REVA screens new functions for vulnerabilities in about one second
On PrimeVul, REVA with GLM-5.3-Flash matches VulTriage accuracy while running over 250 times faster.
On PrimeVul, REVA with GLM-5.3-Flash matches VulTriage accuracy while running over 250 times faster.
Harness swaps changed outcomes about as often as reruns, while system prompts made some tasks cost up to three times more.
The best of eight memory methods scored 33.61% macro accuracy on Qwen3-235B-A22B and GLM-5.3-Flash across four domains.
API pricing is $0.15 per million input tokens and $0.60 per million output tokens, with cached input at $0.015.
Z.ai unveiled GLM-Legal, a GLM-5.3-Flash legal agent that matches frontier models on Harvey, LegalBench, and PLawBench.
Humanity’s Sixth Sense finds GPT-6 Astra at 53.6 pass@1 versus a 93.1 human baseline on intuitive visual reasoning.
REMORY adds residual soft memory tokens so agents compact context without losing later decision quality.
A benchmark finds LLMs can store records in telegraph-style cablese, cutting tokens by up to 49 percent without hurting later answers.
autotrust released an unofficial pruned NVFP4 GLM-5.3-Flash build that fits two NVIDIA DGX Sparks.
Cantina and Yeta Labs released apex-flash-1, an open model that solved 40 of 60 bug tasks.
Anthropic says open-weight GLM-5.3 nearly matches Claude Mythos Preview at building software exploits.
A report finds Chinese open-weight AI models now outperform American counterparts in downloads and benchmarks.
Researchers show directional ablation breaks refusal in GLM-5.3-Flash, a 320B-parameter MoE, cutting refusal by 41–89 points across seven benchmarks.
Interconnects surveys new open models—Motif-3, GLM-5.3, Hy4-preview—while analyzing a licensing split: Western labs opening up, Chinese frontier labs getting restrictive.
NVIDIA announces local AI push at IFA 2026 with faster llama.cpp/vLLM inference, PAIR routing tool, and October RTX Spark PCs.
Fal post-trained MiniMax H3 into a 'Max' variant with 35x-faster inference, enabling faster-than-realtime AI video generation and infinite streams.
OpenAI chief scientist Jakub Pachocki says unreleased Astra model meets the 'Automated AI Research Intern' goal; Altman expects internal AGI declaration by December 2026.
Z.ai released open-weight GLM-5.3-Flash (320B/18B active, 1M context, MIT) while Nvidia confirmed buying Hugging Face for $13B.
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