docs: Standardize image widths to fixed pixel values in reporting chapter.

workflow_debug_copy.md

@@ -0,0 +1,191 @@
+---
+description: Optimized audit, fix, and humanize workflow (v2.0)
+---
+
+# Audit-Fix-Humanize Workflow v2.0 (Optimized)
+
+## Quick Start
+
+```bash
+python workflows/scripts/process_chapter.py filename.md
+```
+
+## Phase 1: Parallel Technical Audit
+
+// turbo
+
+```text
+You are a technical document auditor. Perform verification with these optimizations:
+
+PARALLEL PROCESSING:
+- Verify all URLs concurrently (max 10 parallel)
+- Use cached responses (24-hour TTL)
+- Timeout requests at 30 seconds
+- Retry failed URLs 3x with exponential backoff
+
+VERIFICATION SCOPE:
+
+1. REFERENCE VALIDATION
+   - Verify URLs return 200/301 status
+   - Check tools exist (GitHub, PyPI)
+   - Validate CVEs, MITRE ATT&CK IDs, OWASP refs
+   - Flag dead links vs paywalled content
+
+2. FACTUAL ACCURACY
+   - Cross-reference statistics against sources
+   - Verify dates, numbers, incident details
+   - Validate code syntax and API endpoints
+
+3. HALLUCINATION DETECTION
+   - Flag fabricated tools/libraries
+   - Identify non-existent CVEs/papers
+   - Mark unverifiable claims
+
+4. LOGICAL CONSISTENCY
+   - Identify unsupported claims
+   - Detect contradictions
+   - Verify attack chain feasibility
+
+OUTPUT FORMAT (JSON):
+{
+  "metadata": {"chapter": "...", "audit_date": "...", "duration_seconds": 360, "version": "2.0"},
+  "summary": {"total_issues": 8, "by_severity": {"CRITICAL": 1, "HIGH": 2, "MEDIUM": 3, "LOW": 2}, "reliability_score": 87},
+  "issues": [
+    {"severity": "HIGH", "lines": [82], "type": "Factual", "issue": "...", "evidence": "...", "fix": "...", "source": "..."}
+  ]
+}
+
+Save report to artifacts. Process document automatically. Unattended, accept all.
+```
+
+**Duration**: 4-6 min
+
+## Phase 2: Safe Automated Fixing
+
+// turbo-all
+
+```text
+Apply fixes from audit report with safety measures:
+
+TRANSACTION SAFETY:
+1. Create backup
+2. Apply fixes incrementally
+3. Validate after each edit
+4. Rollback on error
+
+PRIORITY ORDER:
+- CRITICAL: Skip (manual review)
+- HIGH: Apply with extra validation
+- MEDIUM/LOW: Auto-apply
+
+AUTO-APPLY RULES:
+✓ Author corrections
+✓ URL format fixes
+✓ Venue/year updates
+✓ Section numbering
+✓ Section numbering
+✗ Code blocks (manual)
+✗ Technical claims (manual)
+
+For each issue:
+1. Assess risk (skip if HIGH)
+2. Backup
+3. Apply replacement
+4. Validate markdown + no new errors
+5. Rollback if validation fails
+
+Output: Fixed chapter, summary JSON, diff file. Execute automatically. Unattended.
+```
+
+**Duration**: 3-4 min
+
+## Phase 3: Accuracy-Preserving Humanization
+
+// turbo
+
+````text
+Transform AI prose to human writing with strict preservation:
+
+BATCH TRANSFORMATION:
+- "Furthermore" → "Also" / "Plus" / [delete]
+- "However" → "But" / "Though"
+- "Therefore" → "So"
+- "Additionally" → "And"
+- "It's important to note" → [delete]
+- "When it comes to" → [delete]
+
+PROTECTED ELEMENTS (DO NOT MODIFY):
+- Code blocks (```...```)
+- Inline code (`...`)
+- Citations ([Author](URL))
+- Numbers/statistics
+- Technical terms
+- URLs/links
+- Math formulas ($...$)
+
+TRANSFORMATION RULES:
+1. SENTENCE STRUCTURE: Vary length, fragments, "And"/"But" starters
+2. VOCABULARY: Contractions, casual connectors
+3. TONE: Technical but human
+
+QUALITY VERIFICATION:
+1. Code blocks exact match
+2. Citations intact
+3. Numbers unchanged
+4. Length within 15% original
+
+Output: Humanized chapter, accuracy report. Execute automatically.
+````
+
+**Duration**: 5-7 min
+
+## Validation Gates
+
+**Post-Audit**: ≥90% URLs checked, valid format
+**Post-Fix**: Markdown valid, code unchanged, no new errors
+**Post-Humanize**: Code identical, citations intact, length 85-115%
+
+## Error Handling
+
+- **NetworkTimeout**: 3 attempts, skip URL
+- **RateLimited**: 5 attempts, exponential wait
+- **ValidationError**: Rollback immediately
+- **MarkdownError**: Attempt auto-fix or skip
+
+## Configuration
+
+```yaml
+audit:
+  parallel_requests: 10
+  timeout_seconds: 30
+  retry_attempts: 3
+  cache_ttl_hours: 24
+
+fix:
+  auto_apply_low_risk: true
+  require_manual_review: [CRITICAL]
+  backup_before_edit: true
+
+humanize:
+  preserve_code_blocks: true
+  max_length_change_percent: 15
+  technical_accuracy_threshold: 0.98
+
+monitoring:
+  enabled: true
+  refresh_rate_seconds: 2
+```
+
+## Integration
+
+**Pre-Commit Hook**:
+
+```bash
+python workflows/scripts/process_chapter.py $(git diff --cached --name-only) --mode audit-only --quick || exit 1
+```
+
+**CI/CD**:
+
+```yaml
+run: python workflows/scripts/process_chapter.py $(git diff --name-only) --audit-only
+```