Cognition AI used always-on AI agent infrastructure to connect software development work with continuous inference, feedback, and training so Devin can improve from production outcomes. The effort targets 99.99% reliability for distributed training across thousands of GPUs, and Nvidia’s early access to the Vera Rubin platform supports better price-performance research. CoreWeave Forge adds tracing, distillation, and RL rollout services that can hot-load updated checkpoints into live deployments, changing the workflow from occasional retraining to an ongoing learning loop.
AWS’s Strands Labs released Strands Decider 2B, an open-source lightweight decision model aimed at speeding up agentic workflows without generating text. The model is a 2 billion-parameter system designed to run on local machines with less than 150 milliseconds of latency. Developers can now download and run it (and experiment with it for routing, tool selection, and guardrails), enabling “hybrid agents” that use decision models for simple choices and LLMs for more complex reasoning.
Singularity launches as an AI coding agent tool that replaces chat-based agent conversations with atomic tickets tied to a single scope and isolated Git worktrees. It launches today. This shifts workflows to running agents in parallel across repos and reviewing then merging their diffs, with the tool free and local-first while using a user-provided key.
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