docs: add OCTO Technology reference to learning-with-ai.md
Added organizational perspective on AI-augmented development to Practitioner Perspectives section. Key insights: pairs as minimal team unit (bus factor), bottleneck shifts to functional requirements. Co-Authored-By: Claude <noreply@anthropic.com>
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@ -66,6 +66,12 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/).
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- `practitioner_dave_van_veen: "guide/ai-ecosystem.md:1213"`
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- `ecosystem.practitioner_insights.dave_van_veen` with full metadata
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- **OCTO Technology reference** (`guide/learning-with-ai.md:907`)
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- Added to "Practitioner Perspectives" section in Sources & Research
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- Article: "Le développement logiciel à l'ère des agents IA"
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- Key insights: pairs as minimal team unit (bus factor), bottleneck shifts to functional requirements
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- Caveat: managerial focus, useful context for team leads
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### Changed
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- **Subscription limits section** (`guide/ultimate-guide.md`) rewritten with concrete data
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@ -904,6 +904,7 @@ Sources for [§3 The Reality of AI Productivity](#the-reality-of-ai-productivity
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- **Anthropic Claude Code Best Practices** — [anthropic.com](https://www.anthropic.com/engineering/claude-code-best-practices) — Official guidance on effective usage
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- **ThoughtWorks Technology Radar** — AI-assisted development maturity model
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- **Martin Fowler on AI Pair Programming** — Patterns for effective human-AI collaboration
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- **OCTO Technology: Le développement à l'ère des agents IA** — [blog.octo.com](https://blog.octo.com/le-developpement-logiciel-a-l-ere-des-agents-ia) — Organizational perspective on AI-augmented development: pairs as minimal team unit (bus factor), bottleneck shifts from technical to functional requirements, junior developer integration via pair programming and deliberate practice. Managerial focus — useful context for team leads.
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### Educational Frameworks
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