Updates from Geocentric.

Writing samples, diagnostic results, and electricity-cost estimates.

A new systems pass measured faster Apple M4 generation and lower optimizer-state memory in controlled tests.

Geocentric's model family now has a clear progression from compact local models toward higher-capacity systems.

Progressive depth, context folding, selective loss, and optimizer-memory work now sit under one training-efficiency system.

The company is building models, training technology, evaluation systems, and local inference around one technical direction.