Prediction of SI https://youtu.be/B38CY-4Rd6s?si=WYTD7PCkgZWBFUqM&t=10
Prediction of SI https://youtu.be/B38CY-4Rd6s?si=WYTD7PCkgZWBFUqM&t=10
Prediction of SI https://youtu.be/B38CY-4Rd6s?si=WYTD7PCkgZWBFUqM&t=10
if you aren't using https://llama.app to run models locally then I have nothing to say to you ๐โโ๏ธ
Clef from @Cloudflare is number trending on HF!
Hugging Face says a capture proxy lets reinforcement learning train open models inside unmodified coding harnesses such as Claude Code, Codex, and OpenCode. The proxy records the exact token IDs and logprobs vLLM samples and hands them to TRL for training. On LFM2.5-2.6B, training in four harnesses at once raised OpenCode results from 34% to 58%, while SFT on 3,189 Qwen3.8-27B rollouts plateaued at 47.5%.
Guillermo Rauch introduced gdp-ts, a library, linter, and AI skill that uses "proofs" to enforce that sensitive functions are called only after an authorization check. The TypeScript typechecker verifies these proofs at compile time, aiming to stop security bugs from shipping, including those written by AI agents. The README models a Vercel API constraint requiring a role and entitlement proof to change a Project's password.
Officially, every viral AI influencer was made on Higgsfield. Make one with your face or from scratch. Then jump on viral trends with Genjutsu. Try up to 5 generations free. Available now in Higgsfield and via ChatGPT Extension. Credits: @JeanPhilMadame
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Zvi Mowshowitz reviews model welfare findings for Mythos 5.1, Fable 5.1, and Opus 5.5, combining reports after events overtook an earlier planned post. He argues Anthropic's welfare assessments remain vulnerable to self-report distortion, and says Opus 5.5 shows too much deference.
Databricks has made IP Functions generally available, letting users parse, validate, and join IPv4 and IPv6 addresses and CIDR blocks with built-in SQL functions optimized in Photon. In benchmarks versus another leading cloud data warehouse, CIDR joins ran up to 3.1x faster and cost up to 6.4x less. The functions support its Security Lakehouse vision for threat detection, investigation, and network analytics on one governed copy of data.
a16z's seventh Top 100 Consumer AI Apps report adds a spending ranking based on YipitData card panels, showing usage is wide but shallow. Only 4.5% of U.S. consumers had an active paid personal subscription to ChatGPT, Gemini, or Claude as of August, while the top 1% of payers accounted for 19.5% of observed consumer AI spend. The report also notes ChatGPT still leads, Claude has moved into the third position, and personal agents are emerging as a possible new monetization path.
The best ads have a jingle that you're still humming the next day. @ElevenCreative is launching The Search, a $100,000 competition to find the world's catchiest ad. $50,000 for first place. 11 winnersโฆ and each gets a 1:1 session with the ElevenLabs Creative Production Team.
"Let the agent handle it" sounds simple, but there's a full AI stack working behind the scenes. In our latest edition of AI Pulse, we explore: โข Why the full stack matters for useful, cost-efficient AI โข What productivity, commerce and industrial agents need from the technology behind them โข How those needs help shape the stack itself And there's plenty more, from our new podcast AI, Evolving to Miaoda upgrades and Kooko AI, our all-in-one AI workspace. Get the details โ
In Australia, computing academic Greg Baker used AI to challenge his employer's refusal to make his casual job permanent, and the Fair Work Commission ruled in his favor. In England and Wales, 60% of defendants in defended county court claims this year had no lawyer, and in the US more than nine in ten consumers sued for debt face cases without one. Around 0.6% of all Claude use in May was for lawyers' tasks, with four-fifths of those queries from people asking about their rights or what the law means.
Enterprises are shifting from backward-looking analytics to forward-looking predictive systems that can act on their own conclusions, according to Everest Group partner Vishal Gupta. The source credits deep learning and generative AI with enabling real-time model training and the use of unstructured data alongside numerical records. Gupta says the word "analytics" is giving way to AI.
Great work from @fractalyze_io optimizing Qwen3-Omni on vLLM-Omni for a single RTX 5090. Their AWQ-4bit, batch-1 text-prompt tests cut time to first audio from 213ms to 23ms vs. stock vLLM-Omni. Weโd love to see these optimizations contributed upstream to vLLM-Omni so more users can benefit!๐
The PyTorch Accelerator Integration Working Group released updates on its H1 2026 progress toward standardizing how new hardware connects to the framework. Key workstreams include the Cross-Repository CI Relay (CRCR), which automatically reports downstream backend test results to a shared dashboard, and refactored test suites that decouple PyTorch's 600,000-plus tests from specific accelerators.
Successful enterprises focus on actually getting work done. We built North 2 for them. No flashy headlines, no overpromising. Just things that work. Book a demo today: https://cohere.com/blog/introducing-north-2
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Introducing North 2. Enterprises have been compromising on agentic AI for years: platforms that aren't scalable, models that aren't sovereign, control without enterprise-grade security. That ends today, with 15+ new features in our biggest upgrade yet:
Sovereign: Control where and how your models of choice run, with the ability to prototype documents, on-prem and air-gapped deployments, and shared knowledge for the whole org.
