News
Meet EAGLE 3. 1: The Speculative Decoding Algorithm That Fixes Attention Drift in LLM Inference
11+ hour, 36+ min ago (488+ words) Speculative decoding is a technique for speeding up large language model inference. A small, fast draft model proposes several tokens. The large target model verifies them in parallel. If accepted, inference is faster. If rejected, the system falls back gracefully....
MEMO: A Modular Framework for Training a Dedicated Memory Model on New Knowledge Without Modifying LLM Parameters
13+ hour, 35+ min ago (876+ words) Large language models become static after pretraining. Their knowledge does not update as the world changes. Retraining a full LLM is too expensive at modern scales. Fine-tuning risks degrading previously learned knowledge. Retrieval-augmented generation (RAG) struggles when answers require reasoning…...
Design a High-Precision Retrieve-and-Rerank Pipeline with Zero Entropy Zerank-2 Reranker
19+ hour, 46+ min ago (885+ words) Mark Tech Post In this tutorial, we use zeroentropy/zerank-2-reranker, a 4 B Qwen3-based cross-encoder reranker, to improve retrieval quality. We start by setting up the runtime, loading the reranker, and understanding how it scores query-document pairs. Then, we move…...
Stability AI Releases Stable Audio 3: A Family of Fast Latent Diffusion Models for Audio Generation and Editing
20+ hour, 28+ min ago (535+ words) Stability AI has released open weights for Stable Audio 3 along with a technical research paper. Stable Audio 3 is a family of latent diffusion models that generate stereo audio at 44. 1 k Hz. The models support variable-length outputs, inpainting-based editing, and fast…...
Design a Complete Multimodal RLVR Pipeline with Open-MM-RL, Vision-Language Prompting, Reward Scoring, and GRPO Export
1+ day, 11+ hour ago (935+ words) In this tutorial, we explore the Turing Enterprises/Open-MM-RL dataset as a practical foundation for multimodal reasoning and reinforcement learning with verifiable rewards. We load the dataset, inspect its schema, analyze domains, formats, question lengths, answer types, and image distributions,…...
Meet Omni Voice Studio: A Local, Open-Source Alternative to Eleven Labs
1+ day, 11+ hour ago (370+ words) The application bundles six distinct capabilities. Understanding each one helps clarify what the system is doing under the hood. Voice cloning works from a 3-second audio clip. The system uses zero-shot learning, meaning it clones a voice it has never…...
Together AI Open-Sources OSCAR: An Attention-Aware 2-Bit KV Cache Quantization System for Long-Context LLM Serving
1+ day, 21+ hour ago (426+ words) The obvious approach is quantization. But pushing KV caches to INT2 (2-bit) precision has been largely impractical. Prior methods either collapse in accuracy or require custom serving layouts incompatible with paged KV-cache systems. Together AI's OSCAR (Offline Spectral Covariance-Aware Rotation) addresses…...
Step by Step Guide to Build and Compare Fed Avg and Fed Prox Federated Learning on Non-IID CIFAR-10 with NVIDIA FLARE
1+ day, 22+ hour ago (628+ words) In this tutorial, we build an advanced federated learning experiment with NVIDIA FLARE. We compare Fed Avg and Fed Prox on a non-IID CIFAR-10 setup, where client data is split using a Dirichlet distribution to simulate realistic label imbalance across…...
Best Authentication Platforms for AI Agents and MCP Servers in 2026
2+ day, 8+ hour ago (1420+ words) That growth has made authentication the central unsolved problem of the agentic stack. When AI agents do nothing but answer questions, auth is a conversation-level concern. When they read emails, update CRMs, write to databases, and call external APIs autonomously,…...
Work OS Releases auth. md: An Open Agent Registration Protocol Built on OAuth Standards
2+ day, 11+ hour ago (317+ words) For years, authentication on the web followed one design assumption: a human sits behind a browser. Click a button. Fill out a form. Verify an email. Copy an API key and paste it somewhere else. Because it is plain-text Markdown,…...