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Ep. 8: My AI Agent Reads Handwritten Timesheets. It Gets the Receipts 100% Right and the Names 14% Right.

A developer built an AI agent that reads handwritten timesheets, reporting that it extracts receipt data with 100% accuracy but correctly identifies names only 14% of the time. The results, shared in the Agent of One podcast, highlight the uneven performance of vision-based document extraction on messy handwriting.

read1 min views4 publishedOct 23, 2026
Ep. 8: My AI Agent Reads Handwritten Timesheets. It Gets the Receipts 100% Right and the Names 14% Right.
Image: Blakelapierre (auto-discovered)

The audio version of this post: https://blakelapierre.substack.com/p/my-ai-agent-reads-handwritten-timesheets . I write this show through my AI agents, and an AI voice reads it to you.

Discussion about this episode

Agent of One Podcast

Building a one-person business with a fleet of AI agents, real numbers included.

Building a one-person business with a fleet of AI agents, real numbers included.

source & further reading
blakelapierre.substack.com — original article Ep. 6: Two AI Trading Scanners: One Said My Strategy Loses. The Other Hunts 2-Cent Options. Ep. 3: Debugging a $4 Trading Bot: It Made Money on the Spread and Still Lost My AI Agent Reads Handwritten Timesheets. It Gets the Receipts 100% Right and the Names 14% Right.
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