diff --git a/CHANGELOG.md b/CHANGELOG.md
index bc308aa..bcf786c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,6 +6,8 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/).
 
 ## [Unreleased]
 
+## [3.33.0] - 2026-03-10
+
 ### Fixed
 
 - **`guide/security/enterprise-governance.md` — Accuracy review pass** — 6 correctness issues fixed after adversarial critique: (1) Non-existent hooks removed from all tier `settings.json` configs (`dependency-guard.sh`, `compliance-pre-check.sh`, `pii-detector.sh`, `compliance-session-init.sh` were referenced but never existed in `examples/hooks/bash/`); (2) `compliance-audit-logger.sh` in Regulated tier replaced with real `session-logger.sh`; (3) Fabricated Claude Code API removed — `CLAUDE_SETTINGS` env var and `claude run-headless` subcommand don't exist; replaced with an honest CI pipeline validation pattern; (4) `date -d '30 days ago'` (GNU coreutils only) fixed to cross-platform with macOS/Linux `$OSTYPE` check; (5) Customer PII reclassified from CONFIDENTIAL to RESTRICTED — Enterprise plan (ZDR) alone doesn't satisfy GDPR/CCPA; (6) All `// comment` lines inside JSON code blocks removed (invalid JSON, breaks copy-paste).
diff --git a/README.md b/README.md
index 716f752..d685e15 100644
--- a/README.md
+++ b/README.md
@@ -6,9 +6,9 @@
 
 <p align="center">
   <a href="https://github.com/FlorianBruniaux/claude-code-ultimate-guide/stargazers"><img src="https://img.shields.io/github/stars/FlorianBruniaux/claude-code-ultimate-guide?style=for-the-badge" alt="Stars"/></a>
-  <a href="./CHANGELOG.md"><img src="https://img.shields.io/badge/Updated-Mar_9,_2026_·_v3.32.2-brightgreen?style=for-the-badge" alt="Last Update"/></a>
+  <a href="./CHANGELOG.md"><img src="https://img.shields.io/badge/Updated-Mar_10,_2026_·_v3.33.0-brightgreen?style=for-the-badge" alt="Last Update"/></a>
   <a href="./quiz/"><img src="https://img.shields.io/badge/Quiz-271_questions-orange?style=for-the-badge" alt="Quiz"/></a>
-  <a href="./examples/"><img src="https://img.shields.io/badge/Templates-222-green?style=for-the-badge" alt="Templates"/></a>
+  <a href="./examples/"><img src="https://img.shields.io/badge/Templates-204-green?style=for-the-badge" alt="Templates"/></a>
   <a href="./guide/security/security-hardening.md"><img src="https://img.shields.io/badge/🛡️_Threat_DB-15_vulnerabilities_·_655_malicious_skills-red?style=for-the-badge" alt="Threat Database"/></a>
   <a href="./mcp-server/"><img src="https://img.shields.io/badge/MCP_Server-npx_ready-blueviolet?style=for-the-badge" alt="MCP Server"/></a>
 </p>
@@ -48,7 +48,7 @@
 - ✅ **Visualize concepts** — 41 Mermaid diagrams covering model selection, master loop, memory hierarchy, multi-agent patterns, security threats, AI fluency paths
 - ✅ **Master methodologies** — TDD, SDD, BDD with AI collaboration (not just templates)
 - ✅ **Security mindset** — Threat modeling for AI systems (only guide with 24 CVEs + 655 malicious skills database)
-- ✅ **Test your knowledge** — 274-question quiz to validate understanding (no other resource offers this)
+- ✅ **Test your knowledge** — 271-question quiz to validate understanding (no other resource offers this)
 
