Apply when facing a novel UI interaction or architectural decision with no precedent in the codebase.
Vercel AI Elements for workflow UI components.
Make bounded changes in the repository's observed stack and conventions without opportunistic refactoring; escalate only a demonstrated…
Analyze exit interview data and identify retention insights and patterns
Use to package upsell, cross-sell, and advocacy motions tied to customer
Use when planning adoption-to-expansion motions and cross-sell/upsell
Find evidenced expansion whitespace; do not assert demand.
Kotlin Multiplatform expect/actual patterns for platform-specific APIs.
Audits operating expenses and SaaS subscriptions to identify defensible cost reductions, seat rightsizing, and vendor renegotiations.
Just say what you spent — your AI logs it, categorizes it, and tracks it against your budget.
Project knowledge accumulation system - learn from practice, avoid repeating mistakes
Map the full ecosystem of touchpoints, channels, and relationships across a service.
Toolkit for structuring hypotheses, variants, guardrails, and measurement
The student is unsure whether to use the expert opinion style or the judgment style.
Use when the user asks for a rich explanation of a code change, diff, branch, or PR.
Create a durable, visual teaching artifact — plus an optional check-in (predict-then-reveal for diffs, corrected exercises) that makes it…
Use when explaining code, technical concepts, or implementation decisions.
Explicit Identity Across Boundaries
Build a complete explicit instruction sequence from teacher modelling through guided practice to independent work.
Provides comprehensive guidance for Selenium WebDriver including browser automation, element location, waits, and test frameworks.
Systematic framework for analyzing product documents (PRDs, feature specs, user stories, roadmaps, one-pagers) to identify gaps, generate…