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Meta prepares Muse Confidential VM for private AI chats
Meta is reportedly preparing Muse Confidential VM, a mode that would keep chats private even from Meta, with possible feature limits and early signs of EU web access.
Cloudflare releases Clairic, a model that extracts data from documents
Cloudflare says Clairic pulls data from documents faster and more cheaply than large language models.
US bans DeepSeek technology across federal civilian agencies
The US Department of Homeland Security has barred federal civilian agencies from using AI technology from Chinese lab DeepSeek.
Community post shares a Qwen prompt that makes the model draft and refine iteratively
A Reddit user reports that adding a fractal draft-test-refine prompt to Qwen 3.8 Flash Next made it faster and more decisive in their own projects. The claims are anecdotal and no benchmarks are given.
Otter.ai raises $320 million from General Catalyst's Customer Value Fund
The meeting note-taking startup says the funding comes from General Catalyst's CVF, which provides capital without diluting equity and earns returns based on marketing spend results. Otter.ai plans to use it for enterprise growth, go-to-market, international expansion and product innovation.
Vals AI says DeepSeek V4.1 Flash 1017 beats GPT-6 Sol on a multi-step offensive cybersecurity task
Vals AI reports that DeepSeek V4.1 Flash 1017 outperformed GPT-6 Sol on its multi-step offensive cybersecurity task. Sol was tested through OpenAI's Daybreak trusted access program.
OpenAI prepares GPT-6.1 Terra, with a cheaper Terra model reportedly in the works
GPT-6.1 Terra appeared in a Microsoft pull request, and The Information reports OpenAI is readying a cheaper Terra model. Neither report includes an official launch date.
ISTA-DASLab releases a Qwen3.8-27B prefiller model that streams from SSD for low-quant accuracy
The demo recovers accuracy for low-bit quantized Qwen3.8-27B while keeping VRAM usage low and decoding fast. It reportedly needs an Nvidia Blackwell GPU, and the poster has not tested it. For context longer than about 4k tokens, the poster expects no speed penalty.
Reddit user asks how to annotate 500 images for fine-tuning Meta DETR
A community post seeks advice on annotation tools, using Grounding DINO or OWLv2 for pre-annotation, and quality control for a small object-detection dataset. It contains no new model news.
OpenAI publishes case study on franchisee cutting cash reconciliation time with ChatGPT Work
An independent Schlotzsky's and Cinnabon franchisee reportedly cut menu repricing time by 95% using ChatGPT Work and built a workflow that could free up $100K in cash flow.
DeepSeek open-sources DeepInfer, the serving stack it runs in production
It ships under Apache 2.0 and for now supports only DeepSeek-V4.1-Flash in offline mode. It leads Hacker News with 1,862 points.
Berth open-source tool lets a single RTX 4090 be shared between local AI engines
Berth is a system service that swaps and loads local AI engines such as llama-swap, strata and ComfyUI on one GPU, and can serve them as an API. The project is shared as a GitHub repo.
HermesConsole and VoiceManager open-source a low latency local speech-to-speech demo
A hobbyist released VoiceManager, a streaming STT and TTS server under MIT, with a Python client and a Kotlin console reference app. Barge-in is off by default because echo cancellation is hard, and the default setup uses Nemotron and Breeze TTS 2.
Mamdani says federal government has abdicated on AI and urges New Yorkers to push back
New York City Mayor Zohran Mamdani said New Yorkers must resist the view that an AI takeover is inevitable and demand regulations that protect the public.
Tess-4.5-27B, a Qwen finetune, claims 25% fewer tokens at the same score
Community finetune by migtissera built on Qwen3.8-27B, with GGUF files on Hugging Face. The author reports 25% fewer tokens across 150 BenchLocal scenarios and 43% fewer on data extraction, with the same scores claimed.
OpenAI acquires Orchestra Bio to expand AI into life sciences R&D
The acquisition brings AI-powered operations to life sciences research and development, helping biopharma teams accelerate drug development.
Nscale and Anthropic reportedly in talks on another $45B compute deal
According to TechCrunch, the two companies are in talks over a deal worth about $45 billion, which would be another large compute agreement for Anthropic. The report is not yet confirmed by either party.
Hugging Face policy chief says embedded AI evaluators will not be an easy fix
TechCrunch reports that Hugging Face's policy chief questions whether placing supposedly neutral third-party evaluators inside AI labs can solve the safety concerns raised by a rash of recent incidents.
Microsoft warns enterprises to monitor AI agents as insider threats
Microsoft urges companies to closely watch employee agents that use systems not controlled by AI labs such as OpenAI and Anthropic. The company says frontier models cannot be trusted.
CoreWeave's bonds fall into distressed territory as shares drop over 20 percent
CoreWeave's bonds slipped into distressed territory, with yields about 1,000 basis points above government bonds. Its shares are down more than 20 percent since the prior Tuesday's close, and other AI stocks saw some spillover.
Developer proposes entropy-gated adaptive thinking for LLMs with parallel reasoning trees
A Reddit post describes using entropy per token to trigger extra thinking blocks, with parallel branches chosen by JEV logic. The author shares an open-source GitHub repo and says the idea targets local models that can run multiple streams.
Hackers breach OpenCode AI coding tool and steal user API keys
Attackers got into part of the open source coding agent's online platform, stole some users' API keys, and ran up charges on their AI accounts. AI tools the team consulted refused to analyze the malicious code.
Tolan raises $30M for its AI companion app
The AI companion app Tolan has raised another $30 million after reaching more than 250,000 active users.
MIT Technology Review says AI agent access may reshape the web for humans
An MIT Technology Review newsletter essay argues that websites are blocking or redesigning for AI agents, citing Meta's Muse app downloads and Amazon's blocking of agents. It is an opinion piece with no new product announcement.
Goodfire researcher Nick Cammarata claims neural networks may be easier to understand than thought
Cammarata's 26,000-word blog post argues LLMs may be far easier to interpret and control than assumed. Stanford's Chris Potts says the claim is little more than a hunch, not a demonstrated breakthrough.
Kling AI releases Kling 4.0 video generator with stereo audio and lip sync
Kling 4.0 supports clips up to 30 seconds, ten keyframe images as input, and prompts of up to 8,000 tokens, plus a lighter Flash variant. Comparisons with Wan 3.0 and Seedance 2.5 show it holding its own without clearly pulling ahead.
MiniMax M3.1 Flash claims nearly 3x faster inference at $0.15 per million input tokens
Output costs $0.60 per million. Weights come later, and a larger M3.1 Pro is planned.
Disney hires most of Character.AI staff and may acquire its technology after bankruptcy
Court filings show Character.AI filed for bankruptcy as part of a deal letting Disney hire most staff and potentially acquire much of its technology, leaving the remaining company to handle lawsuits and regulator investigations.
FLUX 3 Max renders a 10-second video in about 12 seconds
Its tie for first on image to video comes from a preliminary Artificial Analysis arena.