Public source record · @ray_fu

The creator recommends splitting an AI workflow into three roles: a builder that produces output, a judge that checks i…

Source-backed excerpt cards generated by the Base2026 public evidence pipeline. The original creator remains the canonical source.

ai-agents

The creator recommends splitting an AI workflow into three roles: a builder that produces output, a judge that checks it, and a manager that decides what happens next.

Stop using one chat and split the work into three jobs. First is the builder agent that produces the output. Next is the judge that checks the output. And third is the manager that decides what happens next.

Source excerpt 0:03–0:11

Suggested action

Use role separation as a review-loop design pattern; keep the judge independent from the builder.

ai-evaluation

The creator recommends a real-code hard stop after three retries that notifies an operator instead of allowing a fourth attempt.

is actually in there. Three, set a hard stop so after three retries, it stops and notifies you instead of trying for a fourth time. This has to be real code, not just a line and a prompt saying

Source excerpt 0:36–0:43

Suggested action

Enforce the retry ceiling in code and route the stop notification for human review rather than trusting a prompt-only instruction.

Source and attribution

Creator: @ray_fu · Published 2026-08-15

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