Aggregate several hundred cybersecurity annual reports from CrowdStrike, Mandiant, IBM, Verizon, Microsoft, CISA, OWASP, Wiz, Palo Alto across 19+ categories (threat intel, ransomware, breaches, AppSec, cloud, AI, identity, pentest). Intents: UPDATE, ANALYZE,…
3-pass scope oscillation that holds a question constant while shifting zoom — narrow/tactical, wide/strategic, then synthesis — to surface design tensions, scope recommendations, and coherence assessments invisible at any single zoom level. USE WHEN aperture…
Curated aphorism collection with CRUD: content-based matching, themed search, thinker research, and usage tracking to avoid repeating quotes. USE WHEN aphorism, quote, find a quote, research thinker, add aphorism, quote for newsletter, what did X say about,…
Static visual content in 20+ formats (diagrams, infographics, comics, icons, wallpaper) via Nano Banana Pro by default, Nano Banana, and Flux, plus technical diagrams and a few essay illustrations that draw themselves as looping GIFs. USE WHEN art,…
Directs visual quality across images, films, slides, and site captures through a direction council, two vendors' vision judgments against anchored craft criteria, ranked defects, bounded iteration, gated delivery, and recorded human calibration labels. USE…
Search and retrieve arXiv academic papers by topic, category, or paper ID — with AlphaXiv-enriched AI-generated overviews. Uses arXiv Atom API across cs.AI/cs.LG/cs.CL/cs.CR/cs.MA/cs.SE/cs.IR. Three intents: Latest, Search, Paper. USE WHEN arxiv, papers,…
Assertion-first eval framework: code asserts, calibrated judges, pass@k, A/B comparison, agentic evals, judgment-layer question systems and code-extract-decide-write pipelines. USE WHEN eval, evaluate, benchmark, judge, judge prompt, judge panel, regression…
Cleans spoken audio via Whisper transcription, Claude segment classification, and ffmpeg cuts, plus breath taming and noise-gate artifact repair. USE WHEN clean audio, edit audio, remove filler words, clean podcast, remove ums, cut dead air, polish audio,…