“Back pressure in our factory comes in two specific ways. The planned reviewer and then the code reviewer. And then there's a deterministic back pressure from the test executor.”
Context. Vaidya, an AWS solutions architect, is describing and demoing a dark factory (software built and merged by agents) that he built himself, which he calls "my factory"; it is not presented as an AWS product. The talk is from the Background Agents Summit, recorded 7 May 2026 and published by Ona.
Shardul Vaidya, Solutions Architect, Data and AI, AWS. Built and runs the factory he demonstrates, so he can speak to how it works, but it is a personal project and not an AWS product, and he also describes how its pieces map onto AWS services that AWS sells.
Amazon sells AI or agent tools or services, so it has a reason to publish flattering numbers about AI. The passage stays in the archive; read it with that in mind.
How this was checked
Not yet checked by an independent second reader. The wording, speaker and date come from the source linked above; treat it as a lead until it is confirmed.
Matched against the local whisper transcript of the original audio and a separate re-cut clip (5 seconds of margin) transcribed again; quoted only words both passes agree on. Normalization: punctuation between the passes. Both passes hear 'planned reviewer'; the speaker may mean 'plan reviewer' (he calls the stage the 'plan adversary' a few seconds later), so the wording is quoted as heard.
How to cite this passage
Shardul Vaidya (Amazon), “Dark Factories: Verification-First Agentic Engineering”, Background Agents Summit (YouTube), 2026-05-07, at 14:10. https://www.youtube.com/watch?v=e7AvdrxsbaU Archived at https://the-ai-record.com/passages/amazon-back-pressure-plan-reviewer-code-reviewer-test-executor-2026
Context. Vaidya, an AWS solutions architect, is describing and demoing a dark factory (software built and merged by agents) that he built himself, which he calls "my factory"; it is not presented as an AWS product. The talk is from the Background Agents Summit, recorded 7 May 2026 and published by Ona.
Context. Vaidya, an AWS solutions architect, is describing and demoing a dark factory (software built and merged by agents) that he built himself, which he calls "my factory"; it is not presented as an AWS product. The talk is from the Background Agents Summit, recorded 7 May 2026 and published by Ona.
Context. Vaidya, an AWS solutions architect, is describing and demoing a dark factory (software built and merged by agents) that he built himself, which he calls "my factory"; it is not presented as an AWS product. The talk is from the Background Agents Summit, recorded 7 May 2026 and published by Ona.
Context. Vaidya, an AWS solutions architect, is describing and demoing a dark factory (software built and merged by agents) that he built himself, which he calls "my factory"; it is not presented as an AWS product. The talk is from the Background Agents Summit, recorded 7 May 2026 and published by Ona.
Context. Vaidya, an AWS solutions architect, is describing and demoing a dark factory (software built and merged by agents) that he built himself, which he calls "my factory"; it is not presented as an AWS product. The talk is from the Background Agents Summit, recorded 7 May 2026 and published by Ona.
Context. Vaidya, an AWS solutions architect, is describing and demoing a dark factory (software built and merged by agents) that he built himself, which he calls "my factory"; it is not presented as an AWS product. The talk is from the Background Agents Summit, recorded 7 May 2026 and published by Ona.
Context. Vaidya, an AWS solutions architect, is describing and demoing a dark factory (software built and merged by agents) that he built himself, which he calls "my factory"; it is not presented as an AWS product. The talk is from the Background Agents Summit, recorded 7 May 2026 and published by Ona.
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