'ai-context' 검색 결과

Manage AI context windows with compression. TRIGGERS - Use when user needs help with ai-context-window-manager related tasks.

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Manage AI context windows with compression. TRIGGERS - Use when user needs help with ai-context-window-manager related tasks.

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Combine code from local directories or GitHub into one structured file for AI analysis. Examine project structure, search for related code, and check estimated tokens, the units AI models use to process text.

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• Preparing a single codebase file for AI analysis
• Reviewing a project's directory structure
• Finding authentication code and database models

Build the context an AI needs to do a task well — the background, constraints, examples, and format it can't guess — so you get a great result on the first try instead of a generic one you have to keep correcting. Use when asked why does AI give me generic answers, how do I give AI better context, my AI results are mediocre, or how do I get it right the first time. Produces the specific context this task needs (who/what/constraints/examples/format), a reusable primer you can paste ahead of the request, the difference between a starved prompt and a well-briefed one, and what to leave out — turning vague back-and-forth into a strong first result.

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Design metacognitive checkpoints that prevent AI-assisted learning from bypassing genuine understanding. Use when students use AI tools and may overestimate their own comprehension.

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Designs cross-session agent memory: point-in-time facts, consolidation, tenant isolation. Use when auditing user memory or Mem0/Zep. Not for repo context (dev-context-engineering).

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Design metacognitive checkpoints that prevent AI-assisted learning from bypassing genuine understanding. Use when students use AI tools and may overestimate their own comprehension.

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[Documentation] Use when generating, smart-merging or refactoring the root AI context (CLAUDE.md, AGENTS.md) and its Claude/Codex projections. Config file only: project-config.

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[Utilities] Use when setting up or re-evaluating portable project context end to end: project-config, reference docs, CLAUDE.md, AGENTS.md. One piece only: project-config, docs-manager --mode=init or ai-context-refresh.

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[Utilities] Use when syncing the project-config file (default docs/project-config.json) with the current workspace structure. Not reference docs (scan) or CLAUDE.md (ai-context-refresh).

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