Suno Drops an Official MCP Server to Generate Music From Any AI Chat
Suno's new Model Context Protocol server lets Claude, ChatGPT, Cursor, Gemini, and Claude Code generate songs inline without API keys or tab-switching.
// Intelligence
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ETH Zurich's Optmax Moves AI Attention Math From Silicon to Light
A research team proposes using thin-film lithium niobate modulators as analog replacements for Softmax and Sigmoid inside transformer attention.
PyTorch 2.15 Rebuilds Distributed Training and Cuts Decoding Overhead
The new release flips the rewritten NCCL backend on by default, adds one-sided transports, and accelerates NVFP4 decode on Blackwell.
Exa Opens 3.2M Podcast Transcripts to Developers Through One Search API
Exa added 3.2 million podcast episodes with full transcripts to its search API, letting agents query 2.2 million hours of audio for free.
Meta Opens Its Muse Models to Five Universities for Medical Research
Meta opens its Muse model family and computer vision stack to five US universities tackling heart failure, cancer, dementia, and frontier math.
Google's Elephant-Goldfish Model Stops Coding Agents from Inheriting Their Own Blind Spots
Google open-sourced EGM, a plugin that uses deep-context agents to draft software specs and zero-context subagents to tear them apart before any code is written.
Google's Gemini 4 Carbon Tops AI Rankings and Hunts Security Bugs for Days
Google's new frontier model targets autonomous cybersecurity defense and multi-day agentic coding, with early access limited to vetted defenders through the Fairwind program.
Microsoft Ships Copilot Harness to Run Multi-Step AI Agents Without Infrastructure
Microsoft's new managed agent harness in Foundry handles orchestration, tools, context, and sandboxing so developers can skip rebuilding the execution layer.
Artificial Analysis Ranks Seedance 2.5 and MiniMax H3 in Video AI Benchmark
Artificial Analysis just rolled out AA-Video-I2V v2.1, a 1080p image-to-video benchmark with 58,000+ blind human votes across 10 use cases and 10 capabilities.
GitHub's Copilot Fusion Matches Opus Quality at Half the Cost
GitHub's new runtime orchestration layer routes between Claude and GPT models, scoring near Opus 5.5 at half the cost per task.
NVIDIA's Parakeet v3 Now Runs Without Python or a GPU
A community port by the handy-computer team converts NVIDIA's multilingual Parakeet-TDT-0.6B-v3 into GGUF files for transcribe.cpp, enabling local CPU and GPU inference.
Meta Turns Idle Server Gaps Into Smarter Ad Rankings Without Extra Hardware
Meta built a scheduler that scavenges idle GPU and CPU slivers across its inference fleet to improve ads ranking without buying new hardware.
AssemblyAI's TTS-1 Beats ElevenLabs on Speed With 47ms First Audio
AssemblyAI's first text-to-speech model streams audio in 47 ms, prices at $15 per million characters, and ships with 4,000 voices plus instant cloning.
Zed 1.26 Adds Pyrefly, WebAssembly Debugging, and Smarter Variable Inspection
Zed 1.26 ships expandable variable inspection in debugger hovers, built-in Pyrefly for Python, and DWARF debugging for WebAssembly sources in the JS debugger.
Anthropic Ships Prebuilt Legal Workflows Directly Into Claude
Claude for Legal rolls out a gallery of prebuilt artifacts for contract review, cite checking, and regulatory scans, plus 60+ connectors.
NVIDIA's Nemotron 3.5 Transcribe Tops Open Speech Leaderboard With 30B Model
NVIDIA's open-weight 30B mixture-of-experts speech model handles transcription, diarization, translation and audio Q&A in 40 languages from one checkpoint.
NVIDIA's Nemotron 3.5 Transcribe Matches Top Speech AI With 6x Less Compute
NVIDIA's new 30B mixture-of-experts transcription model matches top open-weight accuracy at 2.8% WER while using 6x fewer active parameters than rivals.
Mistral Drops a Responses API So Developers Can Ditch OpenAI Instantly
Mistral launches an OpenAI-compatible Responses API in public preview and adds DeepSeek V4.1 Flash and GLM 5.3 Flash to its inference lineup.
James Cook University Shows Why AI Medical Imaging Models Break in Real Hospitals
A new survey reframes foundation model adaptation for medical imaging as a risk-control problem, mapping five mechanisms to clinical deployment trade-offs.
Vals AI's Immigration Bench Exposes Claude Fable 5.1's Legal Blind Spots
Vals AI tested 25 frontier models on 262 expert-written U.S. immigration questions and found even the best model leaves out one in four essentials.
Baidu Open-Sources Unlimited OCR 2 to Parse Hundred-Page Documents at Once
Baidu's 3B open-source vision-language model parses hundred-page documents in a single request using a sparse attention trick that keeps memory flat.
Qdrant's Multilingual E5 Large ONNX Export Hits Almost 1 Million Downloads
Qdrant's ONNX port of multilingual-e5-large hits 926K downloads, giving teams a lightweight way to run a top multilingual embedder in production.
CopilotKit's OpenDuet Gives Background AI Agents an Open-Source Approval Interface
CopilotKit released an MIT-licensed template for proactive AI agents that handle work in the background, request approvals, and run across web, mobile, Slack and Teams.
UC Riverside's SemLoc Beats Classic Bug Finders by 36 Points Using LLMs
SemLoc turns LLM program reasoning into runtime-checkable constraints, boosting Python fault localization Top-1 accuracy from 6.4% to 42.8% over spectrum baselines.
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