An Intake Card for Free AI Coding Sessions

说明与用途

为免费 AI 编码会话引入 Intake 卡可降低因范围不清、缺少负责人和交接不当导致的失败，确保可复现性和令牌预算可见性。

问题

Free AI bench failures are often caused by intake failures such as missing scope, owner, or handoff, leading to rework.

结果

Implementing the intake card and script reduces AI bench failures by ensuring scope clarity, role assignment, reproducible baselines, and token budget visibility.

工作流

• Create a clean tree and branch
• Create the run card before touching code
• Record the baseline test output
• Run the session in the free server sandbox
• Reviewer reproduces the acceptance command and records results
• Close or expire the card

证据

Most free AI bench failures are intake failures.

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The model is rarely the first problem. Missing scope, missing owner, and missing handoff cause the rework.

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A short intake card fixes more than another model trial.

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The SOP still applies if the team uses another bench. The artifact is portable.

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The script captures the commit before the session starts. That single line saves hours later.

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The free server option changes the setup cost, not the review standard.

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