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docs: add Context Engineering (Thoughtworks) + corporate marketplaces footnotes

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- Add Context Engineering framework reference (Thoughtworks Tech Radar Vol 33)
- Add emerging corporate AI marketplaces concept (Hugo 2026)
- Document evaluation in docs/resource-evaluations/hugo-ai-impact-2026.md
- Score: 2/5 (marginal) - minimal integration via footnotes only

Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
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Florian BRUNIAUX 2026-02-06 16:09:02 +01:00
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guide/adoption-approaches.md
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@ -276,6 +276,10 @@ These are starting points, not rules. Team dynamics matter more than headcount.
**Watch for**: Config drift. Without some coordination, setups diverge over time. Whether that matters depends on your team.
> **Emerging approach**: Some organizations explore "corporate AI marketplaces" to pool AI skills, agents, and rules at the organizational level rather than individual teams (Hugo/Writizzy 2026[^hugo2026]). Few documented production implementations yet, but the concept addresses governance at scale.
[^hugo2026]: Hugo, ["AI's Impact on State of the Art in Software Engineering in 2026"](https://eventuallymaking.io/p/ai-s-impact-on-the-state-of-the-art-in-software-engineering-in-2026), Feb 6, 2026. Based on interviews with Doctolib, Malt, Alan, Google Cloud, Brevo, ManoMano, Ilek, Clever Cloud engineering teams.
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## Common Situations

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guide/methodologies.md
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@ -65,6 +65,10 @@ Organized in a 6-tier pyramid from strategic orchestration down to optimization
**Not just a feature (`/plan` command) — a systematic discipline.**
> **Context Engineering**: Thoughtworks designates this broader approach "Context Engineering" in their Technology Radar (Nov 2025)[^thoughtworks2025] — the systematic design of information provided to LLMs during inference. Three core techniques: context setup (minimal system prompts, few-shot examples), context management for long-horizon tasks (summarization, external memories, sub-agent architectures), and dynamic information retrieval (JIT context loading). Related patterns in Claude Code: AGENTS.md, MCP Context7, Plan Mode.
[^thoughtworks2025]: Thoughtworks Technology Radar Vol 33, Nov 2025. [PDF](https://www.thoughtworks.com/content/dam/thoughtworks/documents/radar/2025/11/tr_technology_radar_vol_33_en.pdf). See also: [Macro trends blog post](https://www.thoughtworks.com/insights/blog/technology-strategy/macro-trends-tech-industry-november-2025).
**The Mental Model**:
Planning isn't optional for complex tasks. It's the difference between: