Apple has resumed the Designers of Tomorrow showcase with the theme of 'Presence'.
The model jointly optimizes task generation, scaffold construction, and solution rollouts via reinforcement learning to replace fixed human-curated training sets.
The method stores precomputed n-gram counts on host memory to improve validation loss and enable domain adaptation without training.
The new Hopper kernel and distributed extension improve throughput by 1.80x to 3.71x over Megatron-Core baselines at context-parallel degrees 4-32.
The method uses soft memory tokens to help frozen LLMs approximate full-history continuations, reducing tool errors on agent benchmarks.
The framework reuses target model hidden states to avoid maintaining historical KV caches, outperforming DSpark by up to 70%.
The method trains models to report both pre-reasoning and post-reasoning confidence, improving accuracy on math and QA benchmarks.
Working autonomously for 64 hours, Claude produced 17 experimentally validated binders against four scorpion neurotoxins, with all 211 designs released as open data.
The experimental release is available on npm and incubated within the Oxc JavaScript compiler toolchain.
A new Helion linear backend for vLLM uses AOT autotuning to outperform CUTLASS and DeepGEMM baselines on NVIDIA Hopper GPUs, with >10% throughput gains on some workloads.
Researchers recovered 16.4 GB of evidence from an exposed server, revealing 66 active intrusion projects with root access achieved on six targets.
Security firm Claroc enumerated 6,800 private Muse share links via passive DNS, prompting Meta to pause the feature while it reviews the vulnerability.
The release includes a LiveKit-based Voice Agent SDK and speech models priced from $0.0035 per minute for transcription and $13 per 1M characters for TTS.
ElevenLabs outlines a five-step workflow for podcast transcription, featuring Scribe v2 which supports 90+ languages, 32 speakers, and 10-hour files, with exports for Apple Podcasts and Spotify.
The 3PL provider achieved a 25% margin increase on automated shipments and handles 30,000 monthly inbound calls through native integration with its Transportation Management System.
The new Speech to Speech models support 90+ languages and 17,000+ voices, with v1 Max achieving 98.8% accuracy on Big Bench Audio and v1 Mini scoring 75.9%.
ChatGPT leads with $417.3M in September revenue while Grok, Meta One, and Google Photos drive growth by restricting advanced AI features to premium subscription tiers.
The reliability of LLM agents stems from externalized structures rather than model weights.
European cloud providers and server manufacturers are deploying Vera to accelerate agentic workloads and support sovereign AI infrastructure.
Ted Taylor, an independent franchisee, reduced menu repricing time by 95% and monthly cash reconciliation from three hours to 5-10 minutes using OpenAI’s ChatGPT Work.
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