 **Outcome**: Go from copy-pasting configs to designing your own agentic workflows with confidence.
 
@@ -64,9 +64,9 @@ Both guides serve different needs. Choose based on your priority.
 | **Quick setup** for projects | Available but not the priority | Battle-tested production configs |
 | **Learn trade-offs** (agents vs skills) | Decision frameworks + comparisons | Lists patterns, no trade-off analysis |
 | **Security hardening** | Only threat database (24 CVEs) | Basic patterns only |
-| **Test understanding** | 274-question quiz | Not available |
+| **Test understanding** | 271-question quiz | Not available |
 | **Methodologies** (TDD/SDD/BDD) | Full workflow guides | Not covered |
-| **Copy-paste ready** templates | 176 templates | 200+ templates |
+| **Copy-paste ready** templates | 204 templates | 200+ templates |
 
 ### Ecosystem Positioning
 
@@ -75,7 +75,7 @@ Both guides serve different needs. Choose based on your priority.
                            ▲
                            │
                            │  ★ This Guide
-                           │  Security + Methodologies + 20K lines
+                           │  Security + Methodologies + 22K lines
                            │
                            │  [Everything-You-Need-to-Know]
                            │  SDLC/BMAD beginner
@@ -92,8 +92,8 @@ Both guides serve different needs. Choose based on your priority.
 **4 unique gaps no competitor covers:**
 1. **Security-First** — 24 CVEs + 655 malicious skills tracked (no competitor has this depth)
 2. **Methodology Workflows** — TDD/SDD/BDD comparison + step-by-step guides
-3. **Comprehensive Reference** — 20K lines across 16 specialized guides (24× more reference material than everything-cc)
-4. **Educational Progression** — 274-question quiz, beginner → expert path
+3. **Comprehensive Reference** — 22K lines across 16 specialized guides (24× more reference material than everything-cc)
+4. **Educational Progression** — 271-question quiz, beginner → expert path
 
 **Recommended workflow:**
 1. Learn concepts here (mental models, trade-offs, security)
@@ -150,9 +150,9 @@ claude "Use the claude-code-guide MCP server. Activate the claude-code-expert pr
 graph LR
     root[📦 Repository<br/>Root]
 
