Execute implementation plans in controlled batches with validation and checkpoints
Implements written plans through batched execution with review checkpoints.
Framework for packaging competitive updates into executive-ready narratives
Generate comprehensive executive summaries from workspace communication files using AI analysis with automatic context discovery
Apply when facing a novel UI interaction or architectural decision with no precedent in the codebase.
Automate Exist tasks via Rube MCP (Composio).
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 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
Guides work on `packages/frontend/editor-ui` experiments. Use when creating, extending, wiring, testing, reviewing, or retiring editor-ui experiments, PostHog feature flags, experiment key indexes,…
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.
Use when explaining code, technical concepts, or implementation decisions.