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Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents.
Create and maintain Claude Code agents/subagents (.claude/agents/*.md) with YAML frontmatter (name/description/tools/model/permissionMode/skills/hooks), least-privilege tool selection, delegation patterns (Task), context budgeting, and safety best pr...
UK taxation expert for HMRC compliance, Making Tax Digital (MTD ITSA/VAT) and Self-Assessment: explain tax treatment; compute income tax/NI/dividend/CGT with band-by-band breakdown; advise on deadlines/forms/penalties; and support MTD developer integ...
Operational prompt engineering for production LLM apps: structured outputs (JSON/schema), deterministic extractors, RAG grounding/citations, tool/agent workflows, prompt safety (injection/exfiltration), and prompt evaluation/regression testing. Use w...
QA skill orchestrator for test strategy, Playwright/E2E, mobile testing, API contracts, LLM agent testing, debugging, observability, resilience, refactoring, and docs coverage; routes to 12 specialized QA skills.
Design a PostgreSQL-specific schema. Covers best-practices, data types, indexing, constraints, performance patterns, and advanced features
Understand what context is, why it matters, and the anatomy of context in agent systems
Azure MySQL Flexible Server SDK for .NET. Database management for MySQL Flexible Server deployments. Use for creating servers, databases, firewall rules, configurations, backups, and high availability. Triggers: "MySQL", "MySqlFlexibleServer", "MySQL...
Microsoft DeepSpeed — ZeRO stages 1/2/3, CPU/NVMe offloading, HuggingFace integration, communication tuning, and DeepSpeed-Inference. Use when configuring distributed training or inference with DeepSpeed. NOT for FSDP (see fsdp).
Fast JavaScript/TypeScript runtime with bundling and testing. Trigger: When using Bun for server apps, scripts, or tooling.
Express.js routing, middleware, and error handling. Trigger: When building REST APIs or server logic with Express.
Detect and prevent QR code phishing (quishing) attacks that bypass traditional email security by embedding malicious URLs in QR code images within emails.
Use when implementing complex multi-step tasks, fixing critical bugs, or when quality and completeness matter more than speed - ensures comprehensive implementation without shortcuts through systematic analysis, implementation, and verification phase...
Base UI unstyled React components. Covers forms, menus, overlays, composition. Keywords: @base-ui/react, render props.
PowerShell Windows patterns. Critical pitfalls, operator syntax, error handling.
Use when writing Rails models - enforces state-as-records not booleans, concerns as adjectives namespaced under model, invocation ordering, and private indentation
Security pattern for implementing Message Authentication Codes (MACs) to ensure data integrity and origin authentication. Use when implementing HMAC, CMAC, or other MAC algorithms, verifying message integrity, authenticating message origin with share...
Security anti-pattern for hash length extension vulnerabilities (CWE-328). Use when generating or reviewing code that uses hash(secret + message) for authentication, API signatures, or integrity verification. Detects Merkle-Damgard hash misuse.
Comprehensive LaTeX reference for document creation, formatting, mathematics, tables, figures, bibliographies, and compilation. Use when helping users write, edit, debug, or compile LaTeX documents.
Enforces test-first development with Red-Green-Refactor cycle. Use when implementing features, fixing bugs, writing tests, or when someone mentions TDD, test-driven, "test first", or "write a failing test".
When the user wants to optimize any form that is NOT signup/registration — including lead capture forms, contact forms, demo request forms, application forms, survey forms, or checkout forms. Also use when the user mentions "form optimization," "lead...
React and Next.js performance optimization guidelines from Vercel Engineering. 57 rules across 8 categories for writing, reviewing, and refactoring React code.
Execute Ideogram production deployment checklist and rollback procedures. Use when deploying Ideogram integrations to production, preparing for launch, or implementing go-live procedures. Trigger with phrases like "ideogram production", "deploy ideog...
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