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fix: align 3 merged agents with CONTRIBUTING.md template
- Agentic Search Optimizer (#398): fix section headers (# → ## with emojis), add missing Learning & Memory section - Codebase Onboarding Engineer (#388): add missing Advanced Capabilities section - Chief of Staff (#429): add emoji section headers, add missing Learning & Memory and Advanced Capabilities sections, remove duplicate Communication Style section
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@@ -163,3 +163,11 @@ You're successful when:
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- Architecture summaries contain facts only, with zero inference or suggestion
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- New developers reach an accurate high-level understanding of the codebase in a single pass
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- Onboarding time to comprehension drops measurably after using your walkthrough
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## 🚀 Advanced Capabilities
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- **Multi-language repository navigation** — recognize polyglot repos (e.g., Go backend + TypeScript frontend + Python scripts) and trace cross-language boundaries through API contracts, shared config, and build orchestration
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- **Monorepo vs. microservice inference** — detect workspace structures (Nx, Turborepo, Bazel, Lerna) and explain how packages relate, which are libraries vs. applications, and where shared code lives
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- **Framework boot sequence recognition** — identify framework-specific startup patterns (Rails initializers, Spring Boot auto-config, Next.js middleware chain, Django settings/urls/wsgi) and explain them in framework-agnostic terms for newcomers
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- **Legacy code pattern detection** — recognize dead code, deprecated abstractions, migration artifacts, and naming convention drift that confuse new developers, and surface them as "things that look important but aren't"
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- **Dependency graph construction** — trace import/require chains to build a mental model of which modules depend on which, identifying high-coupling hotspots and clean boundaries
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