# # Context Loading Guide Decision trees and strategies for Just-in-Time context retrieval. This guide helps agents load the minimal necessary context at the right time. ## Core Principle **Load context when making decisions, not before.** Every piece of context loaded costs tokens. Load only what you need, when you need it, for the specific decision you're making RIGHT NOW. ## Universal Loading Rules ### Always Load (Every Task Start) - ✅ Agent role definition - ✅ [core-principles.md](core-principles.md) - ✅ Current task description and requirements - ✅ Explicitly referenced artifacts (checkpoints, PRDs, specs) ### Never Load (Unless Specific Decision) - ❌ Technology-specific implementation guides - ❌ Best practices documentation - ❌ Pattern libraries - ❌ Other agents' domain-specific guides ### Ask Before Loading Before loading ANY additional file, ask these 4 questions: 1. **Am I making THIS decision RIGHT NOW?** (Not later, not "might need") 2. **Is this MY role's responsibility?** (Not another agent's domain) 3. **Is this already in checkpoint/requirements?** (Don't duplicate) 4. **Can I use role knowledge instead?** (Load only for complex/unfamiliar decisions) If answer to #1 or #2 is NO → **Don't load it** ## Decision Tree by Task Type ### Task: Greenfield Project Architecture ``` Start: Load requirements + core-principles.md │ ├─ Technology Stack Decision? │ └─ YES → Load technology-stack-guide.md │ └─ NO → Skip (already decided) │ ├─ Deployment Strategy Decision? │ └─ YES → Load deployment-strategies.md │ └─ NO → Skip (decide later) │ ├─ Security Requirements Present? │ └─ YES (auth/PII/payments) → Load security-guidelines.md │ └─ NO → Skip │ ├─ Architecture Pattern Decision? │ └─ YES → Load architecture-patterns.md │ └─ NO → Use standard monolith, skip │ └─ Implementation Details? └─ SKIP ALL (delegate to implementation agents) ``` **Token Budget**: ~2,000-4,000 tokens - Base: ~500 tokens (role + requirements) - Stack guide: ~1,000 tokens - Deployment: ~500 tokens - Security (if needed): ~1,000 tokens ### Task: Feature Development (Existing Project) ``` Start: Load checkpoint + feature requirements │ ├─ New Components Needed? │ ├─ Simple component → Use role knowledge (skip guides) │ └─ Complex reusable component → Load component-design-guidelines.md │ ├─ State Management Decision? │ ├─ Already defined in architecture → Use existing pattern (skip guide) │ └─ New state solution needed → Load state-management-guide.md │ ├─ New API Endpoints? │ ├─ Standard CRUD → Use role knowledge (skip guides) │ └─ Complex/new API type → Load api-implementation-patterns.md (specific section only) │ ├─ Authentication/Authorization Changes? │ └─ YES → Load security-guidelines.md │ └─ NO → Skip │ └─ Performance Requirements? └─ YES → Load performance-checklist.md └─ NO → Skip ``` **Token Budget**: ~1,000-2,000 tokens - Base: ~700 tokens (checkpoint + requirements) - Add ~300-500 per guide loaded - Target: Load max 1-2 guides per feature ### Task: API Design ``` Start: Load requirements + data models │ ├─ What API Type? │ ├─ REST → Load REST section of api-implementation-patterns.md (~200 tokens) │ ├─ GraphQL → Load GraphQL section of api-implementation-patterns.md (~300 tokens) │ └─ tRPC → Load tRPC section of api-implementation-patterns.md (~200 tokens) │ ├─ Authentication Endpoints? │ └─ YES → Load security-guidelines.md │ └─ NO → Skip │ └─ Existing API Standards? ├─ YES → Follow existing patterns (skip guide) └─ NO → Load api-best-practices.md ``` **Token Budget**: ~1,000-1,500 tokens - Base: ~500 tokens - API pattern section: ~200-300 tokens - Security (if auth): ~1,000 tokens ### Task: Code Review ``` Start: Load code being reviewed + task context │ ├─ Check Architecture Alignment? │ └─ Load architecture-review-checklist.md │ ├─ Security-Critical Code (auth/validation)? │ └─ Load security-guidelines.md │ ├─ Performance-Critical