Six AI Labs Shipped Decision Models in 17 Days
Six AI labs shipped decision models in 17 days. How Jev and Cloudflare Clef return probabilities, not text,…
Six AI labs shipped decision models in 17 days. How Jev and Cloudflare Clef return probabilities, not text,…
The Synthetic Data Scaling Problem Synthetic data offers something that is difficult to achieve with real-world data: scale.…
pass^k measures whether an AI agent succeeds on every repeated call: how to estimate it without bias, grade…
The Data Distribution Is Not the Real World A dataset does not become representative just because it is…
Why AI Agents Become Unreliable at Scale An AI agent can complete a task correctly in a test…
The next AI bottleneck may not be compute For the last few years, the recipe for building better…
A model goes from 94% to 97%. How test leakage can inflate that gain, how contamination happens by…
How transcription choices change word timestamps, where forced alignment fails on conversation, and what timing benchmarks reveal about…
A recorded call shows one outcome. An RL environment lets a voice agent try other decisions, with real…
Why AI-Ready Data Requires More Than Annotation Building an AI model does not start with choosing a model…