Uvi raised $7.5 million to provide an infrastructure “context reasoning layer” so enterprise AI agents can understand company business context without relearning it from scratch each deployment. Uvi’s benchmarks say agent responses cost $0.75–$1.41 without the layer but drop to 10–16 cents when routing through Uvi. As a result, enterprises can run agents more cheaply and faster, with Uvi citing open-ended questions where it claims agents cost 46 times less and answer about twice as fast.
Anthropic reported that it rebuilt its developer source control for Claude-driven software work by replacing git with an in-house system called Scion. In May 2026 it averaged about 2,500 merged code changes per day, and by September it exceeded 30,000 per day. As a result, Anthropic migrated its monorepo in five months and shifted build, CI, and source-control operations toward an always-online, horizontally scalable client-server model.
Third Moment Research runs 10,000 AI agents for 36+ hours using GPT-6 Astra, GPT-6.1 Sol, Codex, and Daybreak for cybersecurity tasks. The run duration is 36+ hours. As a result, the agents can sustain long focus windows and improve with continued use.
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