AMD Agent Computers Power the Next Generation of Hollywood Studios Emmy-winning Light Sail VR uses private, local AI on Ryzen AI Max and Radeon AI PRO R9700, overseeing up to 9 projects all at once, leaving more time for storytelling. https://bit.ly/4AKhZjC
iSono Health's FDA-cleared ATUSA wearable 3D ultrasound captures a breast volume in about two minutes per breast, compared with up to 45 minutes for handheld ultrasound, and is commercially available through partner clinics in several U.S. states. Whiterabbit.ai's FDA-cleared WRDensity software automatically assesses breast density from mammograms, while Ataraxis AI is building models that predict treatment response from digital pathology slides.
Cloudflare announced 46 products and updates during Birthday Week 2026, including the cf CLI for the entire Cloudflare API and EmDash, an open-source Astro-based serverless CMS whose plugins run in isolated Worker sandboxes. The company also said it plans to become a public certificate authority that issues free Merkle Tree Certificates for post-quantum authentication.
Microsoft and NVIDIA have co-developed a Sovereign AI white paper offering a framework built on control, choice, flexibility, and resilience for AI workloads. Microsoft defines sovereign AI as designing, deploying, and operating AI workloads under defined controls for data, access, governance, infrastructure, and operations. The framework is intended to help leaders decide the level of control each workload needs.
Clippy and ChatGPT Pets << Microduck This creature needs to be integrated into our lives at the OS level kudos @mattt
Toby Ord argues that AI agent swarms trade extra tokens for faster completion, needing about twice the total tokens of a single agent for the same performance with four agents, but in half the wall-clock time. He notes swarm scaling shows diminishing returns, with 10x agents yielding roughly 3x to 5x the performance of 10x tokens on one agent. A CSAIP poll found 61% of Americans think voluntary AI industry commitments are "not enough."
Vibe coding, paw edition. ๐ถ ๐๐๐ป๐ฎ๐บ๐ถ๐ฐ ๐๐ฒ๐๐ถ๐ด๐ป, ๐ฝ๐ผ๐๐ฒ๐ฟ๐ฒ๐ฑ ๐ฏ๐ ๐ฆ๐ฒ๐ป๐๐ฒ๐ก๐ผ๐๐ฎ ๐ฒ.๐ด ๐๐น๐ฎ๐๐ต ๐ฃ๐ฟ๐ฒ๐๐ถ๐ฒ๐, ๐ฏ๐ฟ๐ถ๐ป๐ด๐ ๐๐๐ฎ๐๐ถ๐ฐ ๐ถ๐บ๐ฎ๐ด๐ฒ๐ ๐๐ผ ๐น๐ถ๐ณ๐ฒ.
Everything at OpenAI about product decisions is coordinated through Slack. Out of all the AI giants, the one that acquired Slack was Salesforce.
Get the plugin โ https://app.pixverse.ai/cli/marketing
The PixVerse plugin lets your AI agent generate motion graphics from a written brief. Describe the visual elements, how they should move, and the timing you want.
Mathematicians at the Heidelberg Laureate Forum discussed AI companies, including OpenAI, Anthropic, and Google, solving longstanding math problems. OpenAI announced it had solved the Navier-Stokes existence and smoothness problem, a claim the article says is still awaiting verification, and Harris criticized the company's conduct toward a mathematician. Researchers also warn that AI solutions may lack understandable methods and are changing how academics work.
A native word-level transcription model outputs structured, timestamped arrays of word, spacing, and audio_event tokens directly from audio input, without a secondary forced-alignment pass. Audio events such as laughter or applause are tagged separately, which the source says helps with captioning, searchable archives, and highlight identification. The source notes Scribe's word-level transcription supports up to 5 independently transcribed channels.
Alberto argues that the AI industry's assumption of indefinite exponential growth, including Anthropic's trajectory, runs against physical constraints because every exponential eventually becomes a sigmoid. He says stacking S-curves can delay this plateau for a long time but cannot avoid it. The piece is an opinion essay; it does not report specific Anthropic figures.
Independent Chinese AI safety work has very little funding, and the Charity Law and Overseas NGO Law limit both domestic and foreign money flowing to nonprofits. Chinese charitable giving was about $21 billion in 2023 versus $557 billion in the US, with companies supplying 77 percent and most AI safety work sitting in state-backed institutions and universities. The author suggests options such as overseas compute, exchange programs, investment in safety companies, and a domestic regranting fund.
Reliable AI agent systems need deterministic policy checks, not just better prompts or stronger models, because a model's proposed action can succeed at the API level while still updating the wrong account. The article recommends separating the model's proposal from a policy service that checks actions before execution and records an audit trail. It also advises treating agent context as untrusted input, using narrow capabilities instead of broad tokens, and building in stopping rules and idempotent recovery.
OpenAI is testing a new visual ad format in ChatGPT during image generation, starting later this month in the US https://openai.com/index/new-chatgpt-ads-format-and-measurement/
Smartphone prices have risen about 15% globally this year, and newly launched models cost roughly 25% more than last year, as a memory chip shortage driven by AI data center demand raises manufacturing costs. Shipments of sub-$100 smartphones fell almost 60% year over year in the second quarter of 2026, according to IDC, and Chinese makers are cutting entry-level projects in favor of pricier devices. GSMA warns the trend could widen the digital divide.
Dutch officials warned that a high-severity macOS vulnerability, CVE-2026-65400, is being actively exploited on systems with port 5900 exposed to the internet. Apple patched the screen sharing flaw, which has a 7.1 severity rating, for macOS Tahoe, Sequoia, and Sonoma. The author's always-on Mac Mini was compromised, and he used Claude to identify the intrusion and wipe the machine.