-    root --> guide[📖 guide/<br/>20K lines]
-    root --> examples[📋 examples/<br/>176 templates]
-    root --> quiz[🧠 quiz/<br/>274 questions]
+    root --> guide[📖 guide/<br/>22K lines]
+    root --> examples[📋 examples/<br/>204 templates]
+    root --> quiz[🧠 quiz/<br/>271 questions]
     root --> tools[🔧 tools/<br/>utils]
     root --> machine[🤖 machine-readable/<br/>AI index]
     root --> docs[📚 docs/<br/>115 evaluations]
@@ -172,7 +172,7 @@ graph LR
 ```
 📦 claude-code-ultimate-guide/
 │
-├─ 📖 guide/              Core Documentation (20K+ lines)
+├─ 📖 guide/              Core Documentation (22K+ lines)
 │  ├─ ultimate-guide.md   Complete reference, 10 sections
 │  ├─ cheatsheet.md       1-page printable
 │  ├─ architecture.md     How Claude Code works internally
@@ -182,14 +182,14 @@ graph LR
 │  ├─ mcp-servers-ecosystem.md  Official & community MCP servers
 │  └─ workflows/          Step-by-step guides
 │
-├─ 📋 examples/           176 Production Templates
+├─ 📋 examples/           204 Production Templates
 │  ├─ agents/             9 custom AI personas
 │  ├─ commands/           26 slash commands
 │  ├─ hooks/              31 hooks (bash + PowerShell)
 │  ├─ skills/             14 skills (9 on SkillHub)
 │  └─ scripts/            Utility scripts (audit, search)
 │
-├─ 🧠 quiz/               274 Questions
+├─ 🧠 quiz/               271 Questions
 │  ├─ 9 categories        Setup, Agents, MCP, Trust, Advanced...
 │  ├─ 4 profiles          Junior, Senior, Power User, PM
 │  └─ Instant feedback    Doc links + score tracking
@@ -240,7 +240,7 @@ graph LR
 
 [Browse all 41 diagrams →](./guide/diagrams/)
 
-**What this means for you**: Understand the master loop before reading 20K lines, see multi-agent topologies at a glance, share visual security threat models with your team.
+**What this means for you**: Understand the master loop before reading 22K lines, see multi-agent topologies at a glance, share visual security threat models with your team.
 
 ---
 
@@ -259,7 +259,7 @@ graph LR
 
 ---
 
-### 📝 274-Question Knowledge Validation (Unique in Ecosystem)
+### 📝 271-Question Knowledge Validation (Unique in Ecosystem)
 
 **Outcome**: Verify your understanding + identify knowledge gaps.
 
@@ -303,7 +303,7 @@ Complete guides with rationale and examples:
 
 ---
 
-### 📚 176 Annotated Templates
+### 📚 204 Annotated Templates
 
 **Outcome**: Learn patterns, not just configs.
 
@@ -747,7 +747,7 @@ Use this guide critically. Experiment. Share what works for you.
 | **[Claude Code Releases](./guide/core/claude-code-releases.md)** | Official release history | 10 min |
 
 <details>
-<summary><strong>Examples Library</strong> (176 templates)</summary>
+<summary><strong>Examples Library</strong> (204 templates)</summary>
 
 **Agents** (6): [code-reviewer](./examples/agents/code-reviewer.md), [test-writer](./examples/agents/test-writer.md), [security-auditor](./examples/agents/security-auditor.md), [refactoring-specialist](./examples/agents/refactoring-specialist.md), [output-evaluator](./examples/agents/output-evaluator.md), [devops-sre](./examples/agents/devops-sre.md) ⭐
 
@@ -770,7 +770,7 @@ Use this guide critically. Experiment. Share what works for you.
 </details>
 
 <details>
-<summary><strong>Knowledge Quiz</strong> (274 questions)</summary>
+<summary><strong>Knowledge Quiz</strong> (271 questions)</summary>
 
 Test your Claude Code knowledge with an interactive CLI quiz covering all guide sections.
 
@@ -867,12 +867,12 @@ See [CONTRIBUTING.md](./CONTRIBUTING.md) for guidelines.
 
 ### Tools
 - [Ask Zread](https://zread.ai/FlorianBruniaux/claude-code-ultimate-guide) — Ask questions about this guide
-- [Interactive Quiz](./quiz/) — 274 questions
+- [Interactive Quiz](./quiz/) — 271 questions
 - [Landing Site](https://florianbruniaux.github.io/claude-code-ultimate-guide-landing/) — Visual navigation
 
 ---
 
-*Version 3.32.2 | Updated daily · Mar 9, 2026 | Crafted with Claude*
+*Version 3.33.0 | Updated daily · Mar 10, 2026 | Crafted with Claude*
 
 <!-- SEO Keywords -->
 <!-- claude code, claude code tutorial, anthropic cli, ai coding assistant, claude code mcp,
diff --git a/VERSION b/VERSION
index 99c4523..949654d 100644
--- a/VERSION
+++ b/VERSION
@@ -1 +1 @@
-3.32.2
+3.33.0
diff --git a/guide/cheatsheet.md b/guide/cheatsheet.md
