Ember-1: Teaching AI Agents to Reason Efficiently
A practical guide to the engineering idea behind Ember-1: teach a reasoning model to preserve useful reflection while spending fewer tokens on repetitive planning. The post explains token costs, agent loops, training, benchmarks, and production evaluation.