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Gemma 4 reads, code decides: offline NDIS invoicing that caught 20 of 22 restraints

说明与用途

Arvo 使用本地 Gemma 4 模型,将手写或拍照的工作日记转换为合规的 NDIS 发票和限制性实践警报,全部离线完成。

问题

Independent NDIS support workers must convert handwritten or photographed shift diaries into compliant invoices and flag restrictive practices, but existing tools are expensive or require online services.

结果

In a test week with 7 shifts, Arvo produced 10 invoice lines, 3 red‑flag panels, and 13.3 s processing time on a laptop RTX 4050. It correctly flagged 20 of 22 restraints in the diary.

工作流

  • 1. Worker inputs diary by typing, photographing, or dictating.
  • 2. Gemma 4 (Ollama) reads the input and extracts shifts and notes.
  • 3. Code validates dates, times, participant names, and calculates hours.
  • 4. Pricing rules apply: NDIS pricing schedule, Victorian public‑holiday calendar, and schedule s2.4(c).
  • 5. Code identifies restrictive‑practice notes, quotes the sentence, and assigns notify‑by dates.
  • 6. Outputs invoice lines, printable invoice, CSV, and a red‑flag panel.
  • 7. Worker reviews and finalizes before sending to plan manager.

证据

Gemma 4 did far worse than on the rendered test photos: 0 of 7 shifts fully right.

来源

The page is docs/demo/run.json rendered: gemma4:e4b on docs/demo/diary.txt, 7 shifts, 10 invoice lines, 3 flags, 13.3 seconds on a laptop RTX 4050 (6 GB).

来源

  • 记录日期: 2026-10-19T04:42:23.175Z