AI Harness Engineering
Reusable harnesses that make agent-assisted product work structured, reviewable, and verifiable.
The operating layer around agent work
A harness gives agents the rules of the work: what context to gather, which policies apply, what artifacts to produce, when humans approve, and what evidence proves the output is ready.
Preview the harness portfolio
These are representative examples, not the full set.
Greenfield Harness
Turns new website and web app ideas into structured Next.js + TypeScript builds, from first brief through implementation evidence.
SEO Harness
Improves classic SEO and AI/chatbot crawler discoverability.
Rebrand Harness
Executes brand migrations across real product systems.
Shared orchestration
- 01
Scoped request
A product, modernization, or engineering request enters the harness with goals, constraints, and known risks.
- 02
Profile & policy
The run resolves its domain profile, repo context, guardrails, and allowed tool capabilities.
- 03
Contract bundle
Fail-closed contracts define required artifacts, schemas, handoffs, and completion checks.
- 04
Research
Agents gather code, design, search, brand, prior decisions, constraints, and risks against the contract.
- 05
Plan
A written run plan maps findings to implementation steps, verification scope, and open decisions.
- 06Human gate
Human approval gate
I or the team review, redirect, or approve the bounded plan before implementation moves forward.
- 07
Implementation
Agents, engineers, skills, and templates work inside approved paths using the harness constraints.
- 08Verified
Verify & improve
Tests, manual checks, tracing, documentation, and review close the loop for the next run.
What matters
- Created a reusable harness pattern that turns agent-assisted work into scoped plans, governed implementation, and reviewable evidence.
- Applied the Greenfield Harness across client-facing Next.js + TypeScript builds with other engineers and agents, helping select projects move from design to production in under two weeks.
- Extended the same pattern into a broader harness portfolio spanning product, search, brand, analytics, accessibility, performance, security, compliance, documentation, and QA workflows.
Need this applied to a real modernization workflow?
Let’s talk through what you are trying to modernize, where agents might help, and whether a harness is the right first step.