Configure a starter project when setup is requested, using detected project facts and only necessary user questions.
Compare multiple viable approaches before an agent makes a meaningful decision.
Audit persistent coding-agent context or judge whether a lesson belongs in memory, a current source, project guidance, enforcement, task…
Patterns for continuous autonomous agent loops with quality gates, evals, and recovery controls.
Implements Teresa Torres' continuous discovery habits for weekly customer contact, opportunity solution trees, and assumption testing.
Use when designing a fine-grained, hook-driven learning system that observes every tool call (not just session end), stores atomic…
Drafts precise supplemental agreements, contract amendments, and termination agreements based on existing agreements and explicit…
Contract & Proposal Writer
Executes structured, gated code implementations from approved technical plans, contracts, or review tasks with subagent support.
Propose, review, and save reusable knowledge with an explicit approval gate.
Converts PDF (.pdf) documents into Markdown so their contents can be accurately analyzed, summarized, searched, or extracted from.
Translates confirmed model defects into method-agnostic theoretical requirements to discover cross-disciplinary mathematical and…
Use when planning any non-trivial change — refactor, bug fix, migration, optimisation, communication — and the agent should find the…
Decompose a claim into facts, conclusions and value judgements, verify every fact online, audit the inference, and say how far to trust it.
Make corpus initialization observable and improvable by recording a synthetic history of the interaction between the human operator and…
Maintain the persistent roadmap and repo-native knowledge graph used by continuous corpus enrichment.
Shape a task before implementation, then pressure-test the proposed shape with a council made of a Codex subagent on gpt-5.6 with high…
Generate structured alternate timelines for a past decision log entry and write them as a `reflection` entry under your decision wiki's…
Draft the NIH cover letter and PHS Assignment Request Form — institute/center assignment preferences, study section targeting, needed…
Write Korean job application cover letter drafts from a question, JD, resume.md, and optional company values input.
When the user needs to design, audit or defend how customers are segmented, which coverage model each segment gets, how big a CSM book can…