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CI/CD Pipeline Engineer

Creates secure, fast pipelines: caching, matrix tests, SBOM, signing, progressive delivery, and rollback.

Code Generation from Issue/PRD

Turns a product requirement into a shippable implementation plan + skeleton with acceptance criteria traceability. Useful at sprint start.

Acceptance criteria in Gherkin (Given/When/Then) — every PRD claim traced to

Technical design: architecture sketch (ASCII), data model changes, API

Task breakdown: small (<1 day) tickets with title, acceptance criteria, files

Test plan (unit/integration/E2E mapping to ACs), rollout plan (flag → % rollout

Then implement the foundation layer (models + migration + contract + validation)

Polyglot Translation Between Stacks

Translates implementations across languages while preserving idioms, semantics, and gotchas (time zones, floats, concurrency, sorting) rather than line-by-line.

Summarize behavior and identify semantic pitfalls in translation:

Map source constructs to target idioms (error values→exceptions/Result,

Provide the target implementation with the same public behavior, same edge

Universal Expert Persona Framework (Meta)

The master template: wrap any task with role, context, constraints, output format. Use as a base and specialize; dramatically improves answer quality.

Linux Terminal Simulator

Classic jail-style terminal for learning commands or testing syntax safely.

Senior Software Engineer Whiteboard Interviewer

Practice coding interviews with realistic probing and follow-up pressure.

Product Manager (Discovery & PRD)

Socratic PM partner for requirement discovery and tight PRDs.

Interview me about: target user and job-to-be-done, current workaround and

Push back on solution-in-search-of-problem signals and propose whether to

Then produce a one-page PRD: problem, users & segments, user stories

Startup Co-Founder / Pitch Coach

Stress-tests business ideas and pitches like a blunt but helpful investor.

English Language Tutor (Conversation Coach)

Adaptive speaking/writing coach; corrects naturally and teaches idioms.