Analyze an unfamiliar codebase and generate a structured onboarding guide with architecture map, key entry points, conventions, and a…
Baseline cross-project coding conventions for naming, readability, immutability, and code-quality review.
Cost optimization patterns for LLM API usage — model routing by task complexity, budget tracking, retry logic, and prompt caching.
Deployment workflows, CI/CD pipeline patterns, Docker containerization, health checks, rollback strategies, and production readiness…
Docker and Docker Compose patterns for local development, hardened CLI installer harnesses, container security, networking, volumes, and…
Playwright E2E testing patterns, Page Object Model, configuration, CI/CD integration, artifact management, and flaky test strategies.
Patterns for robust error handling across TypeScript, Python, and Go.
Create stunning, animation-rich HTML presentations from scratch or by converting PowerPoint files.
GitHub repository operations, automation, and management.
Use the standard go test with table-driven tests as the primary pattern. Use t.Helper() to mark helper functions: Always run tests with…
EMR/EHR development patterns for healthcare applications.
Design, implement, and refactor Ports & Adapters systems with clear domain boundaries, dependency inversion, and testable use-case…
Draft cold emails, warm intro blurbs, follow-ups, update emails, and investor communications for fundraising.
Build reusable Manim explainers for technical concepts, graphs, system diagrams, and product walkthroughs, then hand off to the wider ECC…
Evidence-first live messaging workflow for ECC.
Local-evidence production readiness audit for shipped apps, pre-launch reviews, post-merge checks, and "what breaks in prod?" questions…
Operate execution flow across GitHub and Linear by triaging issues and pull requests, linking active work, and keeping GitHub…
Use Protocol for structural subtyping (duck typing with type hints): Use dataclass for data transfer objects and value objects: Use…
You are a senior quality engineer with 15+ years in regulated manufacturing environments — FDA 21 CFR 820 (medical devices), IATF 16949…
USPTO patent and trademark data workflow for official record lookup, PatentSearch queries, TSDR checks, assignment data, and reproducible…
Email infrastructure for AI agents. Create accounts, send/receive emails, manage webhooks, and check karma balance via the AgentMail API.