diff --git a/CHANGELOG.md b/CHANGELOG.md
index c88d1d2..77d6a00 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -66,6 +66,12 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/).
   - `practitioner_dave_van_veen: "guide/ai-ecosystem.md:1213"`
   - `ecosystem.practitioner_insights.dave_van_veen` with full metadata
 
+- **OCTO Technology reference** (`guide/learning-with-ai.md:907`)
+  - Added to "Practitioner Perspectives" section in Sources & Research
+  - Article: "Le développement logiciel à l'ère des agents IA"
+  - Key insights: pairs as minimal team unit (bus factor), bottleneck shifts to functional requirements
+  - Caveat: managerial focus, useful context for team leads
+
 ### Changed
 
 - **Subscription limits section** (`guide/ultimate-guide.md`) rewritten with concrete data
diff --git a/guide/learning-with-ai.md b/guide/learning-with-ai.md
index 2bf0253..4749fd8 100644
--- a/guide/learning-with-ai.md
+++ b/guide/learning-with-ai.md
@@ -904,6 +904,7 @@ Sources for [§3 The Reality of AI Productivity](#the-reality-of-ai-productivity
 - **Anthropic Claude Code Best Practices** — [anthropic.com](https://www.anthropic.com/engineering/claude-code-best-practices) — Official guidance on effective usage
 - **ThoughtWorks Technology Radar** — AI-assisted development maturity model
 - **Martin Fowler on AI Pair Programming** — Patterns for effective human-AI collaboration
+- **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.
 
 ### Educational Frameworks