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docs: add everything-claude-code to ecosystem + verification loops pattern

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- Add affaan-m/everything-claude-code to ecosystem (16k+ stars)
  - Note: author hackathon win was for Zenith project, not this repo
  - Caveat: Node.js hooks not officially recommended by Anthropic
- Document "Verification Loops" pattern in methodologies.md
  - Official Anthropic guidance: iterate until tests pass
- Document "Eval Harness" concept with source link
  - Reference: anthropic.com/engineering/demystifying-evals-for-ai-agents
- Add deep_dive index entries for quick lookup

Co-Authored-By: Claude <noreply@anthropic.com>
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Florian BRUNIAUX 2026-01-23 08:55:36 +01:00
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15
guide/methodologies.md
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@ -142,11 +142,26 @@ Strict iteration: 2 weeks max per feature.
With Claude: Be explicit. "Write FAILING tests that don't exist yet."
> **Verification Loops** — A formalized pattern for autonomous iteration:
>
> Use testing as termination condition:
> 1. Claude writes tests for the feature
> 2. Claude iterates code until tests pass
> 3. Continue until explicit completion criteria met
>
> **Official guidance**: *"Tell Claude to keep going until all tests pass. It will usually take a few iterations."* — [Anthropic Best Practices](https://www.anthropic.com/engineering/claude-code-best-practices)
>
> Implementation: Can be enforced via Stop hooks, multi-Claude verification, or explicit "DONE" markers in prompts.
**Eval-Driven Development** — TDD for LLMs. Test agent behaviors via evals:
- Code-based: `output == golden_answer`
- LLM-based: Another Claude evaluates
- Human grading: Reference, slow
> **Eval Harness** — The infrastructure that runs evaluations end-to-end: providing instructions and tools, running tasks concurrently, recording steps, grading outputs, and aggregating results.
>
> See Anthropic's comprehensive guide: [Demystifying Evals for AI Agents](https://www.anthropic.com/engineering/demystifying-evals-for-ai-agents)
**Multi-Agent Orchestration** — From single assistant to orchestrated team:
```
Meta-Agent (Orchestrator)

14
machine-readable/reference.yaml
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@ -105,6 +105,11 @@ deep_dive:
# Automatic skill generation (meta-skill)
claudeception: "https://github.com/blader/Claudeception"
claudeception_guide: 5095
# Verification Loops & Eval Harness (added 2026-01-23)
verification_loops: "guide/methodologies.md:145"
verification_loops_source: "https://www.anthropic.com/engineering/claude-code-best-practices"
eval_harness: "guide/methodologies.md:161"
eval_harness_source: "https://www.anthropic.com/engineering/demystifying-evals-for-ai-agents"
# DevOps/SRE Guide (guide/devops-sre.md)
devops_sre_guide: "guide/devops-sre.md"
devops_fire_framework: "guide/devops-sre.md:50"
@ -453,6 +458,15 @@ ecosystem:
claude_code_everything:
url: "github.com/wesammustafa/Claude-Code-Everything"
focus: "Visual walkthrough - Screenshots, BMAD method"
everything_claude_code:
url: "github.com/affaan-m/everything-claude-code"
author: "Affaan Mustafa (Anthropic hackathon winner - Zenith project)"
focus: "Distribution - Plugin-ready configs collection"
stars: "16k+"
created: "2026-01-18"
unique: ["Node.js cross-platform hooks", "15 MCP configs", "Plugin marketplace format"]
note: "Consolidates existing patterns; author hackathon win was for Zenith project, not this repo"
caveat: "Node.js hooks not officially recommended by Anthropic (shell preferred)"
coding_agents_matrix:
url: "coding-agents-matrix.dev"
github: "github.com/PackmindHub/coding-agents-matrix"