The 0.8B Jeff model determines whether to think on each turn, reducing Qwen3.8-27B's task time by 32%.
Max and Team subscribers now receive separate monthly API credits ranging from $20 to $200, while existing subscription limits for Claude Agent SDK and claude -p remain unchanged.
Layer-specific optimization is essential for internal NVLink and external InfiniBand, RoCE, and other interconnects.
Organization-wide productivity improved through practitioner-led Steering files and MCP integration
A technique that improves inference accuracy by using the first iteration's prediction as a reference for loop transformers without additional training, reducing theoretical compute by up to 48.2%.
ElevenLabs has officially launched in Singapore, opening a new office to serve as its Southeast Asia hub and deepen its commitment to the Asia-Pacific region.
The extension enables SQL queries to evaluate natural language conditions against table rows using the TypeSafe Jev API, with configurable batching and session-based caching.
Tencent ARC Releases WorldCrafter: Open-Source Video World Model with Implicit 3D Memory
Lemma has open-sourced a platform that lets teams use their existing AI subscriptions (like Claude Code or Codex) within a shared, permission-controlled workspace with multi-surface access.
A multi-tenant all-in-one solution installable on both on-premises and cloud environments, supporting dynamic allocation and automatic reclamation.
Block leverages Claude Fable 5 as an orchestrator to direct smaller models like Opus and Sonnet, enabling the automated coordination of up to a thousand pull requests per migration.
Claude Dashboards connects to data platforms like BigQuery and Snowflake, while Claude Motion generates editable code-based animations.
Applying the wake-sleep algorithm to long-horizon legal agents increased the all-pass rate from 2.9% to 15.7% and halved the cost per task through selective memory retrieval.
ATLAS uses 547 tasks with a $0.24 grading cost to reveal that no agent achieves a row F1 score above 0.5 under a $1 budget.
Speculative decoding accelerates LLM inference by increasing total FLOPs to utilize idle compute resources, shifting the workload from memory-bound to compute-bound at low batch sizes.
Epoch AI's evaluation of six frontier models reveals that while closed-weight models like Claude Fable 5.1 and GPT-6 Astra excel at defined coding and computational tasks, they lack the judgment for open-ended work, often misinterpreting experimental flaws and failing to adhere to implicit standards.
The startup, valued at $285 million, is backed by Benchmark and Index Ventures and already counts Cognition and Modal as early customers.
The ML Intern agent trained, evaluated, and published six specialized models, including a 0.8B prompt rewriter and a 4-step text-to-image distillation, on Hugging Face hardware for about USD 103.
The lightweight model generates 1-15 second video clips with native audio in resolutions up to 1080p.
Human participants achieve 93.1% accuracy on the new HSS benchmark, while the top-performing model, GPT-6-astra, reaches only 53.6%.
The new platform offers token-based billing with $5 in free credits for new accounts and supports synchronous parsing for documents up to 50 pages.
The Long Term Benefit Trust holds four of seven board seats and controls key governance mechanisms, though its trust agreement remains non-public.
Perplexity has released pplx-embed-v2-late, a family of ColBERT-style multi-vector embedding models in 0.6B and 9B sizes, supporting multimodal retrieval for text and visual documents.
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