29th & 30th November - AI News Daily - Google Unveils Nested Learning as OpenAI Pivots to Ads Amid Debt Crisis

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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.