Use when the user asks to query project memory, ask an oracle, use supported browser-backed reviewers, run Tau roundtable/single-handler workflows, run persona/deep-review workflows, generate image prompts, check OS/project health through composed skills, or…
Nightly opportunity monitor that researches a bounded set of target employers and clients, ranks only eligible opportunities, compiles claim-bound resume variants, and emits one interactive morning report covering human-transmitted outreach and separately…
Local-first, always-on interview and meeting copilot that transcribes speech with RealtimeSTT/faster-whisper and surfaces source-bound evidence from Graph Memory, indexed code, and current repositories. Use when the user says "live interview evidence",…
F-36 plant floor operations namespace. Subcommand router for machine testing, disposition, shift management, vendor review, and compliance monitoring. Designed for Paul Bevilaqua — gloved hands, standing, noisy environment.
Dry-run-first Hugging Face Hub operations: search models/datasets, inspect repos, list files, create repos, upload, snapshot, and validate/template model & dataset cards. Mutations require --execute; every receipt records an auth check without exposing token…
Agentic evaluation of skills using multi-trial fixtures, deterministic command assertions, trajectory checks, safety constraints, and evidence-backed readiness scoring. Use when users ask for agentic evals, multi-trial skill evaluation, skill trajectory…
Continuous SPARTA quality monitor. Runs the 3-tier validation cascade alongside Stage 12 QRA generation — Tier 0 deterministic, Tier 1.5 trained GPT (via /assistant), Tier 2 Brandon (edge cases). Accumulates labels, auto-triggers /create-gpt training at 2000…
Extract control IDs, domain phrases, taxonomy tags, and relationship data from question text. Composes /memory (ArangoDB recall to load sparta_controls vocabulary). Returns structured EntityExtractionResult that defines the shape of evidence cases,…