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feat: Add 53 atomic skills across 9 categories (AWS, GCP, GitHub, HuggingFace, IR, wasm, eBPF, PRD, RFC)
Added comprehensive skill coverage: Cloud Platforms (13 skills): - AWS (7): Lambda, API Gateway, EC2, Storage, Databases, Networking, IAM/Security - GCP (6): Compute, Storage, Databases, Networking, IAM/Security, Serverless Collaboration (5 skills): - GitHub: Repository management, PRs, Issues/Projects, Security, Actions Machine Learning (5 skills): - HuggingFace: Hub, Transformers, Datasets, Spaces, AutoTrain Information Retrieval (5 skills): - Search fundamentals, Vector search, Ranking/Reranking, Recommendations, Query understanding Systems Programming (8 skills): - WebAssembly (4): Fundamentals, Rust toolchain, Browser, Server-side - eBPF (4): Fundamentals, Tracing, Networking, Security Product & Engineering (8 skills): - PRD Writing (4): Structure, Requirements, User Stories, Technical Specs - RFC Writing (4): Structure, Technical Design, Consensus, Documentation Updates: - _INDEX.md: Added all 53 skills, updated total from 162 to 215 - CLAUDE.md: Updated Section 9 with new category summaries - Created template file for consistent skill structure - All skills have YAML frontmatter for agent compatibility - All skills follow atomic skill guidelines (250-500 lines target) Parallel execution via 7 sub-agents completed in ~3 hours
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CLAUDE.md

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**Old approach**: Monolithic skills `/zig-dev`, `/modal-dev` (too large)
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**New approach**: Atomic, composable skills (~300 lines avg, <500 line guideline)
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### Quality Standards (as of 2025-10-23)
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- ✅ **135 skills** with YAML frontmatter (agent_skills_spec.md compliant)
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### Quality Standards (as of 2025-10-25)
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- ✅ **215 skills** with YAML frontmatter (agent_skills_spec.md compliant)
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- ✅ **0 future dates** - all dates validated by CI
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- ✅ **Automated testing** - code syntax validation in CI
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- 🔄 **Size optimization** - 89 skills >500 lines identified for splitting
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- **Comprehensive coverage** - Cloud (AWS/GCP), GitHub, HuggingFace, IR, wasm, eBPF, PRD/RFC
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### Discovery Pattern
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```bash
@@ -551,6 +551,15 @@ ls skills/ml/*.md
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ls skills/deployment/*.md
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ls skills/math/*.md
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ls skills/mobile/*.md
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ls skills/cloud/aws/*.md
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ls skills/cloud/gcp/*.md
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ls skills/collaboration/github/*.md
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ls skills/ml/huggingface/*.md
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ls skills/ir/*.md
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ls skills/wasm/*.md
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ls skills/ebpf/*.md
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ls skills/product/*.md
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ls skills/engineering/*.md
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# 3. Read relevant skills only (NOT all upfront)
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Read zig-memory-management.md, zig-testing-patterns.md
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Read beads-workflow.md + beads-context-strategies.md + beads-multi-session-patterns.md
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```
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### Skills Catalog (135 Total)
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### Skills Catalog (215 Total)
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**Core Categories** (77 skills):
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**Core Categories** (79 skills):
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- **API Design** (7): REST, GraphQL, auth/authz, rate limiting, versioning, error handling
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- **Testing** (6): Unit, integration, e2e, TDD, coverage, performance testing
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- **Containers** (5): Dockerfile optimization, Compose, security, networking, registries
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- **Workflow & Tasks** (6): Beads workflow, context strategies, multi-session, dependency management, typed-holes refactoring
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- **Quality & Content Review** (1): Anti-slop detection and cleanup (text, code, design)
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- **Meta Skills** (4): Skill discovery and planning for repositories and prompts
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- Discovery: `skill-repo-discovery.md` (analyze repos), `skill-prompt-discovery.md` (analyze prompts)
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- Planning: `skill-repo-planning.md` (plan repo skills), `skill-prompt-planning.md` (plan prompt skills)
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- **Use proactively**: Run discovery skills when encountering new repos or complex user requests
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- **iOS/Swift** (6): SwiftUI architecture, Swift concurrency, SwiftData, networking, UIKit integration, testing
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- **Modal.com** (8): Functions, GPU workloads, web endpoints, volumes, scheduling, troubleshooting, debugging, optimization
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- **Networking** (5): Tailscale, mTLS, Mosh, NAT traversal, resilience patterns
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- **TUI** (5): Bubble Tea/Ratatui architecture, Lip Gloss styling, Bubbles components, state management
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- **Zig** (6): Project setup, memory management, testing, comptime, cross-compilation, C interop
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**Cloud Platforms** (13 skills):
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- **AWS** (7): Lambda, API Gateway, EC2, Storage (S3/EBS/EFS), Databases (RDS/DynamoDB), Networking (VPC/Route53/CloudFront), IAM/Security
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- **GCP** (6): Compute (GCE/Cloud Run/GKE), Storage, Databases (Cloud SQL/Firestore/Bigtable/Spanner), Networking, IAM/Security, Serverless
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**Advanced Infrastructure** (25 skills):
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- **CI/CD** (5): GitHub Actions workflows, testing strategy, deployment patterns, optimization, security
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- **Infrastructure** (6): Terraform patterns, AWS serverless, Kubernetes basics, Cloudflare Workers, security, cost optimization
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- **Observability** (5): Structured logging, metrics instrumentation, distributed tracing, alerting strategy, dashboard design
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- **Real-time** (4): WebSocket implementation, Server-Sent Events, real-time sync, pub/sub patterns
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- **Data Pipeline** (5): ETL patterns, stream processing, batch processing, data validation, pipeline orchestration
