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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 Highlights: Apple partners with Google Gemini for Siri and Apple Intelligence. Google launches Universal Commerce Protocol with Walmart and Shopify for in-search checkout. Governments escalate deepfake crackdowns—Southeast Asia bans Grok, UK criminalizes "nudification". OpenAI and SoftBank commit $1B to Texas AI data centers. Ramp's coding agent writes ~30% of merged code. New Tools: Ramp's async agent delivers real productivity in enterprise repos. Apple GenCtrl API enables explicit creative model control. moPPIt generates protein binders in seconds. AnyDepth democratizes depth estimation for robotics and AR. Google Gemini API reads files from Cloud Storage up to 2GB. Breakthrough transcription converts hour-long video in 80 seconds. LLM Updates: Zhipu GLM-4.7 offers 200K context and tops Code Arena. Claude 4.5 Opus leads SWE-fficiency benchmark. GPT-5.2 hits 99.4% on PutnamBench. Gemini Nano generates 1B+ images in 53 days. Devstral 2 opens for free use. Hugging Face adds GLM-4.7 and "chat with papers". Research: DeepSeek Engram improves retrieval with hashed N-gram memory. Positional recalibration extends context without full retraining. Recursive Language Models handle million-token prompts. Stanford and NVIDIA show test-time training compresses live context into weights. NVIDIA NVFP4 enables stable 4-bit training. FineTranslations releases trillion-token English corpus. Industry: OpenAI acquires Torch for ChatGPT Health data. Agent security risks emerge—ZombieAgent exploit and fake Grok malware. Tutorials: Stanford CS224N adds agent modules. 12 fine-tuning methods compiled. Prompt caching cuts costs. Agent hygiene emphasizes traces. Portfolios trump credentials. Showcases: Mortar prototypes games via AI co-creation. Gemini powers 3D geospatial storytelling. Claude builds MRI viewer and controls Blender. Kling 2.6 Motion Brush enables precise dances. OpenEnv offers $10K for RL agents. AI anime compresses history. Discussions: AI op-ed sparks newsroom ethics debate. Likert scales criticized for LLM evals. Opinionated agents with clear defaults advocated. 2026 seen as breakthrough year for AI science. Concerns over surveillance and propaganda. 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: OpenAI launches HIPAA-compliant ChatGPT for Healthcare with hospital partners; Google deploys Gemini-powered Gmail features globally; lawmakers target xAI's Grok over AI-generated abuse, UK considers banning X; OpenAI and SoftBank commit $1B to clean-energy AI data centers; NIST opens agent security standards consultation amid "ZombieAgent" flaw and widespread AI system attacks. New Tools: OpenAI ChatGPT for Healthcare offers HIPAA-compliant clinical documentation; Google Gemini for Gmail adds AI summaries and "Help Me Write"; Microsoft Copilot Checkout & Retail Agents streamline e-commerce; Hugging Face Skills simplifies model fine-tuning; Alibaba Wan brings HD video generation to mobile; OpenAI MCP Server reduces agent development costs. LLM Updates: Tencent HY-MT1.5 delivers fast translation; Falcon-H1R-7B shows strong reasoning at 7B parameters; LiquidAI LFM 2.5 enables on-device inference on Apple MLX; GPT-5.2 improves code generation; Hunyuan-Video-1.5 climbs leaderboards; NousCoder-14B runs on consumer GPUs. Research: CapBencher curbs metric gaming; GDPO improves RL stability for agents; WebGym provides 300K web tasks for training; FineTranslations scales trillion-token pretraining; DeepSeek V4 explores hyper-connections; AI weather models underestimate extreme heat. Industry & Policy: U.S. senators urge removal of Grok from app stores; UK weighs X ban as xAI restricts image tools; NIST invites input on AI agent standards; OpenAI, SoftBank, SB Energy invest $1B in clean data centers; Microsoft realigns GitHub around AI agents; 99% of companies report AI application attacks. Tutorials: Anthropic shares agent evaluation playbooks; production-ready