Hidden State

Evening brief

Also

Anthropic launches a $100 million engineer-training program

Its Claude Frontier Academy has begun cohorts at several firms and aims to train 10,000 engineers by the end of 2027.

Why it mattersAnthropic is investing in the people who will implement Claude inside customer organizations.

Anthropic

Research worth a look

Epoch AI models the capacity of future agent hardware

Under its stated deployment and serving assumptions, memory shipped through 2027 could eventually run roughly 30–170 million concurrent frontier-model agents; the study says demand and deployment are major uncertainties.

Epoch AI

Google brings verifiable federated training to Gboard

Google Research says English and Japanese next-word models now use its trusted-execution-environment system, which publishes permitted workloads for outside inspection.

Google Research

Tools & releases

Ai2 opens AstaBrief 8B for cited scientific reports

The model is available as Asta’s Fast mode and as downloadable weights; Ai2 says its comparisons were largely developed against 2025-era systems.

Ai2 via Hugging Face

Meta opens Muse gadget SDKs

Its Apache-licensed ESP32 and Linux code lets builders connect Muse to displays and devices such as a Raspberry Pi; a separate Muse Home Link remains a waitlist.

Muse Gadgets

Limited coverage: Hacker News and r/MachineLearning feeds failed; other discovery, primary and reporting sources were available.