Query openFDA API for drugs, devices, adverse events, recalls, regulatory submissions (510k, PMA), substance identification (UNII), for…
Answer FDA regulatory-intelligence questions with official data instead of model memory — facility inspection history and 483 cited…
Enumerate every observable entry point of the application from P1+P2 evidence, group them into feature candidates, and scaffold a…
Interactive feature design process from rough idea to implementation-ready spec.
Use when a feature specification already exists and the user wants it built: "implement what-to-build.md", "build this feature", "now…
When to activate: feature engineering, feature selection, encoding, feature store, Feast, target encoding, scaling, time-series features
Use when you have run 3+ feature engineering experiments with no improvement, or when distance to theoretical upper bound is <15pp.
Write a feature flag management guide and lifecycle playbook for a service or team — covering flag taxonomy, creation checklist, rollout…
Gradual rollout strategies, kill switches, A/B testing integration, flag lifecycle management, and technical debt prevention.
Conducts structured requirements workshops to produce feature specifications, user stories, EARS-format functional requirements…
Orchestrates end-to-end coding workflows from test-driven development and commenting to automated PR creation and review cycles.
Write a game design document from a one-liner, rough draft, or feature discussion.
Generate a technical implementation plan from a game design document or a brief description.
Use when you have a backlog of features and need to rank them for the next sprint — scores each feature using Impact × Confidence × Effort…
Guides prioritizing a backlog of features or requests using RICE scoring (Reach x Impact x Confidence / Effort) as the primary…
Build a structured PRD that connects problem, users, solution, and success criteria.
Deeper risk assessment for a single feature or product area when the launch review found something that needs more than a line item.
For every feature candidate produced by P3, perform an exhaustive silo read of the code that implements it, then **interview the…
Use when someone wants a feature, change, or improvement in an existing codebase and what to build is not yet pinned down: a rough idea, a…
Produce the stakeholder-facing validation report: factual proof that features work, bound to a frozen tested SHA, with traceability from…
End-to-end feature development orchestration from planning through deployment with quality gates