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Unblock, polish, and simplify a PR until it's genuinely merge-ready. Three phases: fix (CI/conflicts/reviews), polish (architecture/tests/docs), simplify (complexity reduction). Runs all three in sequ...
Identify the single highest-leverage, most innovative addition to the project. Forces divergent thinking beyond the current roadmap. One answer, fully argued. Use when: "what should we build next", "w...
Audit and maintain LLM-powered features. Model currency, prompt quality, evals, gateway routing, observability, CI/CD. Ensures all AI features follow best practices. CRITICAL: Training data lags month...
Find and ship the smallest UX improvement that meaningfully reduces friction in a working product. Use when a flow basically works but feels rough: unclear affordances, weak feedback, awkward spacing,...
Context lifecycle for AI agents: write, select, compress, isolate. Design high-signal context windows, instruction hierarchies, and memory strategies. Use when designing agent prompts, debugging conte...
Whole-codebase vulnerability analysis leveraging 1M context window. Loads entire project source, runs deep security analysis in a single pass. OWASP Top 10, cross-module data flow tracing, dependency...
Organize project knowledge for AI agents into hot memory, specialist routing, and cold-memory subsystem docs. Use when tuning a repo, designing agent infrastructure, deciding where knowledge should li...
Formal verification of system designs using TLA+, Z3, and Apalache. Finds bugs in design BEFORE implementation. Agent feedback loop: spec → model check → counterexample → fix → repeat. Use for state m...
Audit and reduce GitHub Actions spend across repositories. Use when minutes are exhausted, CI is noisy/duplicative, or multiple AI reviewers run together. Produces top spend drivers, overlap hotspots,...
Architectural exploration: understand current system deeply, research alternatives, synthesize options with tradeoffs, recommend a simpler path. Use when: "rethink this", "is there a better way", "sim...
Full autonomous delivery from issue to PR. Finds highest-priority issue, specs it, designs it, builds it, ships it. Use when: shipping an issue end-to-end, autonomous delivery, sprint execution. Compo...
Opinionated constraints for building better interfaces with agents.
Generate premium open-graph hero images for brands using AI. Use when: creating social sharing images, website headers, marketing collateral. Keywords: og image, open graph, hero image, social header,...
Web research, multi-AI delegation, and multi-perspective validation. /research [query], /research delegate [task], /research thinktank [topic]. Triggers: "search for", "look up", "research", "delegate...
Database design, operations, and platform-specific patterns. Schema design principles, migrations, query optimization, transactions, connection pooling, and Convex-specific best practices. Reference s...
Next.js patterns, best practices, cache components, and upgrade guides. Auto-invoke when: writing Next.js code, configuring next.config, using App Router, implementing caching, upgrading Next.js versi...
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