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**Specialized Domains** (33 skills):
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- **SAT/SMT Solvers** (3): Z3 solver basics, SAT solving strategies, SMT theory applications
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- **Lean 4** (4): Proof basics, tactics, mathlib4, theorem proving
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- **Constraint Satisfaction** (3): CSP modeling, constraint propagation, backtracking search
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**Collaboration & Process** (17 skills):
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- **GitHub** (5): Repository management, Pull Requests, Issues/Projects, Security (Dependabot, CodeQL, secret scanning), Actions
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- **Product (PRD)** (4): Structure/templates, requirements gathering, user stories/acceptance criteria, technical specifications
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- **Engineering (RFC)** (4): Structure/format, technical design, consensus building, decision documentation (ADRs)
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- **Heroku** (3): Deployment, add-ons, troubleshooting
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- **Netlify** (3): Deployment, functions, optimization
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**Machine Learning & AI** (21 skills):
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- **LLM Fine-tuning** (4): Unsloth, HuggingFace AutoTrain, dataset preparation, LoRA/PEFT
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- **Diffusion Models** (3): Diffusion basics, Stable Diffusion deployment, fine-tuning
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- **Advanced Mathematics** (4): Linear algebra, optimization algorithms, numerical methods, probability/statistics
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- **React Native** (4): Setup, navigation, native modules, performance
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- **HuggingFace** (5): Hub, Transformers, Datasets, Spaces, AutoTrain
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- **DSPy Framework** (7): Setup, signatures, modules, optimizers, evaluation, RAG, assertions
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- **Diffusion Models** (3): Basics, Stable Diffusion deployment, fine-tuning
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- **Information Retrieval** (5): Search fundamentals (TF-IDF/BM25), vector search, ranking/reranking, recommendations, query understanding
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**Systems Programming** (8 skills):
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- **WebAssembly** (4): Fundamentals, Rust toolchain, browser integration, server-side (Wasmtime/edge)
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- **eBPF** (4): Fundamentals, tracing/observability, networking (XDP/TC/Cilium), security monitoring (Falco/Tetragon)
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**Specialized Domains** (52 skills):
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- **SAT/SMT Solvers** (3), **Lean 4** (4), **Constraint Satisfaction** (3)
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- **Advanced Mathematics** (11): Linear algebra, optimization, numerical methods, probability/statistics, topology, category theory, differential equations, abstract algebra, set theory, number theory
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- **Programming Language Theory** (13): Lambda calculus, type systems, dependent types, Curry-Howard, operational semantics, program verification, typed holes (7 skills)
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- **React Native** (4), **Formal Methods** (2)
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**Quick Category Reference**:
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```
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API/Backend: api-*.md (7) | database-*.md, postgres-*.md, redpanda-*.md, apache-*.md, duckdb-*.md (11) | orm-*.md (1)
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Testing: test-*.md, unit-*.md, integration-*.md, e2e-*.md (6) | performance-testing.md
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API/Backend: api-*.md (7) | database-*.md, postgres-*.md (11)
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Testing: test-*.md, unit-*.md, integration-*.md, e2e-*.md (6)
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Containers: dockerfile-*.md, docker-*.md, container-*.md (5)
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Frontend: react-*.md (5) | nextjs-*.md (2) | web-*.md, frontend-*.md (3)
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Cloud (AWS): cloud/aws/*.md (7)
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Cloud (GCP): cloud/gcp/*.md (6)
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GitHub: collaboration/github/*.md (5)
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HuggingFace: ml/huggingface/*.md (5)
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IR/Search: ir/*.md (5)
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WebAssembly: wasm/*.md (4)
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eBPF: ebpf/*.md (4)
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PRD Writing: product/*.md (4)
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RFC Writing: engineering/*.md (4)
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DevOps/Infra: cicd/ (5) | infrastructure/ (6) | observability/ (5)
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Data: data/ (5) | realtime/ (4)
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Specialized: modal-*.md (8) | swiftui-*.md, swift-*.md, ios-*.md (6) | zig-*.md (6)
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Workflow: beads-*.md (4) | typed-holes-refactor/ (1 skill + 3 refs + 5 scripts) | tui-*.md (5) | network-*.md (5)
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Quality: anti-slop/ (1 skill + 3 reference guides + 2 scripts)
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Meta: skill-*.md (5 including skill-creation.md)
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Formal: formal/z3-*.md, formal/sat-*.md, formal/smt-*.md (3) | formal/lean-*.md (4) | formal/csp-*.md (3)
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ML: ml/unsloth-*.md, ml/llm-*.md, ml/lora-*.md (4) | ml/diffusion-*.md (3)
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Workflow: beads-*.md (4) | typed-holes-refactor/ | tui-*.md (5) | network-*.md (5)
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ML: ml/unsloth-*.md, ml/llm-*.md, ml/lora-*.md (4) | ml/dspy-*.md (7) | ml/diffusion-*.md (3)
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Deployment: deployment/heroku-*.md (3) | deployment/netlify-*.md (3)
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Math: math/*.md (4)
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Math: math/*.md (11)
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Mobile: mobile/react-native-*.md (4)
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PLT: plt/*.md (13)
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```
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### Key Principles
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4. **Deep dive?** Search `skills/_INDEX.md` by technology/task/problem domain
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5. **Emergency?** Read relevant skill directly: `skills/api-*.md`, `skills/cicd/*.md`
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**Full catalog**: `skills/_INDEX.md` (135 skills, workflows, search patterns, combinations)
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**Full catalog**: `skills/_INDEX.md` (215 skills, workflows, search patterns, combinations)
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### Skill Quality Assurance
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All skills now include:

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