AI Carb Counting Accuracy: I Tested Soba on 400 Meal Photos
AI carb counting accuracy, measured: Soba got 68.5% of meals within 10 g on 400 research photos. Where it fails, what fixes it, and how 8 LLMs compared.
AI carb counting accuracy, measured: Soba got 68.5% of meals within 10 g on 400 research photos. Where it fails, what fixes it, and how 8 LLMs compared.
How I picked an LLM for food photo recognition in soba: a benchmark, a live A/B that cut scan cost to $0.005, and the prompt work that fixes portion weight.
Google Jules queues coding tasks, runs them in a cloud VM, and opens PRs while you sleep. Free tier gives 15 tasks/day. Here's what worked and what didn't.
GPT-5.4 vs Claude Opus 4.7 vs Gemini 3.1 Pro for coding: benchmarks, list-price token costs per task and per month, and the per-task winner for each.