1. Parse input: Extract TYPE and NN from "{TYPE}-{NN}"
2. Determine action:
   - IF TYPE == "TSPEC": Review Mode
   - ELSE IF TYPE == "SPEC": Generate/Find Mode
   - ELSE: Error (invalid type for this autopilot)
3. For Generate/Find Mode:
   - Check: Does TSPEC-{NN} exist in docs/10_TSPEC/?
   - IF exists: Switch to Review Mode for TSPEC-{NN}
   - ELSE: Proceed with Generation from SPEC-{NN}

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Input: SPEC-01
├── Detected Type: SPEC (upstream)
├── Expected TSPEC: TSPEC-01
├── TSPEC Exists: Yes → docs/10_TSPEC/TSPEC-01_f1_iam/
└── Action: REVIEW MODE - Running doc-tspec-reviewer on TSPEC-01

Input: SPEC-05
├── Detected Type: SPEC (upstream)
├── Expected TSPEC: TSPEC-05
├── TSPEC Exists: No
└── Action: GENERATE MODE - Creating TSPEC-05 from SPEC-05

Input: TSPEC-03
├── Detected Type: TSPEC (self)
└── Action: REVIEW MODE - Running doc-tspec-reviewer on TSPEC-03

flowchart TD
    subgraph Phase1["Phase 1: SPEC Analysis"]
        A[Start] --> B[Read SPEC Documents]
        B --> C[Extract Methods]
        C --> D[Extract Interfaces]
        D --> E[Extract Data Models]
        E --> F[Catalog Test Targets]
    end

    subgraph Phase2["Phase 2: Test Coverage Planning"]
        F --> G[Check SPEC TASKS-Ready Score]
        G --> H{Score >= 90%?}
        H -->|No| I[Flag SPEC Issues]
        I --> J{Auto-Fixable?}
        J -->|Yes| K[Fix SPEC Issues]
        K --> G
        J -->|No| L[Abort - Manual Fix Required]
        H -->|Yes| M[Plan Test Coverage]
        M --> N[Allocate Test Types]
    end

    subgraph Phase3["Phase 3: TSPEC Generation"]
        N --> O[Generate UTEST Specs]
        O --> P[Generate ITEST Specs]
        P --> Q[Generate STEST Specs]
        Q --> R[Generate FTEST Specs]
        R --> S[quality-advisor: Real-time Feedback]
        S --> T[Build Coverage Matrix]
        T --> U[Add Traceability Tags]
        U --> V[Write TSPEC Files]
    end

    subgraph Phase4["Phase 4: TSPEC Validation"]
        V --> W[Run doc-tspec-validator]
        W --> X{TASKS-Ready >= 90%?}
        X -->|No| Y[Auto-Fix TSPEC Issues]
        Y --> Z[Re-validate TSPEC]
        Z --> X
        X -->|Yes| AA[Mark TSPEC Validated]
    end

    subgraph Phase5["Phase 5: Review & Fix Cycle"]
        AA --> AB[Run doc-tspec-reviewer]
        AB --> AB2{Score >= 90?}
        AB2 -->|No| AB3[Run doc-tspec-fixer]
        AB3 --> AB4{Iteration < Max?}
        AB4 -->|Yes| AB
        AB4 -->|No| AB5[Flag Manual Review]
        AB2 -->|Yes| AC[Verify Quality Checks]
        AB5 --> AC
        AC --> AD[Update Traceability Matrix]
        AD --> AE[Generate Summary Report]
    end

    AE --> AF[Complete]
    L --> AG[Exit with Error]

docs/10_TSPEC/
├── TSPEC-01_authentication/
│   ├── TSPEC-01.0_index.md              # Suite index
│   ├── TSPEC-01.1_utest.md              # Unit tests
│   ├── TSPEC-01.2_itest.md              # Integration tests
│   ├── TSPEC-01.3_stest.md              # Smoke tests
│   ├── TSPEC-01.4_ftest.md              # Functional tests
│   ├── TSPEC-01.R_review_report_v001.md # Review report
│   ├── TSPEC-01.F_fix_report_v001.md    # Fix report
│   └── .drift_cache.json                 # Drift cache
└── TSPEC-01_authentication.md            # Redirect stub (optional)

flowchart TD
    A[Phase 5 Start] --> B[Run doc-tspec-reviewer]
    B --> C[Generate Review Report]
    C --> D{Review Score >= 90?}

    D -->|Yes| E[PASS - Proceed to Phase 6]
    D -->|No| F{Iteration < Max?}

    F -->|Yes| G[Run doc-tspec-fixer]
    G --> H[Apply Fixes]
    H --> I[Generate Fix Report]
    I --> J[Increment Iteration]
    J --> B

    F -->|No| K[Flag for Manual Review]
    K --> L[Generate Final Report with Remaining Issues]
    L --> E

/doc-tspec-reviewer TSPEC-NN

/doc-tspec-fixer TSPEC-NN --revalidate

/doc-tspec-reviewer TSPEC-NN

Iteration 1:
  Review v001: Score 78 (2 errors, 6 warnings)
  Fix v001: Fixed 5 issues, created 1 test file

Iteration 2:
  Review v002: Score 91 (0 errors, 2 warnings)
  Status: PASS (score >= 90)

