diff --git a/CHANGELOG.md b/CHANGELOG.md
index ea72fc5..c62259c 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,8 +6,16 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/).
## [Unreleased]
+## [3.9.6] - 2026-01-20
+
### Added
+- **ultimate-guide.md: Section 5.5 "Infrastructure as Code Skills"** — New community skill repository (~50 lines)
+ - Anton Babenko's terraform-skill (creator of terraform-aws-modules, 1B+ downloads)
+ - Covers testing, module development, CI/CD, security, patterns
+ - Notable for marketplace distribution (.claude-plugin/), structured references, test coverage
+ - Source: [GitHub repo](https://github.com/antonbabenko/terraform-skill)
+
- **ultimate-guide.md: Section 1.7 "Trust Calibration: When and How Much to Verify"** — New section (~155 lines)
- Research-backed stats table (ACM, Veracode, CodeRabbit, Cortex.io sources)
- Verification spectrum (boilerplate → security-critical)
@@ -15,29 +23,40 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/).
- "Prove It Works" checklist (functional, security, integration, quality)
- Anti-patterns table (6 common mistakes)
- Attribution to Addy Osmani's "AI Code Review" (Jan 2026)
-- **ultimate-guide.md: New pitfall in Learning & Adoption section** — "Trust AI output without proportional verification"
-- **reference.yaml: trust_calibration deep_dive entry** — Line 1039
-### Changed
+- **ultimate-guide.md: New pitfall** — "Trust AI output without proportional verification"
-- **ultimate-guide.md: Section renumbering** — "Eight Beginner Mistakes" moved from 1.7 → 1.8
-- **reference.yaml: pitfalls line number** — Updated 7689 → 8050 (shifted by new content)
-
----
-
-- **learning-with-ai.md: "The Reality of AI Productivity" section** — New §3 (~55 lines)
+- **learning-with-ai.md: Section 3 "The Reality of AI Productivity"** — New section (~55 lines)
- Productivity curve phases (Wow Effect → Targeted Gains → Sustainable Plateau)
- High-gain vs low/negative-gain task categorization
- Team success factors (guidelines, code review, mentorship)
- - Cross-references to other sections for coherent narrative
+
+- **reference.yaml**: `trust_calibration` (line 1039), `community_skills_cybersec` (4786), `community_skills_iac` (4871), `vibe_coding_trap` (81)
+
+- **learning-with-ai.md: "The Vibe Coding Trap" section** — New anti-pattern documentation (~15 lines)
+ - Term coined by Andrej Karpathy (Feb 2025, Collins Word of the Year 2025)
+ - Symptoms checklist + Karpathy's caveat ("throwaway projects" vs production)
+ - Links to UVAL Protocol as antidote
+
+- **IDEAS.md: "Vibe Coding Discourse"** — New Watching entry
+ - Tracks "developer as architect" narrative evolution
+ - Source: Craig Adam "Agile is Out, Architecture is Back" (Medium)
+
+- **learning-with-ai.md: External Resources** — Added [leerob.com/ai](https://leerob.com/ai) link
+ - AI fundamentals for engineers (ML, neural networks, transformers, tokenization)
+ - Score 3/5 eval: complement utile, not deep integration
+ - Source: Lee Robinson (Nov 2024)
### Changed
-- **learning-with-ai.md: Three Patterns productivity trajectory table** — Shows productivity by pattern over time
-- **learning-with-ai.md: 70/30 Split research callout** — Links ratio to productivity research
-- **learning-with-ai.md: Case Study organizational link** — Connects to team success factors
-- **learning-with-ai.md: Sources section** — Added "Productivity Research" subsection with 5 sources (GitHub, McKinsey, Stack Overflow, Uplevel, DORA)
-- **learning-with-ai.md: ToC renumbered** — 14 sections (was 13)
+- **reference.yaml**: Complete line number synchronization (~55 entries updated)
+ - Guide grew from ~9900 to 11154 lines; all deep_dive references now accurate
+ - Added "Updated 2026-01-20" comment for tracking
+ - Major corrections: cost_optimization (8047→8833), interaction_loop (1063→1299), etc.
+
+- **ultimate-guide.md**: Section renumbering — "Eight Beginner Mistakes" moved 1.7 → 1.8
+- **learning-with-ai.md**: Three Patterns productivity trajectory table, 70/30 Split research callout, Sources section (+5 sources)
+- **learning-with-ai.md**: ToC renumbered (14 sections, was 13)
## [3.9.5] - 2026-01-19
diff --git a/IDEAS.md b/IDEAS.md
index 38bd8c7..30f9f83 100644
--- a/IDEAS.md
+++ b/IDEAS.md
@@ -102,6 +102,14 @@ Using external LLMs (Gemini, GPT-4) as "second opinion" from Claude Code.
**Source:** [daily.dev article](https://app.daily.dev/posts/make-claude-code-opus-talk-to-gemini-pro-b7pyiq394)
+### Vibe Coding Discourse
+
+Evolution of the "developer as architect" narrative in AI-assisted development.
+
+**Reference:** [Craig Adam - "Agile is Out, Architecture is Back"](https://medium.com/@craig_32726/agile-is-out-architecture-is-back-7586910ab810)
+
+**Status:** Watching. Term "vibe coding" now mainstream (Collins Word of the Year 2025).
+
---
## Discarded Ideas
diff --git a/README.md b/README.md
index 6f2f8c7..909a162 100644
--- a/README.md
+++ b/README.md
@@ -276,6 +276,22 @@ Claude Code sends your prompts, file contents, and MCP results to Anthropic serv
+
+Claude Cowork (for Non-Developers)
+
+**Cowork** is Claude's agentic desktop feature for knowledge workers — same AI, files-only interface.
+
+| Resource | Description |
+|----------|-------------|
+| **[Cowork Documentation](./cowork/README.md)** | Complete guide hub |
+| [Getting Started](./cowork/guide/01-getting-started.md) | Setup and first workflow |
+| [Prompt Library](./cowork/prompts/) | 50+ ready-to-use prompts |
+| [Cheatsheet](./cowork/reference/cheatsheet.md) | 1-page reference |
+
+**Status**: Research preview (Pro or Max subscription, macOS only)
+
+
+
Ecosystem & Related Resources
@@ -317,7 +333,7 @@ Licensed under [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/).
---
-*Version 3.9.5 | January 2026 | Crafted with Claude*
+*Version 3.9.6 | January 2026 | Crafted with Claude*