Closed-loop behavioural improvement — mine signals, synthesise patterns, propose changes, review, apply. USE WHEN learn, learn check, learn review, learn apply, mine reflections, mine ratings, algorithm upgrade, improve the algorithm, what have we learned, internal improvements, close the loop, learning synthesis, learning status, check signals, what's happening, review proposals, what should change, apply changes, apply proposals.
Closed-loop behavioural improvement — mine signals, synthesise patterns, propose changes, review, apply. USE WHEN learn, learn check, learn review, learn apply, mine reflections, mine ratings, algorithm upgrade, improve the algorithm, what have we learned, internal improvements, close the loop, learning synthesis, learning status, check signals, what's happening, review proposals, what should change, apply changes, apply proposals.
Comprehensive research and content extraction — quick/standard/extensive/deep modes with multi-agent parallel research, content retrieval, AI trends analysis, and 242+ Fabric patterns. USE WHEN research, do research, quick research, extensive research, deep investigation, find information, investigate, extract alpha, analyze content, retrieve content, use fabric, AI trends, Claude research, enhance content, extract knowledge, interview research, web scraping, YouTube extraction, standard research.
Life OS and project analysis — goals, dependencies, beliefs, wisdom, books, movies, narrative points, interview extraction, McKinsey reports, and project dashboards. USE WHEN Telos, life goals, projects, dependencies, books, movies, beliefs, wisdom, update TELOS, narrative points, interview extraction, write report, McKinsey report, TELOS report, project analysis, dashboard, n=24.
Monitor external sources (Anthropic ecosystem, YouTube, GitHub) and generate prioritized upgrade recommendations. USE WHEN upgrade, improve system, system upgrade, check Anthropic, Anthropic changes, new Claude features, check YouTube, new videos, find sources, research upgrade, PAI upgrade.
Developer utilities and tools — CLI generation, skill scaffolding, agent delegation, system upgrades, evals, documents, parsing, audio editing, Fabric patterns, Cloudflare infrastructure, browser automation, meta-prompting, and aphorisms. USE WHEN create CLI, build CLI, command-line tool, wrap API, add command, upgrade tier, TypeScript CLI, create skill, new skill, scaffold skill, validate skill, update skill, fix skill structure, canonicalize skill, parallel execution, agent teams, delegate, workstreams, swarm, upgrade, improve system, system upgrade, check Anthropic, find sources, research upgrade, PAI upgrade, eval, evaluate, test agent, benchmark, verify behavior, regression test, capability test, run eval, compare models, compare prompts, create judge, view results, document, process file, create document, convert format, extract text, PDF, DOCX, XLSX, PPTX, Word, Excel, spreadsheet, PowerPoint, presentation, slides, consulting report, large PDF, merge PDF, fill form, tracked changes, redlining, parse, e
Comprehensive research and content extraction — quick/standard/extensive/deep modes with multi-agent parallel research, content retrieval, AI trends analysis, and 242+ Fabric patterns. USE WHEN research, do research, quick research, extensive research, deep investigation, find information, investigate, extract alpha, analyze content, retrieve content, use fabric, AI trends, Claude research, enhance content, extract knowledge, interview research, web scraping, YouTube extraction, standard research.
Monitor external sources (Anthropic ecosystem, YouTube, GitHub) and generate prioritized upgrade recommendations. USE WHEN upgrade, improve system, system upgrade, check Anthropic, Anthropic changes, new Claude features, check YouTube, new videos, find sources, research upgrade, PAI upgrade.