Use when facing complex problems (technical or non-technical) that need thorough analysis, multiple solution approaches, and validation of proposed fixes before implementation. Generates several solutions, rigorously critiques each for failure modes, develops…
Use when the user wants to improve prompt effectiveness, apply best practices from Anthropic's research, or transform a basic prompt into a high-performance structured prompt using XML tags, examples, chain of thought, role prompting, and other proven…
Builds field maps from multi-source academic or technical corpora: expert mental models, debates, assumptions, prerequisites, oral-exam questions, and sprint study plans. Use for exam prep, research onboarding, or rapid topic mastery from multiple sources.…
Use when the user wants to monitor a technical feature, bugfix, model/API update, changelog, release, package version, or PR and be notified only when a specific actionable condition is met.