The AI didn’t invent my client update. It promoted it.
说明与用途
Receipts 自动生成每周客户更新,并检查每个句子是否与引用的提交匹配,标记不支持的句子,从而减少手工工作并提高准确性。
问题
Reconstructing a weekly client update from dozens of commit messages and diffs is time‑consuming and error‑prone.
结果
Receipts produced 36 bullets across two prompt variants; 13 were flagged for unsupported commits, 4 for other errors, and 17 were correct, demonstrating effective detection of misattribution and hallucination.
工作流
- Run the CLI command to generate a report for the target repository
- Review the six‑bullet output
- Inspect flagged sentences and their receipts
- Adjust the prompt or commit history if necessary
证据
Receipts reads a week of commits with a local model and writes the update. Then it does the part I actually care about: it checks every sentence against the commit it cites, and tells me which sentences the commit does not support.
The demo is a saved run baked into a static page, because the model is 3.4GB and GitHub Pages does not have a CPU.
Five real outputs from the saved runs. Left is what the model cited; right is what it said.
- 记录日期: 2026-10-21T06:41:24.987Z