docs: v3.9.6 - Trust Calibration, Vibe Coding Trap, reference.yaml sync
Added: - ultimate-guide.md: Trust Calibration section (1.7) with research-backed verification strategies - ultimate-guide.md: Infrastructure as Code Skills (Anton Babenko's terraform-skill) - learning-with-ai.md: "The Vibe Coding Trap" anti-pattern (Karpathy, Feb 2025) - learning-with-ai.md: "Reality of AI Productivity" section with research - learning-with-ai.md: External resource link to leerob.com/ai (AI fundamentals) - IDEAS.md: "Vibe Coding Discourse" watching entry Changed: - reference.yaml: Complete line number synchronization (~55 entries) Guide grew from ~9900 to 11154 lines; all deep_dive references updated - Version bump: 3.9.5 → 3.9.6 Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
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@ -78,6 +78,19 @@ AI-assisted (right): Problem → Attempt → AI guidance → Understanding → S
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The struggle isn't optional. It's where learning happens.
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### The "Vibe Coding" Trap
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Term coined by [Andrej Karpathy](https://x.com/karpathy/status/1886192184808149383) (Feb 2025, Collins Word of the Year 2025): coding by "fully giving in to the vibes" without understanding the generated code.
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**Symptoms:**
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- Accept All without reading diffs
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- Copy-paste errors without understanding root cause
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- Debug by asking AI for random changes until it works
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**Karpathy's caveat:** "Not too bad for throwaway weekend projects" — but dangerous for production code you'll need to maintain.
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**Antidote:** The UVAL Protocol (§5) forces understanding before acceptance.
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---
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## The Reality of AI Productivity
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@ -928,6 +941,7 @@ See [methodologies.md](./methodologies.md) for:
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- [Anthropic Prompt Engineering Guide](https://docs.anthropic.com/en/docs/build-with-claude/prompt-engineering/overview) — Better prompts = better learning
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- [The Pragmatic Programmer](https://pragprog.com/titles/tpp20/the-pragmatic-programmer-20th-anniversary-edition/) — Timeless principles for deliberate practice
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- [AI for Engineers](https://leerob.com/ai) — AI fundamentals (ML, transformers, tokenization)
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---
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