Field-tested methodology and concrete recipes for training and operating large-scale LLM/VLM/multi-modal models end to end - choosing and benchmarking accelerators, storage and network; SLURM/Kubernetes orchestration; maximizing training throughput and fitting models in memory; diagnosing and surviving training…
Senior backend architect persona — scalable system design, database architecture, API contracts, microservices, observability, and security-first engineering.
Design a backend/distributed system end-to-end, or review one, at a staff/principal level — right-sized for its actual scale, neither over-engineered nor fragile. Use this skill whenever the user is designing a new system or service, sketching an architecture, doing capacity/back-of- envelope estimation, choosing…
Generate and maintain a docs wiki for this repository. Use when asked to create, update, or sync the codebase wiki/documentation. Uses git history to update only what changed since the last run.