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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,...
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...
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...
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,...
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...
Calculate capital gains with FIFO, wash sale detection, term classification, and Form 8949 outputs.
Investigate host stability incidents (memory/process pressure), triage likely culprits, and drive safe recovery + hardening for multi-workspace Pi operations.
Audit PostHog integration: SDK setup, event tracking, privacy settings, feature flags, and data quality. Outputs structured findings. Use log-posthog-issues to create issues. Use fix-posthog to fix. I...
Audit BTCPay Server configuration. Checks store settings, webhook health, payment notifications, and API connectivity. Use when: running BTCPay as payment processor, diagnosing webhook issues, or veri...
Ruby and Rails best practices for services, testing, and architecture. Use when: - Writing or reviewing Ruby/Rails code - Designing service objects or organizing business logic - Setting up RSpec test...
Write effective LLM prompts, commands, and agent instructions. Goal-oriented over step-prescriptive. Role + Objective + Latitude pattern. Use when writing prompts, designing agents, building Claude Co...
Complete Bun lifecycle management. Audits current state, plans migration, executes changes, verifies success. Full orchestrator for Bun adoption. Invoke for: migrate to bun, adopt bun, bun migration,...
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