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docs: add Robin Lorenz attribution with LinkedIn links

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- CHANGELOG: Added LinkedIn profile and comment links
- Guide §2.5: Added direct quote with attribution
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Florian BRUNIAUX 2026-02-10 13:18:58 +01:00
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CHANGELOG.md
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@ -32,7 +32,8 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/).
### Added
- **New Mental Model Section**: "From Chatbot to Context System" (§2.5)
- Addresses critical gap identified by Robin Lorenz (AI Engineer, 17-agent orchestration in prod)
- Addresses critical gap identified by [Robin Lorenz](https://www.linkedin.com/in/robin-lorenz-54055412a/) ([comment](https://www.linkedin.com/feed/update/urn:li:activity:7426936437746352128?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7426936437746352128%2C7426941635306987520%29))
- AI Engineer, 17-agent orchestration in production
- Four-layer framework unifying CLAUDE.md, skills, hooks, and project memory
- Comparison table: What each layer does, when to set up (Week 1-3 + Ongoing)
- Before/After examples: Chatbot mode vs Context system mode

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guide/ultimate-guide.md
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@ -2638,6 +2638,9 @@ This mental model scales: one developer can orchestrate 2-5 Claude instances on
The most common mistake is treating Claude Code like a chatbot — typing ad-hoc requests and hoping for good output. What separates casual usage from production workflows is a shift in thinking:
> **Chatbot mode**: You write good prompts. **Context system**: You build structured context that makes every prompt better.
>
> *"Stop treating it like a chatbot. Give it structured context. CLAUDE.md, hooks, skills, project memory. Changes everything."*
> — [Robin Lorenz](https://www.linkedin.com/in/robin-lorenz-54055412a/), AI Engineer ([comment](https://www.linkedin.com/feed/update/urn:li:activity:7426936437746352128?commentUrn=urn%3Ali%3Acomment%3A%28activity%3A7426936437746352128%2C7426941635306987520%29))
Claude Code has four layers of persistent context that compound over time: