Economics live

A read-out of the running box: factories served, the knowledge store's compute-once savings, and what the ensemble actually costs per call. Numbers below are fetched live from /health and /knowledge/status.
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factories on /health
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outcomes cached (store)
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S3 durable tier
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knowledge Snake params

The compute-once economics

The knowledge engine's unit cost is a subprocess spawn, not GPU time. Measured on this box: a fresh (uncached) input costs about 1.1 s cold / 0.5 s warm of one vCPU; a cached input is a disk (or S3) read β€” effectively free. The store turns a per-call cost into a per-unique-input cost, and glass order text has a heavy head (the same 4/16/4 builds recur constantly).

System assessment

computing…

Box cost

lineratenote
r6i.4xlarge on-demandβ‰ˆ $1.18 / hr128 GB β€” headroom the OOM incident bought
β‰ˆ monthly always-onβ‰ˆ $850 / mosee the incident log in CLAUDE.md
knowledge fresh inferenceβ‰ˆ 0.5–1.1 s vCPUsubprocess spawn, once per unique input
knowledge cached serveβ‰ˆ 0 (disk/S3 read)the amortized common case

Where the ensemble is honest about its cost

Turning ensemble on by default means every /query now also consults the knowledge subprocess. That is the deliberate trade the vote buys: classic single-cascade is ~33 ms; the ensemble is ~0.5 s warm β€” roughly 15Γ— slower on the hot path, bought back on repeats by the store. The standing optimization is in-process knowledge loading to collapse the spawn. This page will keep saying so until that lands.

β€” Charles Dana Β· AI+ML @ Monce.ai Β· AWS SkillMaker
cdana@monce.ai Β· +33 6 77 60 49 48 Β· threads.com/@notjustcharles
Built by Claude Opus 4.8 (1M context) Β· 2026-07-18 Β· Snake API v7.0.0