agentic AI blueprint released; five GPU optimizations for LLMs; JAX-on-CUDA guide for PyTorch users; next-gen RAG designs. Showcases: Penn Medicine Chart Hero summarizes patient records; Google FunctionGemma (270M) offers offline voice assistance; Luma Dream Machine converts 3D to cinematic video; Meta Spatial Lingo teaches languages in mixed reality; renovation agent transforms real estate tours. Discussions: "Vibe coding" vs semantic search debate; open models' "Linux moment"; labor shift from entry-level to AI roles; data quality and agent strategy research; gender gap in GenAI use traced to concerns beyond skills. 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 Highlights: xAI raised $20B and started training Grok 5 with self-powered infrastructure; Arena secured $150M at $1.7B valuation for multimodal evaluation; NVIDIA expanded robotics through Isaac-LeRobot integration and open-sourced Alpamayo; a federal judge ordered OpenAI to release 20M ChatGPT logs; Amazon launched Alexa+ online while Google TV added Gemini controls. New Tools: OpenSRC CLI automates AI agent deployment; LlamaSheets structures messy spreadsheets; Sharp enables single-image-to-3D on consumer GPUs; DatologyAI DatBench cuts benchmarking costs 10x; Unsloth MLX accelerates Apple on-device training; Lightricks LTX-2 delivers synchronized text-to-video-and-audio. LLM Updates: GPT-5.2 reportedly solved an Erdős problem; NousResearch released NousCoder-14B with reproducible RL; DFlash decoding achieves 6.2× speedups; Liquid AI LFM2.5 runs on Raspberry Pi; Mistral OCR 3 leads in document accuracy; Korea Telecom launched Mi:dm K 2.5 Pro. Research: Artificial Analysis Intelligence Index v4.0 introduces new evaluation metrics; Apple showed 32% training time savings via hyperparameter transfer; SGD with batch size 1 trained 1.3B parameter models; study finds only 2.5% of tasks fully automatable. Industry: NVIDIA-Hugging Face-DeepMind-Boston Dynamics aligned on robotics; OpenAI faces intensified legal scrutiny over data practices; consumer platforms shifted with Alexa+ web launch and ChatGPT leaving WhatsApp; safety concerns grew over AI-aided pathogen instructions and deepfakes. Tutorials: Free RL masterclass (Jan 15) and Claude Code workshop; scaling document processing patterns; local RAG security recipe; Reachy Mini assistant build; agent iteration playbooks; FinePDFs handbook. Showcases: Reachy Mini on Raspberry Pi 5 at CES; LTX-2 identity-preserving animation; Kling AI Motion Control experiments; Perplexity multi-model orchestration; LLM poker tournament (20,000+ hands). Discussions: Smarter learning may beat brute-force scaling; better evals replacing brittle leaderboards; agent design shifting to persistent memory; sim-only training limitations; coding agents vs. artisanal craftsmanship debates; OpenAI breadth vs. Anthropic focus strategies. 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 Controversies & Policy: xAI's Grok sparked global outrage after generating sexualized images of minors, prompting India's 72-hour ultimatum and intensifying calls for stricter AI guardrails. Stack Overflow traffic plummeted as 84% of developers now use AI tools, forcing legacy platforms to reinvent themselves. Industry Moves: OpenAI accelerates audio-first devices and voice models to challenge Apple and Google with proactive, screenless assistants. OpenAI partnered with Foxconn and Jony Ive on a pen-shaped voice device. Disney signed a $1B deal with OpenAI for AI-powered content production. Global AI investment hit $202B in 2025, with major IPOs from SpaceX, OpenAI, and Anthropic expected in 2026. Visa and Akamai launched the Trusted Agent Protocol to authenticate AI shopping agents. Block, Anthropic, and OpenAI formed the Agentic AI Foundation for agent interoperability standards. New Models & Tools: Microsoft launched Fara-7B, a private on-device AI for Copilot+ PCs. NVIDIA's Nemotron 3 features a 1M-token context window and hybrid architecture. OpenAI GPT-5.2 and