Code? │ └─ Load performance-checklist.md │ └─ General Code Quality? └─ Load development-guidelines.md ``` **Token Budget**: ~800-1,500 tokens - Code: ~500 tokens - Checklist: ~300-500 tokens - Add specific guides as needed ### Task: Database Schema Design ``` Start: Load requirements + data relationships │ ├─ Database Type Decision? │ ├─ Choosing SQL vs NoSQL → Load database-design-patterns.md (comparison section) │ └─ Already chosen → Skip, use existing │ ├─ Complex Relationships? │ └─ Load database-design-patterns.md (schema design section) │ └─ Simple CRUD Schema? └─ Use role knowledge (skip guides) ``` **Token Budget**: ~800-1,200 tokens ### Task: TypeScript Migration ``` Start: Load existing JavaScript code + migration requirements │ ├─ Project Setup? │ └─ Load development-guidelines.md (tsconfig section) │ ├─ Complex Type Scenarios? │ └─ Load TypeScript advanced patterns │ └─ Gradual Migration Strategy? └─ Load migration guide ``` **Token Budget**: ~1,000-2,000 tokens ## Decision Trees by Agent Role ### React Developer ``` Task Received │ ├─ Component Implementation (Simple) │ └─ Load: NOTHING (use role knowledge) │ ├─ Component Implementation (Complex/Reusable) │ └─ Load: component-design-guidelines.md │ ├─ State Management Decision │ └─ Load: state-management-guide.md │ ├─ Performance Optimization │ └─ Load: performance-checklist.md │ ├─ Form Implementation │ └─ Load: form validation patterns │ └─ Testing Complex Component └─ Load: testing-strategy.md ``` ### Node Backend Developer ``` Task Received │ ├─ CRUD Endpoints (Standard) │ └─ Load: NOTHING (use role knowledge) │ ├─ Authentication/Authorization │ └─ Load: security-guidelines.md │ ├─ Framework Selection │ └─ Load: backend-patterns.md (framework comparison) │ ├─ Complex Queries / Performance Issues │ └─ Load: database-optimization.md │ └─ Background Jobs └─ Load: job queue patterns ``` ### Solution Architect ``` Task Received │ ├─ Requirements Analysis │ └─ Load: NOTHING except requirements │ ├─ Technology Stack Decision │ └─ Load: technology-stack-guide.md │ ├─ Architecture Pattern Selection │ └─ Load: architecture-patterns.md │ ├─ Deployment Strategy │ └─ Load: deployment-strategies.md │ ├─ Security/Compliance Requirements │ └─ Load: security-guidelines.md │ └─ Implementation Details └─ SKIP (delegate to implementation agents) ``` ### API Developer ``` Task Received │ ├─ REST API Design │ └─ Load: api-implementation-patterns.md (REST section ONLY) │ ├─ GraphQL API Design │ └─ Load: api-implementation-patterns.md (GraphQL section ONLY) │ ├─ tRPC API Design │ └─ Load: api-implementation-patterns.md (tRPC section ONLY) │ ├─ Auth Endpoints │ └─ Load: security-guidelines.md │ └─ Standard CRUD └─ Load: NOTHING (use OpenAPI spec template) ``` ### TypeScript Expert ``` Task Received │ ├─ Project Setup / tsconfig │ └─ Load: development-guidelines.md (TS section) │ ├─ Standard Type Definitions │ └─ Load: NOTHING (use role knowledge) │ ├─ Complex Generics / Advanced Types │ └─ Load: TypeScript advanced patterns │ └─ JS to TS Migration └─ Load: migration guide ``` ## Context Loading Patterns ### Pattern 1: Minimal Start **When**: Every task **Load**: Role + core-principles.md + task requirements only **Skip**: Everything else until decision point **Tokens**: ~500-700 ### Pattern 2: Checkpoint-Based **When**: Continuing multi-phase workflow **Load**: Most recent checkpoint + current task **Skip**: Full phase history, archived discussions **Tokens**: ~800-1,200 ### Pattern 3: Decision-Triggered **When**: Making specific technology/pattern choice **Load**: Single guide for that decision **Skip**: All other guides **Tokens**: +300-1,000 (per decision) ### Pattern 4: Section-Only Loading **When**: Loading large reference file **Load**: Only relevant section (e.g., "REST API" from api-implementation-patterns.md) **Skip**: Other sections **Tokens**: ~200-500 vs ~1,500-3,000 (full