Field Notes

Dispatches from the frontier of applied AI. Engineering deep-dives, research notes, and field reports from the team building Percepta.

est. 2026

ResearchMarch 11, 2026

Can LLMs Be Computers?

We build a computer inside a transformer — executing arbitrary C programs for millions of steps with exponentially faster inference via 2D attention heads.

By Christos Tzamos with others at PerceptaRead

ResearchMarch 11, 2026

Beyond the Sandbox

Real-world decision-making demands more than benchmarks. We're building systems that learn and improve through deployment.

By Athul Paul Jacob

NewsNovember 13, 2025

The state of Maryland partners with Anthropic to better serve residents

Anthropic partners with the state of Maryland and Percepta to deploy Claude in service of government operations and citizen services.

By Anthropic

NewsNovember 11, 2025

Maryland Governor Wes Moore Announces Landmark AI Partnership to Transform State Service Delivery

Governor Moore announces a landmark partnership with Percepta and Anthropic to bring AI-powered tools to Maryland state agencies.

By The Office of Governor Wes Moore

NewsOctober 02, 2025

Unveiling Percepta An AI Transformation Company

General Catalyst announces Percepta, a new AI transformation company focused on modernizing critical institutions.

By General Catalyst