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How Agents Run the Research Pipeline

How research rules become contracts that agents can execute, why every rejection is a first-class output, and which decisions must stay with people.

Key ideas

  1. 01

    Agents run pre-registered gates with frozen thresholds; a step belongs to agents only if its correctness can be verified without asking the executor's intent.

  2. 02

    The ledger of rejected candidates, kept append-only with its config hash and data vintage, is a first-class output that stops agents from re-mining falsified directions.

  3. 03

    Admission to the live book, risk posture, and opening or closing research lines stay with a human, and the research agent never has a path to place orders.

Read the full essay

Written by Wayland Zhang, founder of Dnalyaw.