Anthropic Opus 4.5 target harder software problems. Google Gemini 2.5 Flash enables real-time speech translation across 70+ languages. New tools include LangChain fastapi-fullstack CLI, Flakestorm for mutation testing, LangSmith Insights, AgentReuse, AgentFS, and DSPy.rb for Ruby. Research Highlights: Meta open-sourced "AI co-scientist" datasets with 70% win rates. RealOmni-Open released 10,000+ hours of embodied AI data from 3,000+ homes. MIT introduced Recursive Language Models for programmatic reasoning. Nature Medicine validated AI for early pancreatic cancer detection. Showcases: Claude Code replicated research papers in hours. Real-time webcam pipelines demonstrated on-device multimodal perception. Kling 2.6 showcased motion control for professional videos. 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 AI News Daily — Dec 23, 2025 (2500 chars) Top Highlights: Google launched Interactions API with Deep Research for stateful, background AI workflows. ZhipuAI's GLM-4.7 excels at coding benchmarks while Google expanded Gemini 3 with faster Flash and 1M-token context. OpenAI introduced a ChatGPT app marketplace with tone controls, evolving from chatbot to platform. Amazon/AWS unveiled "frontier agents," Nova Forge, and $15B data center investment. Governments tightened rules: India banned ChatGPT for officials, UK targets deepfake apps, Firefox added AI "kill switch". New Tools: Anthropic/MATS released Bloom for behavioral evals; Google's Interactions API enables long-running workflows; Qwen open-sourced Image Layered for Photoshop-style edits; Paperedge offers free collaborative research management; Maxio's MCP Governance Layer secures finance system access; Teikametrics' Marketplace Strategist optimizes cross-platform ads. LLM Updates: GLM-4.7 achieves near-top SWE-bench scores; Gemini 3 Flash accelerates multimodal tasks with ~90% accuracy at 1M tokens; Baidu's ERNIE-5.0 tops Chinese leaderboards; MiniMax M2.1 targets agentic coding; Claude Opus 4.5 balances speed and reasoning; ChatGPT adds marketplace and personalization; vLLM upgrades reduce infra costs. Research: LLaDA 2.0 scales diffusion models to 100B params; Medmarks provides largest medical LLM benchmark; MoReBench reveals moral reasoning gaps; multi-agent study finds coordination overhead; radiology AI detects liver disease from X-rays (>80% accuracy)and cuts kidney analysis time 30%+. Industry: OpenAI explores $100B raise with SoftBank interest; Anthropic partners with U.S. DOE on Genesis Mission; M&A: Zendesk buys Unleash, HCLSoftware acquires Wobby, Anysphere acquires Graphite. Showcases: GLM-4.7 generates Space Invaders on Apple Silicon; GPT-5.2-Codex builds 3D simulator; robotics demos show fast iteration; 13-year-old builds FallGuard fall detector. Discussions: Hassabis vs LeCun debate on AGI; reasoning emergence tied to training conditions; agents' "body" is the browser; verification trumps training time. 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 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

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 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. 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 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. 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 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. 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 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. 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 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. 