@brd: BRD.NN.TT.SS
@prd: PRD.NN.TT.SS
@ears: EARS.NN.TT.SS
@bdd: BDD.NN.TT.SS
@adr: ADR-NN
@sys: SYS.NN.TT.SS
@req: REQ.NN.TT.SS
@spec: SPEC.NN.TT.SS
@ctr: CTR.NN.TT.SS  # Optional

tspec_autopilot:
  version: "1.0"

  scoring:
    tasks_ready_min: 90
    strict_mode: false

  execution:
    max_parallel: 3        # HARD LIMIT - do not exceed
    chunk_size: 3          # Documents per chunk
    pause_between_chunks: true
    auto_fix: true
    continue_on_error: false
    timeout_per_spec: 180  # seconds

  output:
    structure: sectioned  # 4 test type files per TSPEC
    report_format: markdown

  validation:
    skip_validation: false
    fix_iterations_max: 3

  test_types:
    utest: true
    itest: true
    stest: true
    ftest: true

undefined

**Review Process**:

```mermaid
flowchart TD
    A[Input: TSPEC Document] --> B[Load TSPEC Content]
    B --> C[Validate Test Structure]
    C --> D[Check TASKS-Ready Score]
    D --> E[Verify All 4 Test Types]
    E --> F[Validate Coverage Matrix]
    F --> G[Check Element IDs]
    G --> H[Verify Cumulative Tags]
    H --> I[Generate Review Report]
    I --> J{Issues Found?}
    J -->|Yes| K[Categorize Issues]
    K --> L[Generate Fix Recommendations]
    L --> M[Output Review Report]
    J -->|No| M

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**Score Indicators**:
- ✅ Green (>=90%): TASKS-Ready
- 🟡 Yellow (70-89%): Needs improvement
- ❌ Red (<70%): Significant issues

**Review Configuration**:

```yaml
review_mode:
  enabled: true
  checks:
    - test_structure      # All 4 test type files present
    - coverage_matrix     # Coverage >= target per SPEC element
    - spec_alignment      # Tests trace to SPEC methods
    - element_ids         # TSPEC.NN.40-43.SS format
    - cumulative_tags     # 8 required tags present
    - test_assertions     # Each test has clear assertions
  output:
    format: markdown      # markdown, json, html
    include_recommendations: true
    include_fix_commands: true
  coverage_targets:
    utest: 95            # Unit test coverage target %
    itest: 85            # Integration test coverage target %
    stest: 100           # Smoke test must cover critical path
    ftest: 75            # Functional test coverage target %

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**Fix Process**:

```mermaid
flowchart TD
    A[Input: TSPEC Document] --> B[Create Backup]
    B --> C[Load TSPEC Content]
    C --> D[Run Review Analysis]
    D --> E{Auto-Fixable Issues?}
    E -->|No| F[Report: No Fixes Needed]
    E -->|Yes| G[Apply Fixes by Category]

    subgraph FixCategories["Fix Categories"]
        G --> H[Fix Element IDs]
        H --> I[Fix Test Type Structure]
        I --> J[Regenerate Coverage Matrix]
        J --> K[Add Missing Tags]
        K --> L[Fix Section Structure]
        L --> M[Add Missing Test Stubs]
    end

    M --> N[Validate Fixed Document]
    N --> O{Validation Passed?}
    O -->|No| P[Rollback to Backup]
    P --> Q[Report: Fix Failed]
    O -->|Yes| R[Save Fixed Document]
    R --> S[Generate Fix Report]

fix_mode:
  enabled: true
  backup:
    enabled: true
    location: "tmp/backups/"
    timestamp: true
  fix_categories:
    element_ids: true       # Convert legacy ID patterns
    test_types: true        # Create missing test type files
    coverage_matrix: true   # Regenerate coverage tracking
    cumulative_tags: true   # Add 8 required tags
    sections: true          # Add missing sections
    test_stubs: true        # Generate stubs for uncovered SPEC
    assertions: false       # Manual only (flag but don't auto-fix)
  validation:
    post_fix: true          # Validate after fixes
    rollback_on_fail: true  # Restore backup if validation fails
  preserve:
    test_descriptions: true
    test_assertions: true
    test_data: true
    spec_references: true

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**Command Line Options** (Review/Fix Modes):

| Option | Default | Description |
|--------|---------|-------------|
| `--review` | false | Run review mode only |
| `--fix` | false | Run fix mode |
| `--backup` | true | Create backup before fixing |
| `--dry-run` | false | Preview fixes without applying |
| `--only` | all | Comma-separated fix categories |
| `--verbose` | false | Detailed output |
| `--all` | false | Process all TSPEC in directory |
| `--output-format` | markdown | Report format (markdown, json) |
| `--generate-stubs` | true | Generate test stubs for uncovered SPEC |
| `--test-types` | all | Comma-separated test types to fix |

---

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---

docs/10_TSPEC/TSPEC-03_f3_observability/
├── TSPEC-03_f3_observability.md         # ← Main document
├── TSPEC-03.R_review_report_v001.md     # ← Review report
├── TSPEC-03.F_fix_report_v001.md        # ← Fix report
└── .drift_cache.json                     # ← Drift cache