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Meter OCR — Gemini Reading Service

A deployed meter-reading service built on Gemini vision with textbook LLM-output contracting.

PeriodApr 2026StatusDeployedAreaAI · Vision & OCR

Highlights

  1. Response-schema enforcement, a prose ban and token budgeting to eliminate MAX_TOKENS truncation.
  2. Domain knowledge as a hard gate: readings must be exactly 8 digits, enforced in the backend rather than merely prompted.
  3. json-repair salvage, latency optimisation (20 s → fast), systemd service and nginx hardening.