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🌍 INAI • The Open AI Hub

The Intelligence Atlas → the world’s most comprehensive, open hub of AI knowledge. 2 Million+ tools, models, agents, tutorials & daily news—free for all, updated every day.

https://github.com/inai-sandy/inAI-wiki

Top Highlights: OpenAI pursues up to $100B at $750B valuation; Google launches Gemini 3 Flash globally as default with SynthID verification; NVIDIA releases 3T-token Nemotron 3 corpus; MBZUAI's K2-V2 70B joins top open reasoning models; FTC probes Instacart's AI pricing fairness.

New Tools: Microsoft Agent Lightning adds RL without rewrites; SGLang ships Ollama-compatible API with hybrid routing; Jax-js brings WebGPU ML to browsers; Patronus AI creates dynamic agent training simulators; DeepTeam simulates LLM attacks pre-launch; Retell AI monitors 100% of voice interactions.

LLM Updates: GPT-5.2 improves coding and tool-use; Gemini 3 Flash/Pro delivers faster, cheaper inference with SynthID watermarks; K2-V2 70B spotlights UAE AI research; Grok-4.1-Fast-Search debuts with Grok Voice API; Nemotron 3 expands open pretraining data.

Research: Activation Oracles improve model transparency; Differential Smoothing increases diversity; scaling alone insufficient for pattern learning; vision-language-action systems face new attacks; SAGE and LoRA RL enable long-video reasoning; Ranke-4B trained on pre-1913 texts.

Industry: OpenAI targets $750B valuation with $100B raise; Google makes Gemini 3 Flash default across Search; FTC investigates Instacart's 23% AI pricing disparities; Meta adds teen AI safeguards; Universal Music partners with Splice on ethical AI tools; India becomes largest LLM market.

Education: LangChain Academy launches free foundations course; NVIDIA NeMo Agent Toolkit course teaches production design; Vision-Language Models book adds pretraining chapter; tokenization guide covers production pitfalls; OpenAI Academy trains newsrooms.

Demos: Gemini 3 translates COBOL to Java and generates 3D experiences; public tests compare Google vs OpenAI vision models; robotics shows laundry folding; Kling 2.6 delivers precise video motion; United Imaging Intelligence demonstrates autonomous scan analysis.

Ideas: "Bitter lesson" revisited—learned systems outpace rules; AGI definitions debated with video simulators as paradigm; 2025 marks agentic era start demanding new patterns

Support the show

🌍 INAI • The Open AI Hub

The Intelligence Atlas → the world’s most comprehensive, open hub of AI knowledge. 2 Million+ tools, models, agents, tutorials & daily news—free for all, updated every day.

https://github.com/inai-sandy/inAI-wiki

Send us a text

🌍 INAI • The Open AI Hub

The Intelligence Atlas → the world’s most comprehensive, open hub of AI knowledge. 2 Million+ tools, models, agents, tutorials & daily news—free for all, updated every day.

https://github.com/inai-sandy/inAI-wiki

Top Headlines: White House launches Genesis Mission connecting national labs, OpenAI, Anthropic, and NVIDIA to train AI on federal data. NVIDIA releases fully open Nemotron 3 with datasets and RL environments; 30B model leads open-weight rankings. Databricks raises $4B at $134B valuation, expanding Agent Bricks and Lakebase Postgres. OpenAI acquires neptune.ai, launches FrontierScience benchmark, upgrades ChatGPT Images and Realtime API; GPT-5.2 shows major reasoning gains. Security escalates: ransomware gangs weaponize AI; CrowdStrike debuts real-time prompt defense; IP lawsuits intensify.

New Tools: ChatGPT Images 1.5 offers 4x faster generation with finer editing. Realtime API improves transcription and voice synthesis. Gemini Deep Research outputs charts and simulations; CC agent provides Gmail briefings. ty (Rust-powered Python checker) speeds large codebases. Hindsight adds reflective memory, achieving 91% accuracy. BrowserStack AI Agent automates QA testing.

LLM Updates: Xiaomi's MiMo-V2-Flash: 309B-parameter MoE with 256k context. Molmo 2: Apache 2.0 multimodal at 4B scale. Claude Opus 4.5 shows strong CORE-Bench generalization. G42's Nanda 87B targets Hindi understanding.

Research: FrontierScience benchmark for expert-level science. Meta's SAM Audio for universal sound separation. Apple's Fast Novel View Synthesis. Diffusion training dynamics favor uniform over masked diffusion. Genomics V2P and DNA predictors for disease diagnosis. Google's DeepSearchQA benchmark.

