Generate a concise daily infrastructure briefing. Covers: service health, resource usage, security events, overnight incidents, and cost tracking. Designed for Telegram/chat delivery.
Multi-perspective risk analysis using structured persona debate before deploying changes
Build software via spec-driven development (github/spec-kit). Whenever the user asks for a feature larger than a one-line tweak, scaffold a spec-kit project, capture WHAT + WHY, declare tech stack, break into tasks, then iterate the implementation until tests…
Large-scale social simulation with 50-200 demographically diverse AI personas debating on a simulated Twitter/Reddit board to predict outcomes
Deploy and manage AI agent workloads with GPU checks, API key management, and health monitoring
Detect configuration drift — manual changes that exist outside NixOS management. Offer to bring imperative changes into declarative config.
Deploy and manage user applications as managed systemd services
Predict resource exhaustion (disk, memory, swap) using trend analysis. Proactively alert and propose NixOS config fixes before things break.