Hand on a red irreversible-action gate control, with force-push, prod-destroying ops, and legal/compliance locked out

What I will not automate

This is part 6 of the Agent production system series (boundaries, not “series over” — later posts dig into GitHub tokens and the landing floor). Previous: Claim safety. Constellation: Human approval, Eval gates, Orchestrator. A series about agents should spend real time on boundaries. Not because automation is bad — because production systems are defined by what they refuse. I will automate aggressively inside the funnel. I will not pretend every human act is a waste waiting for a model. The goal was never maximum automation. The goal is a system that moves work fast and still has a place for a human to say no. ...

August 14, 2026 Â· Dave Voyles
Claim safety validation workflow from agent draft through eval gate to publish or human escalation

Claim safety: evidence before metrics

This is part 5 of the Agent production system series. Previous: From Xbox SLAs to agent fleets. Constellation nodes: Eval gates, Search, Human approval. Agents are fluent. Fluency is not the same as true. Claim safety is the discipline of keeping numbers, titles, and authorship tied to evidence — especially when a model would rather sound complete than sound correct. It shows up in eval gates, in human approval, and in public artifacts like this site and Resume Builder. ...

August 11, 2026 Â· Dave Voyles
Diagram comparing static monolithic SLA provisioning to demand-driven dynamic agent fleets

From Xbox SLAs to agent fleets

This is part 4 of the Agent production system series. Previous: Docker homelab ops. Constellation: the whole agent production map — especially Orchestrator, Eval gates, and Human approval. I am a former Senior Technical Program Manager at Xbox/Microsoft. That sentence is past-tense on purpose — and it still explains how I design agent systems. People hear “TPM” and picture a calendar full of status meetings. At its best, platform TPM work is the opposite of that caricature: critical path, risk, multi-team alignment, and SLA performance under real blast radius. Someone has to know what is actually on the path to “done,” what can kill the ship window, which teams are blocked on which contract, and when a green dashboard is lying. That is the job. ...

August 7, 2026 Â· Dave Voyles
An engineer reviewing a deployment authorization screen showing Approve & Merge to Production and Reject Deployment options, awaiting human review

Human approval: the merge button still matters

This is part 2 of the Agent production system series. Previous: Eval gates are not optional theater. Constellation node: Human approval. People hear “agent fleet” and picture a fully lights-out factory. That is not what I run — and not what I want. I run a system where agents move the bulk of the work and a human still owns irreversible decisions. The merge button (and its cousins: force-push, secrets, prod infra, public claims) is not a relic. It is a designed control. ...

July 31, 2026 Â· Dave Voyles
Illustration of eval checkpoint arches with human-in-the-loop control

Eval gates are not optional theater

This is part 1 of the Agent production system series. Start with the system map if you haven’t read it yet. On the interactive diagram: Eval gates. Demo agents look smart until they touch a real repo. In a demo, the agent writes the code, the code runs once, everyone claps. Nobody checks what happens the second time, or the tenth, or the time the agent decides the fastest way past a failing test is to delete the test. Then you learn the hard lesson: intelligence without a gate is just a faster way to ship a bad change. ...

July 28, 2026 Â· Dave Voyles
Illustration of a multi-agent production system: central orchestrator hub, agent nodes, eval checks, cloud hosts, and a human approval station

How I run an agent production system

Most “AI agent” demos stop at a chat box. What I care about is the opposite: a production system with routing, tools, gates, hosts, and a human who still owns irreversible decisions. This post is the written version of the interactive map on my About page — how the fleet is wired, what each layer is for, and what I refuse to automate. The mental model Think factory floor, not chatbot: ...

July 24, 2026 Â· Dave Voyles