os-moda

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 pass.

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.

Detect service failures and system anomalies. Diagnose root causes. Auto-remediate using NixOS rollback, service restart, or config repair. Every action logged to the hash-chained audit ledger.

Monitor system health: CPU, memory, disk, network, processes, services, and logs. Present data naturally. Correlate issues across subsystems. Alert on thresholds. Diagnose root causes.

Manage files and directories. List, find, search contents, read, write, move, copy, delete, permissions. Present directory contents with context.

NixOS generation-aware debugging and time-travel. Correlate system state changes with application failures. Query "what changed and when."

Black box flight recorder for the server. Capture system state snapshots for forensic analysis after incidents. Continuous telemetry ring buffer.

Translate natural language requests into NixOS configuration changes. Show diffs before applying. Use nixos-rebuild for atomic deploys. Every change is rollbackable and logged.

Manage network: WiFi, interfaces, connections, DNS, firewall, VPN. Diagnose connectivity issues. Configure networking declaratively via NixOS.

Intelligent Nix store management. Analyze store usage, identify waste, optimize garbage collection, and track generation history.

Continuous security posture assessment. Scores the system, auto-fixes safe issues, proposes fixes for risky ones. Every change audited.

Discover and interact with ANY service running on the system. Not pre-programmed per-service. Discovers dynamically. Read configs, hit APIs, parse logs. Figure it out.

Read and edit NixOS module options. Validate before applying. Show diffs before rebuild. Enumerate available options. Understand the NixOS declarative model deeply.

Manage NixOS packages declaratively. Search, install (via configuration.nix rebuild), remove, rollback, and list generations. Understands the NixOS declarative model.