LLM & Agents

Concurrent investigation pattern - dispatches multiple AI agents to investigate and fix independent problems simultaneously.

Implement secure file upload handling with validation, virus scanning, storage management, and serving files efficiently. Use when building file upload features, managing file storage, and implementing file download systems.

Generates a complete fullstack application template with Python FastAPI backend and React Vite frontend. Includes OpenAI ChatGPT integration, CORS configuration, comprehensive error handling, and a modern Tailwind CSS + shadcn/ui React UI. Use this skill when the user wants to bootstrap a new fullstack web application project with both API backend and web frontend components ready to go.

Gate 0 research phase for pre-dev workflow. Dispatches 3 parallel research agents to gather codebase patterns, external best practices, and framework documentation BEFORE creating PRD/TRD. Outputs research.md with file:line references.

7 specialist developer agents for backend (Go/TypeScript), DevOps, frontend, design, QA, and SRE. Dispatch when you need deep technology expertise.

Memory sidecar for agent work: recall before tasks, record learnings after tasks, review recommendations, optional backport bundles.

Gate 3 of development cycle - ensures unit test coverage meets threshold (85%+) for all acceptance criteria using TDD methodology.

Implement offline-first mobile apps with local storage, sync strategies, and conflict resolution. Covers AsyncStorage, Realm, SQLite, and background sync patterns.

Implement secure session management systems with JWT tokens, session storage, token refresh, logout handling, and CSRF protection. Use when managing user authentication state, handling token lifecycle, and securing sessions.

Implement secrets management with HashiCorp Vault, AWS Secrets Manager, or Kubernetes Secrets for secure credential storage and rotation.

Autonomous plan execution - fresh subagent per task with automated code review between tasks. No human-in-loop, high throughput with quality gates.

Gate 0 of the development cycle. Executes code implementation using the appropriate specialized agent based on task content and project language. Handles TDD workflow with RED-GREEN phases. Follows project standards defined in docs/PROJECT_RULES.md.

Manage S3 buckets with versioning, encryption, access control, lifecycle policies, and replication. Use for object storage, static sites, and data lakes.

Develop native Android apps with Kotlin. Covers MVVM with Jetpack, Compose for modern UI, Retrofit for API calls, Room for local storage, and navigation architecture.

7 product marketing skills + 6 specialist agents for go-to-market strategy, positioning, messaging, competitive intelligence, and launch coordination.

Work with sparse matrix formats (CSR, CSC, COO) and algorithms. Use when implementing efficient sparse operations like matrix-vector/matrix-matrix multiplication with many zero elements.

Allocate customer orders to optimal inventory sources and fulfillment locations. Use this skill when deciding which warehouse should fulfill orders, managing split shipments, optimizing order-to-inventory assignment, or implementing allocation rules.

Optimize warehouse and storage space utilization. Use this skill when maximizing storage density, planning storage layouts, calculating volume efficiency, or minimizing empty space in warehouses and containers.

Create well-defined task specifications from plans or user prompts. Use when user wants to define a task, create a work item, break down a plan into actionable work, or write a spec for implementation. Triggers on "create task", "define task", "write spec", "break this down", "make this actionable", or when moving from planning to execution.

Optimize order fulfillment operations for speed and cost efficiency. Use this skill when optimizing pick-pack-ship workflows, reducing fulfillment time, managing carrier selection, or improving order processing throughput.