Long-form writing on AI-First Theory, RACE Programming, and the evolution of software engineering practice by Pavel Khodalev.https://raceprogramming.com/en-usCopyright 2026 First Line Software. RACE Programming created by Pavel Khodalev.paul@raceprogramming.com (Pavel Khodalev)https://raceprogramming.com/essays/ai-transformation-roadmap-for-engineering/https://raceprogramming.com/essays/ai-transformation-roadmap-for-engineering/If the three layers of transformation cannot be sequenced, what does a roadmap even look like? Horizons, not phases, and what each one has to prove.Fri, 07 Aug 2026 00:00:00 GMTtransformationadoptionleadershippaul@raceprogramming.com (Pavel Khodalev)https://raceprogramming.com/essays/how-to-modernize-your-sdlc-for-ai/https://raceprogramming.com/essays/how-to-modernize-your-sdlc-for-ai/Most SDLC modernization buys tools and keeps the process, which speeds up the step that is already cheap. Here is the order that actually works.Fri, 07 Aug 2026 00:00:00 GMTsdlcai-nativeadoptionpaul@raceprogramming.com (Pavel Khodalev)https://raceprogramming.com/essays/what-ctos-should-know-before-adopting-ai-native/https://raceprogramming.com/essays/what-ctos-should-know-before-adopting-ai-native/Six things that decide whether an AI-native adoption produces a real economic result or an expensive tools rollout, from someone running it.Fri, 07 Aug 2026 00:00:00 GMTleadershipadoptionai-nativepaul@raceprogramming.com (Pavel Khodalev)https://raceprogramming.com/essays/is-agile-still-relevant-when-ai-writes-the-code/https://raceprogramming.com/essays/is-agile-still-relevant-when-ai-writes-the-code/Agile was right because it matched the problem. AI changed the problem. What that means for the values, the ceremonies, and what replaces them.Thu, 06 Aug 2026 00:00:00 GMTagilescrumai-nativepaul@raceprogramming.com (Pavel Khodalev)https://raceprogramming.com/essays/team-principal-is-not-alone/https://raceprogramming.com/essays/team-principal-is-not-alone/AI made the Team Principal the new bottleneck. Used correctly, RACE Programming and the Pit Wall are how the role stops being one.Wed, 05 Aug 2026 00:00:00 GMTrequirementscustomer developmentframeworkpaul@raceprogramming.com (Pavel Khodalev)https://raceprogramming.com/essays/uber-agentic-pods-and-the-open-loop/https://raceprogramming.com/essays/uber-agentic-pods-and-the-open-loop/Uber's Agentic Pods proved the Team Principal and Pit Wall interaction. Closing the loop takes the Pit Crew, and then it ships enterprise systems too.Wed, 22 Jul 2026 00:00:00 GMTframeworkrolesenterprise-aipaul@raceprogramming.com (Pavel Khodalev)https://raceprogramming.com/essays/adopting-the-forward-deployed-engineer/https://raceprogramming.com/essays/adopting-the-forward-deployed-engineer/RACE Programming renamed its ACE Software Engineer to Forward Deployed Engineer. The industry term now fits the role, and shared language is the point.Wed, 15 Jul 2026 00:00:00 GMTframeworkroleslanguagepaul@raceprogramming.com (Pavel Khodalev)https://raceprogramming.com/essays/what-happens-to-the-specialists/https://raceprogramming.com/essays/what-happens-to-the-specialists/The strongest objection to RACE Programming is about depth, not speed. Deep expertise does not vanish. The line between generalist and specialist moves.Tue, 14 Jul 2026 00:00:00 GMTframeworkexpertiserolespaul@raceprogramming.com (Pavel Khodalev)https://raceprogramming.com/essays/software-delivery-is-leaving-the-complex-domain/https://raceprogramming.com/essays/software-delivery-is-leaving-the-complex-domain/A reliable AI teammate moves software from Cynefin's complex domain toward the complicated one, reopening the management model and pointing at a factory.Thu, 02 Jul 2026 00:00:00 GMTframeworkai-nativecynefinmanagementpaul@raceprogramming.com (Pavel Khodalev)https://raceprogramming.com/essays/why-race-programming-exists/https://raceprogramming.com/essays/why-race-programming-exists/For three years we delivered with AI agents. Then the tools crossed a line, and methods built to coordinate people started managing the wrong thing.Thu, 25 Jun 2026 00:00:00 GMTframeworkai-nativeoriginpaul@raceprogramming.com (Pavel Khodalev)https://raceprogramming.com/essays/aws-ai-dlc-and-race-programming/https://raceprogramming.com/essays/aws-ai-dlc-and-race-programming/In July 2025 AWS published the AI-Driven Development Life Cycle, reaching the same shape as RACE Programming. The divergence is who verifies the AI.Tue, 23 Jun 2026 00:00:00 GMTframeworkai-nativecomparisonpaul@raceprogramming.com (Pavel Khodalev)https://raceprogramming.com/essays/prescriptive-not-permissive/https://raceprogramming.com/essays/prescriptive-not-permissive/Most frameworks permit variation. RACE Programming prescribes. When AI shifts engineering economics by an order of magnitude, permissive is not enough.Thu, 23 Apr 2026 00:00:00 GMTframeworkprescriptionagilepaul@raceprogramming.com (Pavel Khodalev)https://raceprogramming.com/essays/three-layers-of-ai-native-transformation/https://raceprogramming.com/essays/three-layers-of-ai-native-transformation/Organizational, process, and technological change cannot be sequenced. Most AI adoption programs fail trying to, and the failure mode is predictable.Wed, 22 Apr 2026 00:00:00 GMTtheorytransformationpaul@raceprogramming.com (Pavel Khodalev)