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

Описание и применение

Оценка персонального ИИ по реальному дню вместо лидеровских тестов позволяет выявить конкретные ошибки и быстро их исправлять.

Задача

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

Результат

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

Рабочий процесс

• 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.

Доказательства

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

Источник

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

Источник

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

Источник