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

Описание и применение

Arvo использует локальную модель Gemma 4 для преобразования рукописных или фотографированных дневников смен в корректные счета NDIS и предупреждения о ограничительных практиках, не отправляя данные в облако.

Задача

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.

Результат

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.

Рабочий процесс

• 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.

Доказательства

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

Источник

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).

Источник