18 minutesAWS re:Invent 2025 - Implementing Human-in-the-Loop Controls for Multi-Agent AI Systems (CNS428)
See how approval gates can be implemented as explicit workflow checkpoints rather than informal manual review after something goes wrong.
Y Combinator. A concrete senior-engineering walkthrough rather than a panel: Holtz compares Claude Code and Codex, orchestrates several coding agents in parallel, and marks "slop-free zones" where generated code is not allowed to land unreviewed. The setup embodies the article's rules — repository context, small reviewable patches, and the human staying architect while the agents do the typing.
Holtz builds Conductor, one of the tools shown, so treat the tool choices as one practitioner's stack rather than a ranking. The durable part is the discipline: parallel agents, human architecture ownership and zones where slop cannot land.
Set up a multi-agent coding workflow with explicit review boundaries so generated changes stay small, tested and owned.
Experience reviewing pull requests and running at least one AI coding assistant against a real repository.
Last reviewed: Jul 20, 2026
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