Stop Benchmarking Agents Against Each Other. Audit Them Against a Tuesday.

说明与用途

通过审计真实的一天来评估个人 AI，而不是使用通用基准，能更快发现并修复具体错误。

问题

Benchmarks cannot capture real-world consequences and personal context for a single-user AI.

结果

Auditing a personal AI against a real Tuesday reveals a single failure that drives the next iteration, providing more actionable insight than leaderboard scores.

工作流

• 1. Run the personal AI through a full day of tasks.
• 2. Record each task outcome as "done right" or "not". 3. For every failure, write a one-sentence explanation (e.g., wrong assumption, missing context, overconfidence).
• 4. Review the audit to identify the single most impactful failure.
• 5. Adjust the AI’s behavior or instructions based on that failure for the next week.

证据

No benchmark on earth can tell me what I learned that Tuesday.

来源

Every week I audit one real day. Not a curated task list — the actual day, in all its messiness.

来源

The entire point of a personal AI is that the test set is your life, and your life is not downloadable.

来源