index 5611fb0..acc2265 100644
--- a/guide/cheatsheet.md
+++ b/guide/cheatsheet.md
@@ -12,7 +12,7 @@ tags: [cheatsheet, reference]
 
 **Written with**: Claude (Anthropic)
 
-**Version**: 3.32.2 | **Last Updated**: February 2026
+**Version**: 3.33.0 | **Last Updated**: February 2026
 
 ---
 
@@ -638,4 +638,4 @@ Speed: `rg` (~20ms) → Serena (~100ms) → ast-grep (~200ms) → grepai (~500ms
 
 **Author**: Florian BRUNIAUX | [@Méthode Aristote](https://methode-aristote.fr) | Written with Claude
 
-*Last updated: February 2026 | Version 3.32.2*
+*Last updated: February 2026 | Version 3.33.0*
diff --git a/guide/ultimate-guide.md b/guide/ultimate-guide.md
index e4200d6..e2f0263 100644
--- a/guide/ultimate-guide.md
+++ b/guide/ultimate-guide.md
@@ -16,7 +16,7 @@ tags: [guide, reference, workflows, agents, hooks, mcp, security]
 
 **Last updated**: January 2026
 
-**Version**: 3.32.2
+**Version**: 3.33.0
 
 ---
 
@@ -5034,7 +5034,7 @@ The `.claude/` folder is your project's Claude Code directory for memory, settin
 | Personal preferences | `CLAUDE.md` | ❌ Gitignore |
 | Personal permissions | `settings.local.json` | ❌ Gitignore |
 
-### 3.32.2 Version Control & Backup
+### 3.33.0 Version Control & Backup
 
 **Problem**: Without version control, losing your Claude Code configuration means hours of manual reconfiguration across agents, skills, hooks, and MCP servers.
 
@@ -22810,4 +22810,4 @@ We'll evaluate and add it to this section if it meets quality criteria.
 
 **Contributions**: Issues and PRs welcome.
 
-**Last updated**: January 2026 | **Version**: 3.32.2
+**Last updated**: January 2026 | **Version**: 3.33.0
diff --git a/machine-readable/reference.yaml b/machine-readable/reference.yaml
index f213d9c..ccf0dcd 100644
--- a/machine-readable/reference.yaml
+++ b/machine-readable/reference.yaml
@@ -3,7 +3,7 @@
 # Source: guide/ultimate-guide.md
 # Purpose: Condensed index for LLMs to quickly answer user questions about Claude Code
 
-version: "3.32.2"
+version: "3.33.0"
 updated: "2026-03-03"
 
 # ════════════════════════════════════════════════════════════════
@@ -1510,7 +1510,7 @@ ecosystem:
       - "Cross-links modified → Update all 4 repos"
     history:
       - date: "2026-01-20"
-        event: "Code Landing sync v3.32.2, 66 templates, cross-links"
+        event: "Code Landing sync v3.33.0, 66 templates, cross-links"
         commit: "5b5ce62"
       - date: "2026-01-20"
         event: "Cowork Landing fix (paths, README, UI badges)"
@@ -1522,7 +1522,7 @@ ecosystem:
 onboarding_matrix_meta:
   version: "2.1.0"
   last_updated: "2026-03-09"
-  aligned_with_guide: "3.32.2"
+  aligned_with_guide: "3.33.0"
   changelog:
     - version: "2.1.0"
       date: "2026-03-09"
@@ -1553,7 +1553,7 @@ onboarding_matrix:
       core: [rules, sandbox_native_guide, commands]
       time_budget: "5 min"
       topics_max: 3
-      note: "SECURITY FIRST - sandbox before commands (v3.32.2 critical fix)"
+      note: "SECURITY FIRST - sandbox before commands (v3.33.0 critical fix)"
 
     beginner_15min:
       core: [rules, sandbox_native_guide, workflow, essential_commands]
@@ -1642,7 +1642,7 @@ onboarding_matrix:
         - default: agent_validation_checklist
       time_budget: "60 min"
       topics_max: 6
-      note: "Dual-instance pattern for quality workflows (v3.32.2)"
+      note: "Dual-instance pattern for quality workflows (v3.33.0)"
 
   learn_security:
     intermediate_30min:
@@ -1653,7 +1653,7 @@ onboarding_matrix:
         - default: permission_modes
       time_budget: "30 min"
       topics_max: 4
-      note: "NEW goal (v3.32.2) - Security-focused learning path"
+      note: "NEW goal (v3.33.0) - Security-focused learning path"
 
     power_60min:
       core: [sandbox_native_guide, mcp_secrets_management, security_hardening]
@@ -1678,7 +1678,7 @@ onboarding_matrix:
       core: [rules, sandbox_native_guide, workflow, essential_commands, context_management, plan_mode]
       time_budget: "60 min"
       topics_max: 6
-      note: "Security foundation + core workflow (v3.32.2 sandbox added)"
+      note: "Security foundation + core workflow (v3.33.0 sandbox added)"
 
     intermediate_120min:
       core: [plan_mode, agents, skills, config_hierarchy, git_mcp_guide, hooks, mcp_servers]