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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

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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

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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 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.

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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

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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

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.

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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

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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

Major Releases: OpenAI shipped GPT-5.2with improved coding, math, and agent capabilities across multiple tiers, quickly adopted by Perplexity and Cursor. Google launched Gemini Interactions API, Deep Research agent, and Disco/GenTabs. Mistral Devstral 2 emerged as a leading open-source coding model. Amazon Nova 2 targets small businesses, while Google Gemini TTS expanded to 24 languages.

Tools: Cohere Rerank 4 delivers faster search/RAG. Adobe + ChatGPT integration enables conversational editing. UnslothAI kernels 3× training speed. CopilotKit useAgent improves agentic apps. SkyPilot updates for enterprise GPU orchestration.

Major Deals: Disney signs $1B, 3-year OpenAI partnership for Sora content with 200+ characters, while escalating IP tensions with Google over Gemini. Salesforce acquires Informatica for $8B. Oracle reports 438% surge in AI cloud commitments.

Government & Policy: Pentagon's GenAI.mil deploys Gemini to ~3M users. EU probes Google's AI scraping. 42 state AGs push chatbot oversight. ~1,000 exposed MCP servers raise security concerns.

Research: FACTS Benchmark Suite standardizes factuality testing. AI improves extreme weather forecasting, flags missed Alzheimer's diagnoses, and diagnoses brain tumors non-invasively. Studies warn of covert backdoors in models.

Showcases: Starcloud-1 runs Gemma in orbit. WonderZoom demonstrates multi-scale 3D generation. Meta SAM 3 shows robust object segmentation. Stanford study shows autonomous agent compromising systems.

Market Trends: ROI debates continue for AI-generated code. Infrastructure players capture momentum. Major law firm adopts Perplexity Enterprise; 30% of U.S. teens use chatbots daily.

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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.

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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

AI News Daily — Dec 10, 2025 Summary

Top Highlights: Major AI companies (OpenAI, Anthropic, Microsoft, Google) launched the Agentic AI Foundation with Anthropic's MCP donated to Linux Foundation for standardized agent interoperability. The Pentagon deployed GenAI.mil on Google Gemini for 3M military personnel. India proposed mandatory AI training royalties for copyrighted content. OpenAI committed $4.6B to Australian GPU infrastructure and workforce upskilling. FDA approved AIM-NASH, the first AI tool for liver biopsy analysis.

New Tools: CTGT launched adjustable LLM guardrails without retraining. AWS released goal-driven agent builder with production observability. Google Workspace Studio enabled no-code AI automations with 90% faster drafting. Amazon deployed Autonomous Agents for unsupervised long-running tasks. iFixit introduced free FixBot repair assistant. Marble and EgoEdit expanded 3D generation and egocentric editing tools.

LLM Updates: Mistral released Devstral 2 (123B) and 24B code models with 256K context. Zhipu shipped GLM-4.6V open multimodal model. Abu Dhabi's Jais 2 (70B) advanced Arabic language support. OpenAI accelerates GPT-5.2 for improved speed and reasoning. OpenAI "Confession" feature adds self-assessment for transparency. Zhipu AutoGLM enables on-device smartphone control.

Research: ARC-AGI contamination investigation revealed training-evaluation overlap. Stanford's 2025 AI Transparency Index showed declining openness among leading labs. UK AI Security Institute conducted red-vs-blue interpretability exercises. OfficeQA introduced grounded enterprise task evaluations. SAPO proposed stable RL for large models. GRAPE unified positional encodings.

Industry & Policy: EU opened antitrust probe into Google's AI use of publisher content. IBM acquiring Confluent for $11B. LangChain published voice-agent architecture comparison. Stanford lecture covered transformer computational motifs. Waymo detailed autonomous data operations. Qdrant demonstrated 100K+ product image semantic search.

Discussions: AGI definition debates continue. Deep agents show promise but brittleness in multi-step reasoning. Shift toward procedural skills over heavy agent stacks. Interest in symbolic-neural hybrids and concerns about photorealism crowding experimentation.

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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.

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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: NeurIPS 2025 emphasized attention limits, compositional generalization, and rigorous evaluations. OpenAI fast-tracked GPT-5.2 while Google launched Gemini 3 Pro and Deep Think. Security audits found 30+ critical vulnerabilities in AI coding tools and a Gemini CLI exploit. The EU probed Meta over WhatsApp chatbot restrictions. Blue Origin's BlueGPT cut lunar hardware design time by 90%.

New Tools: Paper Trails launched as a research tracking platform. Memtrack introduced agent memory testing. Speechmatics open-sourced real-time diarization. OpenThoughts-Agent achieved small-model state-of-the-art on Terminal-Bench. Google Vertex AI Studio streamlined model development. NotebookLM Mobile added infographics and handwritten-note analysis.

LLM Updates: GPT-5.2 launches Dec 9 with improved speed. Gemini 3 Pro offers strong multimodal understanding. Gemini 3 Deep Think opened to Ultra subscribers. DeepSeek V3.2 improved long-context efficiency by 40%+. Rnj-1 (8B) reported near-state-of-the-art performance. Apple STARFlow-V unveiled flow-based video generation.

Research: NeurIPS honored attention and compositional work. New jailbreak via word associations bypassed controls. Vision systems used test-time compute for detail reasoning. LLMs transformed histopathology diagnosis. Common Crawl underpins many 2025 papers.

Industry: EU probes Meta's WhatsApp restrictions. UK ruling in Getty v Stability AI found limited infringement. Microsoft added Anthropic's MCP to Windows 11. AI drives hyper-personalized political campaigns. Security audits revealed Copilot and Amazon Q vulnerabilities.

