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Fast, Risky, or Governed: The Real Options for Agents in Production

Posted Oct 29, 2026 | Views 1
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Martin Reynolds
Field CTO @ Harness

Martin Reynolds is a passionate speaker and thought leader with over 30 years of experience in software development, architecture, and delivery. With a deep focus on DevOps, DevSecOps, and Developer Experience (DevEx), he's a trusted voice in the tech community, featured in outlets like The NewStack, BeatNews, and LeadDev.

Career highlights include leading cloud migration at Advanced, establishing their first DevOps team, and scaling DevOps practices across the organization. Martin has dedicated his career to transforming how organizations approach software delivery by fostering a culture of collaboration, automation, and continuous improvement.

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SUMMARY

Every team has already made a choice about AI agents, whether they meant to or not: slow it down with human approval on everything, or let agents run fast with broad access and hope nothing breaks. Both are worse than they look - the first stalls the ROI on every coding tool you bought, the second trades a known risk for an invisible one, since general-purpose agents have no audit trail and no idea what they’re allowed to touch in production. This talk makes the case that autonomy isn’t a toggle, it’s a dial: the leaders getting real value from AI are setting risk-based autonomy per workflow, per environment, per blast radius - not asking “how much should we trust agents” but “what has to be true before we do.” Practical framework, not theory, for engineering leaders past the pilot phase and into the part where agents actually touch production.

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