Guardrails Toolkit
A public toolkit with templates for AI PR reviews, agent handoffs, trace logs, and human approval gates.
Open toolkitFor teams shipping with AI coding agents
A focused audit for one AI-assisted development workflow: PR review checklist, agent handoff rules, trace log, human approval gates, and a 7-day rollout plan.
Proof of work
These public artifacts make the offer tangible: buyers can see the review system, handoff format, trace log, and approval gates before booking a paid diagnostic.
A public toolkit with templates for AI PR reviews, agent handoffs, trace logs, and human approval gates.
Open toolkitA concrete checklist for reviewing AI-generated pull requests without relying on the agent's summary.
View checklistA sample audit output showing review fatigue, ownership gaps, side effects, and the first guardrail to add.
View sampleThe paid problem
AI agents can write code, open PRs, run commands, and chain tasks. The expensive part starts when nobody can quickly answer what changed, why it changed, who owns the risk, and which steps require a human before they run.
Developers spend more time reconstructing agent intent than reviewing the actual diff.
Local scripts, CI jobs, or agent tools can mutate state before an owner approves the risk.
Multiple agents touch the same workflow without clear ownership, evidence, or stop rules.
What you receive
Audit
One repo, one agent workflow, one clear map of review, handoff, command, data, and approval risks.
Kit
PR checklist, trace log, agent handoff template, human-approval gate map, and review notes your team can copy into its process.
Plan
A short implementation plan with stop rules, owners, and the minimum automation needed to make the workflow safer.
Offer
This offer is based on observed workflow problems around AI coding agents: review friction, unclear command boundaries, weak handoffs, and missing approval gates. The diagnostic turns those risks into concrete review rules and templates.
Request
Share the repo, PR flow, agent setup, or automation boundary that feels hard to review. I will reply with whether it fits a focused diagnostic.