Dropzone Zero: A Local Gemma Agent That Files Downloads and Provides Undo
说明与用途
Dropzone Zero 是一个基于 Gemma 4 的本地代理,自动分类、重命名并归档下载文件,并提供安全的撤销功能。
问题
Manual sorting of downloads is tedious and error‑prone, leading to missed invoices and cluttered folders.
结果
On 63 synthetic test documents, Gemma 4 achieved 98.4% accuracy for document type and 100% accuracy for printed dates, with a median processing time of 3.6 s per file. A LoRA on Qwen3.5‑4B improved date accuracy from 92.1% to 100% over the baseline, but the untuned local Gemma already met the target, so the app retains Gemma.
工作流
- 1. New download appears in Downloads
- 2. Dropzone Zero checks rules: still downloading, empty, duplicate, temp
- 3. Gemma 4 (local) reads the file and returns strict JSON (kind, printed date, title, confidence)
- 4. Code builds target folder and filename based on rules and JSON
- 5. Guard decides ALLOW, REVIEW (via Zee or phone), or BLOCK
- 6. Harness re‑checks hash, renames, hashes again, and journals the move
- 7. User can undo any move by replaying the journal
证据
On 63 synthetic test documents Gemma got the document type right 98.4% of the time and the date right every time, at a median of 3.6 seconds per file.
Gemma 4 reads every file on my laptop, a little robot called Zee shows me what it is doing, and Undo last puts any file back exactly as it was.
The model only proposes. A guard decides (allow, ask, or block) and a harness verifies and journals every move, so undo is exact.
- 记录日期: 2026-10-21T12:41:31.684Z