Linewise's video agent hits 31x GPU throughput at 1/15 cost on Inco inference infra
songhan_mit · x · 2026-10-01
LinewiseAI shared infra numbers for its video analysis agent: one week of footage totals 16,190 hours — 8 years of watching for a full-time worker. Running inference on Inco's agent-native stack, it analyzes a week's data in a day, achieving 31x throughput per GPU at 1/15 the cost per hour of video vs its own pipeline. The agent checks surrounding frames, reads sensors, and zooms in before calling a moment idle, making many model calls that Inco serves fast.
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