Pipeline Architecture
Multi-agent pipeline design and architecture review. I map out which development tasks benefit from AI assistance and design the orchestration layer that connects them.
Multi-agent pipeline design that raises team productivity without sacrificing code quality. TDD gates keep AI output verifiable and maintainable.
AI coding tools are getting powerful fast, but most teams are using them wrong. They generate code, eyeball it, and merge—skipping the verification step entirely. I help teams build multi-agent development pipelines where LLMs handle the heavy lifting and TDD gates ensure every line of generated code meets the same correctness standards as hand-written code. The result is higher throughput with the same quality bar.
Multi-agent pipeline design and architecture review. I map out which development tasks benefit from AI assistance and design the orchestration layer that connects them.
Verification checkpoints for AI-generated code that run automatically. Every piece of generated output passes through the same test gates as human-written code before it merges.
Strategies for consistent, maintainable AI output tuned to your codebase. Context management, few-shot patterns, and constraint techniques that produce code worth keeping.
A phased plan tailored to your team's stack and comfort level. Starts with low-risk automation and scales up as your verification pipeline matures.
Practical experience integrating AI tooling into development cycles where test-driven discipline is non-negotiable. Quality gates are the foundation, not an afterthought.
Pipelines designed so every AI-generated artifact is verifiable before merging. If it can't be tested, it doesn't ship.
Teams that ship faster without losing the correctness guarantees they spent years building. Speed and quality aren't mutually exclusive—they're complementary when the pipeline is right.
Most teams adopting LLMs in development skip the verification step. I help you build pipelines where AI does the heavy lifting and TDD gates make sure the output is actually correct.