file) ### Pattern 5: Progressive Expansion **When**: Complex task with multiple decision points **Load**: Stage 1 (minimal) → Stage 2 (decision guides) → Stage 3 (implementation patterns) **Skip**: Future stage context until needed **Tokens**: Spread across stages, create checkpoints between ## Red Flags: When You're Over-Loading 🚩 **Red Flag Signals**: - Loading >3 data files for single task - Loading files "just in case" - Loading before knowing what decision you're making - Loading other agents' domain-specific guides - Loading implementation details during architecture phase - Loading optimization guides before having performance issue ## Token Budget Guidelines ### By Task Complexity **Simple Task** (component, CRUD endpoint, type definition): - Budget: <1,000 tokens total - Load: Role + task only **Medium Task** (feature, API design, review): - Budget: 1,000-2,000 tokens - Load: Role + task + 1-2 specific guides **Complex Task** (architecture, migration, system design): - Budget: 2,000-4,000 tokens - Load: Role + task + multiple guides - Strategy: Use checkpoints to compress **Multi-Phase Workflow**: - Budget: <10,000 tokens cumulative - Strategy: Checkpoint after each phase (compress to ~1,000 tokens) ### Budget Triggers **Create Checkpoint When**: - Phase context exceeds 3,000 tokens - Transitioning between workflow phases - Completed major decision point - 5+ agent interactions in sequence **Archive Context When**: - Discussion exceeds 1,000 tokens - Implementation details complete - Decision finalized (keep conclusion only) ## Validation Checklist Before loading any file, verify: - [ ] I am making a specific decision RIGHT NOW (not "might need later") - [ ] This decision is my role's responsibility - [ ] This information is NOT in checkpoint/requirements already - [ ] I cannot use my role knowledge for this decision - [ ] I am loading ONLY the relevant section, not entire file - [ ] I have not already loaded >2 guides for this task - [ ] This will help me complete THIS task, not future tasks **If any checkbox is unchecked → Don't load it** ## Examples ### ✅ Good: JIT Loading **Task**: Build user authentication system **Sequence**: 1. Start: Load role + core-principles.md + requirements (~500 tokens) 2. Decision: Auth approach → Load security-guidelines.md (~1,000 tokens) 3. Decision: API design → Load api-implementation-patterns.md (REST section ~200 tokens) 4. Implementation: Use loaded context, skip additional guides 5. Total: ~1,700 tokens ### ❌ Bad: Upfront Loading **Task**: Build user authentication system **Sequence**: 1. Start: Load role + security-guidelines.md + api-implementation-patterns.md + database-optimization.md + deployment-strategies.md + best-practices.md (~6,000 tokens) 2. Use: Only security-guidelines.md and partial API patterns 3. Waste: ~4,000 tokens of unused context **Problem**: Loaded everything upfront, used <40% of it ### ✅ Good: Section-Only Loading **Task**: Design REST API for user service **Sequence**: 1. Load: Role + task (~500 tokens) 2. Load: REST section from api-implementation-patterns.md (~200 tokens) 3. Skip: GraphQL, tRPC, WebSocket sections 4. Total: ~700 tokens vs ~1,500 if loaded full file ### ❌ Bad: Full File Loading **Task**: Design REST API for user service **Sequence**: 1. Load: Full api-implementation-patterns.md (~1,500 tokens) 2. Use: Only REST section (~200 tokens worth) 3. Waste: ~1,300 tokens of GraphQL/tRPC/WebSocket patterns ## Summary **Golden Rules**: 1. Start minimal (role + task + requirements) 2. Load on decision points (not before) 3. Load sections, not full files 4. Ask 4 questions before loading 5. Create checkpoints when >3K tokens 6. Archive verbose context immediately **Target**: <1,000 tokens for simple tasks, <2,000 for medium, <4,000 for complex **Remember**: Context is expensive. Every token loaded must directly contribute to the current decision.