2026-10-11 16:37 UTC

reasoning-tokens

band: coolmomentum: stable score: 0.058
temperature history

Episodes (2)

Fireworks claims its released Ember-1 — a Kimi K3 derivative trained to cut unnecessary reasoning — matches K3's quality at roughly half the tokens and is already live in one customer's production coding workload with plans to replace the base model entirely; sustained adoption and the promised series of provider-built specialized fine-tunes would establish inference providers shipping their own models on open-weight bases as a standard product line rather than neutral serving.
watchingconvergesscott: high
Independent replications will determine whether hidden reasoning tokens and failed agent attempts cause cross-provider API costs on realistic tasks to diverge far more than published token prices imply.
resolvedconvergesscott: medium