or modeler needs several candidate approaches before writing modeling_plan.md.

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Use when developing or extending EZ_math_model itself from a written implementation plan, especially adding algorithms, tool skills, templates, or multi-step repo changes.

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Use when EZ_math_model multi or hybrid mode needs several domain-specialist subagents to gather outside knowledge, industry context, model theory, or sensitivity-analysis references in parallel.

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网页抓取与开放检索。Jina Reader（免费零配置）+ Firecrawl + Tavily + Exa + SerpAPI。题目背景涉及行业 / 政策 / 经济时启用；纯数学 / 物理机理题不启用。

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Reflective Memory. Use when working with memory, reflection, context management, or intent tracking. Provides the reflective memory practice — how and when to use keep tools for capturing insights, tracking commitments, and maintaining awareness.

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Reflective Memory

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Register an external knowledge base library in the user-scope global registry at ~/.sdlc/global-libraries.json. Validates that the target path exists, contains a _shelf-index.md, and parses its format_version. Optional helper — hand-editing the JSON is also supported.

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Create a pull request with full validation. Use when ready to submit work for review.

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Rebuild the knowledge base shelf-index with hash-based change detection. Incremental by default — only re-extracts files whose content has changed since the last index. Use after ingesting new sources, after editing library files, or whenever the librarian agent reports a stale index.

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Prepare and ship an iOS build to TestFlight — runs the submission pre-flight checks, fixes the config that blocks uploads/processing, then walks internal→external beta review. Use when releasing an iOS build to testers.

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Mint a new REQ ID in the Assured project's namespace, with module assignment, and append it to the requirements-spec.

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Create a new feature with proposal, retrospective, and branch. Use when starting new development work.

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Validated commit — runs quick checks before committing. Use when ready to commit changes.

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Package source files into plugin directories using release-mapping.yaml. Use when preparing a plugin release.

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Drive agent-knowledge-updater over a batch of staged files in library/raw/. Tracks progress in .batch-progress.json for resume support. Sequential by default; --parallel <N> opt-in (max 5). Single shelf-index rebuild and one consolidated log.md entry at the end.

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File a librarian query result back into the library as a new page with provenance tracking. Karpathy's "good answers can be filed back into the wiki as new pages" insight made concrete. The library compounds from explorations, not just from external sources.

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Guided coaching for delegation team lifecycle — create, update, delete, or review the workforce. The primary interface for team management and fleet-level visibility.

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