tachyon-beep/skillpacks

Modern Python 3.12+ engineering: types, testing, async, scientific computing, ML workflows - 10 skills

Deep codebase architecture analysis through subagent-driven exploration with C4 diagrams and validation gates - 5 skills

TDD-validated architectural assessment enforcing professional discipline - prevents diplomatic softening, analysis paralysis, and security priority compromise - 3 specialist skills + router

Web backend development expertise across FastAPI, Django, Express, REST/GraphQL APIs, microservices, and production deployment patterns - router + specialist skills for modern web APIs

Game simulation implementation patterns and tactics - 11 skills

Emergent gameplay and systemic game design - 9 skills

UX design fundamentals - visual design, accessibility, interaction patterns - 11 skills

Documentation structure, clarity, security-aware docs - 9 technical writing skills

E2E testing, performance testing, chaos engineering, test automation - 11 quality engineering skills

Threat modeling, security controls, compliance, ATO - 9 comprehensive security skills

Primary router for all AI/ML engineering skillpacks - directs to specialized packs

Reinforcement learning - DQN, PPO, SAC, reward shaping, exploration - 13 skills

LLM techniques - fine-tuning, RLHF, inference optimization - 8 skills

Production ML - quantization, serving, MLOps, monitoring, debugging - 11 skills

Neural architectures - CNNs, Transformers, RNNs, selection guidance - 9 skills

PyTorch mastery - tensors, modules, distributed training, profiling - 9 skills

Game simulation mathematics - ODEs, stability, control theory - 9 skills

Systems thinking methodology - patterns, leverage points, archetypes, modeling, visualization - 6 TDD-validated skills

Training stability - optimizers, learning rates, convergence, debugging - 11 skills