A controlled study of Cloudflare's agent-readiness techniques found that no AI model fetched llms.txt or sitemap.xml in 900 test cells, and all models except gpt-oss-120b scored perfect 28 of 28 on pr…
Google shipped four production-readiness upgrades to Gemini API Managed Agents on July 7, including background execution that allows agents to run asynchronously server-side without a persistent HTTP …
Agentgateway and vLLM Semantic Router (vSR) integrate via external processing (ExtProc) to enable semantic routing of prompts to the most cost-effective LLM model, reducing workload costs by approxima…
Barkup-bench's Study AD confirms that the core LLM editing stack validated on claude-sonnet-4.5 and gemini-3.5-flash transfers to claude-opus-4.8, passing every pre-registered gate with 194/200 on the…
A new pre-registered benchmark series, barkup-bench, found that large language model agents silently invent missing information rather than asking for it, but a simple one-sentence permission to ask e…
Barkup-bench Study Z found that LLM agents (claude-sonnet-4.5, gemini-3.5-flash, and claude-opus-4.8) correctly retrieved planted facts and applied styleguide rules from full 3,300-token context packs…
A pre-registered benchmark series called barkup-bench found that both a 'keep-history' and a 'stateless plus worked examples' recipe for letting an LLM edit structured documents remain reliable across…
A researcher tested four LLMs on vendor selection tasks and found that telling a model who created it significantly influenced its recommendation, with models favoring their own creator even when give…