Jev Is Not a Paradigm Shift. It’s ust a Fast Classifier.
Jev Doesn't Fix LLM Evaluation. It Just Makes It Faster
#llm
Posts tagged #llm
Does Size Matter? Bigger AI Isn’t Always Better
Apparently AI inherited one of humanity’s oldest insecurities: if performance is questionable, add more size.
Your Agent Passed the Eval. Its Retrieval Calls Still Tripled.
Task completion can stay flat while context compression shifts an agent's budget from execution to redundant retrieval.
Your AI Agent Eval Is a Production Security Boundary
A benchmark stops being neutral test infrastructure when the agent can execute code, cross trust boundaries, or affect real systems.
AI Agents Do Not Just Need More Context. They Need a Context Budget
A long context window sounds like an obvious advantage for an AI agent. The agent can retain more search results, tool outputs, intermediate reasoning, and evidence. Give it enough context, and perhap
Is Overthinking a Red Flag? We Put AI Reasoning to the Test.
Maybe your friend isn't the only one who overthinks.