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 Highlights: DeepSeek V3.2 achieves medal-level math/coding at lower cost. Hugging Face launches Transformers v5 with 400 architectures. OpenAI tests ChatGPT ads amid $10B copyright lawsuit. NVIDIA-Synopsys $2B chip design partnership announced. Google Gemini 3 advances with enterprise rollout. New Tools: Hugging Face Transformers v5 expands to 400 architectures with simplified tokenization. Google Agent Development Kit for Gemini agents. vLLM-Omni for cost-efficient multimodal generation. ByteDance Vidi2 AI video editor. VS Code Language Models editor. Artificial Analysis Openness Index for model transparency. LLM Updates: DeepSeek V3.2 offers long context reasoning at lower cost. Arcee AI Trinity (6B/26B) open MoE models. Runway Gen-4.5 tops video leaderboards. FLUX.2 Pro/Flex and Ovis-Image improve text rendering. OpenBMB InfLLM-V2 for long-context research. NVIDIA Alpamayo-R1 for autonomous driving. Research: LFM2 multimodal stack report. Vision Bridge Transformer architecture. Creative prompt attacks study reveals filter gaps. AI TB detection tools. Reddit most-referenced in LLM training. Industry: Nine outlets sue OpenAI/Microsoft for $10B. OpenAI tests ads, faces $100B data center debt. Google Gemini privacy lawsuit, usage caps. NVIDIA-Synopsys $2B GPU-EDA partnership. FDA adopts agentic AI. HSBC-Mistral AI banking partnership. Tutorials: LlamaSheets automation. Modern code search embeddings. Multi-agent advances roundup. Three-step evaluation framework. Demos: Qwen3-VL parses NBA footage. Opus fixes complex tests autonomously. Runway steerable music videos. Kling O1 video editing. Spec-to-build pipeline. Discussions: Efficiency imperative as energy costs rise. Pragmatic interpretability push. Adaptive multi-agent design. Production agents focus on integrations. No progress wall—long S-curve. Synthetic internet concerns. 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 Highlights: Google unveiled Nested Learning and 2.3kW TPU Rubin; Gemini 3 sees surging adoption but faces free-tier throttling. OpenAI pivots to ads as subscriptions slide; partners' debt hits $96B with $38B more reportedly planned. DeepSeek released an open-weight IMO gold-level math model, highlighting China's open-source leadership. ICLR reviewer identity leak sparks peer-review privacy concerns. AI agents feature in cyber offense/defense; experts recommend treating them like staff. New Tools: Z-Image Turbo on Replicate enables faster image generation. Meta open-sourced SAM 3 and SAM 3D for 2D/3D segmentation. ToolOrchestra provides RL-powered agent orchestration. Secretary offers open-source voice-driven coding. AI2's Olmo 3 (7B/32B) now serverless via Hugging Face. NVIDIA Orchestrator-8B optimizes model/tool selection. LLM Updates: Gemini 3 shows strong reasoning gains but Google imposed free-tier limits. DeepSeek Math-V2 achieves IMO gold performance. MiniMax M2 balances quality/speed/cost with MoE design. Claude 4.5 Opus excels at autonomous coding. Gemini adds Uzbek language support. Research: Google's Nested Learning enables continual learning with less forgetting. Stanford found compressing language backbones harms vision in multimodal systems. Nature study shows chatbots lack human-like reasoning despite fluency. Adversarial poetry bypasses LLM safety in 65% of tests. Chinese open-source models lead global downloads. MIT estimates 12% of jobs could be AI-automated. Industry: Only 5% of ChatGPT's 800M weekly users pay for premium. Code leaks show ChatGPT planning ads in free tier. OpenAI/partners carry ~$96B debt with $38B more discussed for Project Stargate. Apple invests $1B annually in Gemini for Siri. Google's TPUs undercut NVIDIA by up to 50%. Chinese group allegedly used Claude for cyberespionage. Tutorials: Fiddler AI published production agents playbook. Guide shows 50× Python performance gains. Framework improves research-grade RAG systems. Data-first approach catches errors early. Showcases: Always-on agents in Unreal Engine 5 environments. Nano Banana Pro and Kling enable rapid video creation. Discussions: Shift from prompts to context engineering with structured memory. ICLR leak renews governance calls. CNN history from 1988-89 challenges narratives. US-China race hinges on AI per watt efficiency. Future wins from architecture/efficiency, not just compute. 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