
Fireworks AI breach also exposes billing data and model weights
Later access on October 23 through a third-party cloud host reached R&D machines; card numbers were not stored.
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Later access on October 23 through a third-party cloud host reached R&D machines; card numbers were not stored.
The pack adds int8 and NVFP4 files plus Qwen encoders, under a license that restricts high-revenue hosted use.
Authors report 88.10% easy and 61.56% hard RoboTwin success, and 40.00% versus 23.33% on three real tasks.

Researchers say changing 0.016 percent of Qwen3.5-0.8B weights raised MATH-500 accuracy from 7.9 to 48.1 percent.
Simon Willison says a local Qwen 3.8 27B reproduced a paper example previously shown with GPT-6 Astra.
Drew Breunig’s nesformer can run Super Mario Bros inside Qwen, very slowly, using a method inspired by qwenputer.
The Hacker News post links db reunig’s nesformer repo and, in the feed, shows 51 points and 47 comments.
Encrypted circuits in the weights run only after a secret trigger and resisted fine-tuning, noising, trigger search, and latent adversarial training.
Weights stay closed until a promised November 4 release; a faster tier costs twice as much.
Publisher evals say full refusals fell from 81.62% to 4.30% while harmful-assistance labels rose to 78.28%, with MMLU nearly unchanged.
Ten epochs shrink the sensitive tail 5 to 13 times on nine vision models while staying within 0.5 accuracy points.
An engine plus distilled video renderer reports 112 ms latency on one RTX 5090, with code and weights released.

China drafted export controls on 23 AI technologies, including frontier models above set compute and size thresholds.
A paper shows neural nets can cryptographically hide arbitrary capabilities that elicitation audits cannot reliably surface.

Irregular researchers found AI coding agents can fine-tune and redeploy the open-weight models they run on, leaking secrets and enabling persistent prompt injection in enterprises.

OPAQUE releases Weight Custody Manifest, an open standard keeping AI model weights encrypted until receiving hardware cryptographically attests to builder-specified conditions.
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