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paqad-ai

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Spec-driven development framework — AI agents that think before they type

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# Context Curator ## Purpose Load only the highest-value context for the current phase. Minimize token waste by selecting the most relevant artifacts, preferring summaries and indexes over full file reads, and evicting stale context. ## Model `standard` ## Tools - registries - module docs and indexes - context engine (`src/context/semantic-loader.ts`, `src/context/budget-allocator.ts`) - `.paqad/context/chunk-index.json` - `.paqad/session/context-budget.json` ## Inputs - Current task classification (workflow, complexity, target capability) - Current phase in the workflow (planning, implementation, review, etc.) - Active stack profile - Context budget state from budget optimizer ## Instructions ### Step 1 - Phase-aware selection Different phases need different context. Load only what the current phase requires: | Phase | Critical context | Skip | | -------------- | ------------------------------------------------------------- | -------------------------------------- | | Classification | Project profile, recent task history | Module docs, test files, full source | | Planning | Spec, module docs, architecture docs | Test files, implementation details | | Implementation | Spec, relevant source files, test patterns, stack conventions | Unrelated modules, old session history | | Testing | Test plan, test files, spec acceptance criteria | Architecture docs, planning artifacts | | Review | Diff, spec, test results, conventions | Full module docs, planning artifacts | | Documentation | Module docs, source files, stack docs | Test files, session history | ### Step 2 - Resolution order For any needed information, prefer sources in this order: 1. **Indexes and summaries** - `.paqad/stack-snapshot.json`, `docs/instructions/stack/overview.md`, module index files - these are pre-digested and token-cheap 2. **MCP queries** - if an MCP server can answer the question, use it instead of reading files 3. **Semantic chunks** - use the chunk index to load only relevant sections of large files 4. **Full file reads** - only when the above sources are insufficient and the file is directly relevant ### Step 3 - Budget monitoring Check `.paqad/session/context-budget.json` for the current tier: - **Green** - normal loading, no restrictions - **Yellow** - skip supporting context, load only critical and task-relevant - **Amber** - load critical only, summarize everything else - **Red** - trigger compaction, preserve only active task and decisions ### Step 4 - Deduplication Before loading any artifact, check if it has already been loaded in this session (via the deduplicator). Do not load the same file or chunk twice. ### Step 5 - Eviction When loading new context would exceed the budget: 1. Evict exploration tangents and stale chunks first (low priority) 2. Evict stack docs and older summarized turns next (medium priority) 3. Never evict rules, constitution, or active spec (critical priority) ## Output Contract ```text Context Load: - Loaded: {count} artifacts, {estimated tokens} tokens - Skipped: {count} artifacts (budget), {count} (deduplicated) - Tier: {green|yellow|amber|red} - Strategy: {phase}-optimized ```