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Researchers from five institutions lifted a student model 5.34 points over a control on HumanEval+ using 5,664 one-word answers from a code-tuned teacher. None of those answers contained code, so a filter that screens outputs for task content would have passed every one.
Reality
Anthropic says Claude leads 26% of its measured R&D, a count made by a prototype that partly uses Claude to judge the work. OpenAI's 3.1 agent workdays per human workday measures effort, and neither figure shows whether AI is speeding up AI research.
Reality
Anthropic says its claude-api eval workflow, run by Claude Code, lifted the company's own API skill from about 66% to 88%. That gain is self-reported and holds for another team only if its eval is as realistic and as stable as the loop demands.
Reality
The Neuron gave it a browser, a Mac, a broken Blender install and an hour. What changed was how rarely it stopped to ask permission, which makes the next piece of work a harness problem rather than a prompt problem.
Perspective Coverage
14 publishersReality
SentinelLABS reconstructed the account histories behind OpenAI-linked agents on Hugging Face, and the probe file it found tests exactly the permissions most teams hand their own document-processing features.
Reality
McKinsey's August 2026 survey leaves 43 points between the people who feel faster and the firms that can find the money in EBIT, and because both halves are self-reported it cannot tell you which side is failing.
Reality
Gemini and Flow users can switch off the on-image badge while SynthID and C2PA stay behind. Provenance tooling that reads pixels instead of metadata now returns nothing useful.
Reality