AI Shorts – The TechBriefs

A Princeton Researcher Proposes Recurrent Looped Transformer (RLT) that Carries Decoder State across Every Token, Fixing 96 Blocks per Token with Unbounded Temporal Depth

In most decoder-only LLMs, nothing computed at the last layer of token t feeds the first layer of token t+1; […]

AWS introduced Pizza Bot, as a self-hosted application for AI tasks that continue while users work elsewhere. It organizes completed […]

An agent, in its simplest form, is an LLM calling tools in a loop. That loop works for short jobs. […]

Cognition, the company behind the Devin coding agent, has released SWE-2, its most capable coding model to date. SWE-2 is […]

The Fly Language Model (FLM) is a public chatbot that couples the complete retained MaleCNS v1.0 fruit fly connectome to […]

An agent harness is the code around a model: execution loop, tools, context, state, recovery, and verification. Per the Terminal-Bench […]

Anthropic has published a new plugin evals workflow for Claude Code. The claude plugin eval command runs a plugin against […]

Cohere has released North Small Translate, an open-weight machine translation model from Cohere and Cohere Labs. It is a sparse […]

Sakana AI has released Fugu Max and Fugu Ultra v2, 2 new models in its Sakana Fugu family. Fugu is […]

Training an LLM to call tools reliably requires datasets that pair user queries with correct tool-use chains. Producing that data […]