Tutorials: Guides on long-context failures, agent memory patterns, multi-agent context engineering, LangChain's Deep Research internals, MoE router stability, and modality fusion.

Showcases: AxiomProver solved most Putnam 2025 problems. Energy Buddy used LangGraph for WhatsApp OCR routing.

Discussions: Calls for OpenAI breakthrough matching o3-preview. Missing ingredients hinder unified intelligence. Enterprise agents rely on simple workflows. Academia faces compute crisis. Drone swarms shift warfare economics.

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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.

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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: Google Gemini 3 with Deep Think strengthens reasoning; OpenAI pushes GPT-5.2 amid model rivalry. OpenAI expands with data centers in India (with TCS) and Sydney (with NextDC). ZTE launches Nubia M153, the first fully agentic AI smartphone using Doubao AI. NHS England scales Brainomix 360 stroke imaging, halving treatment times and doubling thrombectomies. EU probes Meta/WhatsApp; NYT sues Perplexity over content use. Google launches Workspace Studio for no-code Gemini agents in Gmail and Docs. AWS unveils autonomous agents and commits up to $50B for AI infrastructure.

New Tools: Moondream Aerial Segmentation for geospatial mapping; vLLM v0.12.0 adds speculative decoding; Transformers v5 RC introduces any-to-any multimodal pipeline; Qwen3-TTS debuts 49 voices in 10 languages; OpenAI Offline AI for emerging markets; Atlassian Rovo MCP Connector links ChatGPT with Jira/Confluence. Google Workspace Studio enables no-code automation; WordPress Telex AI creates interactive features; Runway Gen-4.5 and Kling Avatar 2.0 expand video generation.

LLM Updates: Gemini 3 Deep Think rolls out with stronger reasoning; GPT-5.1 Codex Max launches with Cline integration; GPT-5.2 rumored imminent; Amazon Nova 2 models and Forge tools arrive; Mistral 3 leads open coding leaderboards; Claude 4.5 Opus tops AutoCodeBench V2; DeepSeek v3.2 cuts latency. Off-policy RL advances show improved training; Intel SignRoundV2 pushes ultra-low-bit quantization; reasoning models now dominate OpenRouter usage.

Research: Meta + KAUST MoS improves multimodal fusion; radiance mesh method enables editable NeRF rendering; compact hybrid-search index cuts RAG costs 91%; Anthropic SCONE-bench evaluates smart-contract security; AI Evaluator Forum launches independent assessments; NeurIPS highlights include EPO, GEPA, OpenThoughts. NIST and US CAISI release evaluation frameworks; TokenPowerBench shows 90% of LLM energy in prefill/decode; MIT adaptive scaling cuts compute 50%.

Industry: Snowflake-Anthropic $200M deal embeds Claude in Data Cloud; US judge orders OpenAI to provide 20M ChatGPT logs to NYT; EU antitrust probe into Meta WhatsApp AI; OpenAI tests ads in ChatGPT; 7AI raises record funding for AI security agents.

Tutorials: Answer.AI SolveIt releases practical AI playbooks; Anthropic launches Model Context Protocol guide; community roadmap for training open LLMs; Gemini 3 + Agno cookbook; Andrew Ng course on coding agents; CrewAI multi-agent course.

Showcases: Moondream aerial segmentation with meter-level precision; Gradium live speech humanoid robot; Bionic Awards AI film blending multiple tools; Kling O1 high-fidelity avatars; X-VLA two-hour cloth folding.

Discussions: Advanced math key to problem-solving; human-AI co-improvement over self-improvement; AI chatbots can sway voters; RL vs. prompt optimization debates; China's open models gain OpenRouter share; Yejin Choi warns of synthetic data risks; construct-valid evaluations urged.

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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

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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 acquired Neptune.ai for ML workflow optimization; Google launched Workspace Studio for no-code Gemini agents; Waymo expanded to four cities with fully driverless Dallas rides; AWS Bedrock added 18 open-source models; Nvidia exploring $100B OpenAI partnership for AI data centers.

New Tools: Phind 3 creates interactive mini-apps from answers; Meta SAM-3 unifies image/video/object segmentation; Kling 2.6 adds synchronized audio to video generation; Google Workspace Studio enables custom Gemini 3 agents; Stack Overflow AI Assist offers conversational answers with community attribution; Hack The Box AI Cyber Range provides agent testing environment.

LLM Updates: Claude Opus 4.5 leads CORE-Bench and Vending-Bench; Glass 4.0 surpasses generalist models on medical NOHARM benchmark; DeepSeek V3.2 and Minimax M2 advance open-weights efficiency; Amazon Nova 2.0 strengthens agentic behavior; INTELLECT-3 (106B MoE) opens for public testing; OpenAI tests Memory search and trains GPT-5 for failure acknowledgment.

Research: Foundation Models Transparency Index pushes for clearer disclosures; Apple STARFlow-V improves video diffusion consistency; NeurIPS showcases from EleutherAI, Sakana AI, and Google highlight reasoning/robotics progress; automated proof systems match human baselines; multi-vector retrieval reduces code search token overhead.

Industry: Klay Vision licensed by Sony/Universal/Warner for AI music; USPTO clarifies human-only inventors on AI-assisted patents.

Tutorials: 200-page code foundation models survey; Python AI agent building guides; safe code-executing agents; LLM Evaluation Guidebook v2; bias-variance tradeoff refresher.

Showcases: Kling delivers synchronized audio videos; Runway Gen-4.5 produces realistic imagery; Moondream demonstrates precise segmentation; Synthesia integrates Gemini 3 Pro Image.

Discussions: Michael I. Jordan warns against doom narratives; decentralized systems show promise; harness engineering credited for agent breakthroughs; new paradigms promise faster reasoning.

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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