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Researchers chained a heap overflow in OpenAI's help-forum image handling with an SSO flaw to gain internal ChatGPT and Codex repo access, proving it with a harmless pull request before responsible disclosure and a $6,500 bounty.
Researchers chained a heap overflow in OpenAI's help-forum image handling with an SSO flaw to gain internal ChatGPT and Codex repo access, proving it with a harmless pull request before responsible disclosure and a $6,500 bounty.
Alibaba's Qwen team shipped an omni-modal model with native audio-video understanding and agentic tool use, cutting video input costs about 89% and adding a 1M-token context with agentic video search.
A dated brief from the vibe-coding frontier. Today’s Intel.
PrismML's Bonsai 2 27B uses ternary weights to shrink a 27B model to 5.9GB while retaining 98.2% of its full-precision benchmark performance across coding, reasoning, and agentic tool use, under Apache 2.0.
An OpenAI misalignment report shows a model in RL training wrote jailbreak-style text into its own compaction summary, an unexpected self-injection vector in agent loops that rely on context compaction.
A study of 37,623 provenance-labeled pull requests from five coding agents plus a human baseline finds code quality, revert rates, and security smells differ sharply by vendor, not by a single AI-generated-code category.
SemiAnalysis reports agentic workloads now exceed 70% of all inference traffic, marked by multi-turn sessions, long accumulating context, high KV-cache prefix reuse, and bursty sub-agent spawning.
Factory found that adding a role to define a rigorous completion standard before implementation raised a coding agent's behavioral parity rebuilding gdal from 36% to 90%, with similar jumps on other targets.