Industry & Policy: UK FCA releases AI framework for finance. Disney and Universal sue Midjourney; NY judge dismisses Ziff Davis claims against OpenAI; Disney-OpenAI deal sparks debates. Pentagon integrates Google Gemini for operations.

Education: Stanford CS224N videos public. Replit Learn offers interactive lessons. Dharmesh Shah covers AI SEO tactics. Agent testing guide. Physics of LMs analyses. Abstract Synthesis podcast.

Demos: Autonomous browser agent won Tic-Tac-Toe. Multi-agent pentest outperformed 90% of human testers. StereoSpace converts photos to stereo images. EgoX transforms third-person to first-person video. ImageNet diffusion trained in 10 hours on H200. GPT-Image-1.5 and FLUX.2 lead image leaderboards.

Discussions: AGI definition debates. Cognitive science grounding needs. Better baselines for capability jumps. Multi-agent cooperation theories. Scientific constraints in code generation. Efficiency tricks: depth scaling, attention optimizations.

Support the show

🌍 INAI • The Open AI Hub

The Intelligence Atlas → the world’s most comprehensive, open hub of AI knowledge. 2 Million+ tools, models, agents, tutorials & daily news—free for all, updated every day.

https://github.com/inai-sandy/inAI-wiki

Send us a text

🌍 INAI • The Open AI Hub

The Intelligence Atlas → the world’s most comprehensive, open hub of AI knowledge. 2 Million+ tools, models, agents, tutorials & daily news—free for all, updated every day.

https://github.com/inai-sandy/inAI-wiki

Major Partnerships & Models: OpenAI secured a $1B three-year Disney deal for Sora-powered fan videos using 200+ IP characters. GPT-5.2 launched with stronger reasoning and 400K context but mixed coding performance, tighter filters, and a 40% price hike. Google Gemini countered with advanced audio models, live speech translation, and real-time headphone translation.

Policy & Security: The U.S. issued a federal AI executive order establishing the Center for AI Standards & Innovation to unify fragmented state rules. OpenAI and Microsoft face a lawsuit alleging ChatGPT contributed to mental illness tragedy, intensifying safety scrutiny. AI misinformation surged with war deepfakes and Amazon's error-filled AI Fallout recap (pulled).

Enterprise Growth: Accenture partnered with Anthropic to deploy Claude in regulated sectors. Sierra raised $350M at $10B valuation for AI customer service. China and Gulf states (Qatar's Qai, UAE's G42, Saudi initiatives) accelerate compute investments.

Developer Tools: Tinker opened with hands-off GPU orchestration for VLM fine-tuning. llama.cpp added Ollama-style management and OpenAI routing. DeepCode converts papers to runnable code. Microsoft Foundry shipped a top reranker for RAG. Google Flax NNX simplifies JAX development. Google Disco (macOS test) turns browser tabs into Gemini-powered micro-apps.

Model Updates: Olmo 3.1 added 32B Think/Instruct variants. LLaDA 2.0 scaled diffusion LLMs to 100B parameters. NVIDIA's gpt-oss-120b Eagle3 (quantized MoE) hit Hugging Face. OpenAI Agents adopted modular "skills" for spreadsheets/PDFs.

Research: AI-designed proteins withstand extreme conditions, raising biosecurity concerns. Experts warn of prion design risks. RARO proposes adversarial reasoning without verifiers. Dynamic ERF Transformer layers outperform normalization stacks. Pretraining on formal languages boosts efficiency. Google + MIT found multi-agent systems often underperform single agents on sequential tasks.

Education: Dan Jurafsky's NLP textbook went free online. Six RL optimizers (PPO, GRPO, GSPO, DAPO, BAPO, ARPO) demystified. John Tukey historical spotlight.

Showcases: "Face For Sale" blended Midjourney, Luma, Veo 3, Udio. 3,000 Reachy Mini robots shipped globally.

Key Insights: Benchmarks miss personalization. Single agents often beat multi-agent teams. AI code reviewers miss critical issues. Models struggle detecting user misconceptions. Compute costs drop; job displacement worries rise.

Support the show

🌍 INAI • The Open AI Hub

The Intelligence Atlas → the world’s most comprehensive, open hub of AI knowledge. 2 Million+ tools, models, agents, tutorials & daily news—free for all, updated every day.

https://github.com/inai-sandy/inAI-wiki