Stanford's Memorilla Shrinks LLM Memory to 16 Tokens

Stanford's Memorilla Puts Document Collections Into 16 Memory Tokens for Frozen LLMs
Nvidia CEO Jensen Huang Leaves Company After Megaspeed Affair Admission
Research Claims Blackwell Chip Fingerprints in DeepSeek and Moonshot Models

A Eye on AI - 12:30 PM
Stanford researchers have released Memorilla, an open-source memory system that gives a frozen language model just 16 memory tokens from an entire document collection; the team reports an 84.33% FactKG score with a frozen Qwen3-8B, self-reported, using 108x fewer document tokens. TechCrunch reports that Nvidia CEO Jensen Huang left the company after admitting an affair with Megaspeed executive Alice Huang; Megaspeed is implicated in chip smuggling and Alice Huang has been alleged to be an intelligence agent. Separate research led by Will DePue's Unemployment Labs claims Blackwell chip fingerprints in open models from DeepSeek and Moonshot AI. OpenAI's ChatGPT Wallet lets Dots agents make purchases with biometric approval for US Pro subscribers, and Vercel Labs released an open-source UI SDK for coding agents. We cover what changed, who can use it, and the limits.

Sources:
- TechCrunch AI: https://techcrunch.com/2026/11/13/export-banned-nvidia-chips-are-behind-chinas-most-powerful-ai-models-uh-oh-jensen/
- MarkTechPost: https://www.marktechpost.com/2026/11/14/stanford-memorilla-memory-system-16-memory-tokens/
- MarkTechPost: https://www.marktechpost.com/2026/11/13/vercel-ui-sdk-agent-ui-behaviors/
- The Verge AI: https://www.theverge.com/ai-artificial-intelligence/1033425/openai-chatgpt-wallet
- Reddit r/LocalLLaMA: https://www.reddit.com/r/LocalLLaMA/comments/1xw7zrg/tinyvoca_a_fully_open_45mparameter_tts_code/
- Reddit r/LocalLLaMA: https://www.reddit.com/r/LocalLLaMA/comments/1xw5nzn/rustingstrata_runs_flint_40b_on_a_12_gb_card_64/
- Reddit r/LocalLLaMA: https://www.reddit.com/r/LocalLLaMA/comments/1xw29ic/arc_10_a_decision_model_for_routing_ai_agents/
- Reddit r/LocalLLaMA: https://www.reddit.com/r/LocalLLaMA/comments/1xw09tu/ibm_trains_two_small_open_models_to_ignore_orders/
- Reddit r/LocalLLaMA: https://www.reddit.com/r/LocalLLaMA/comments/1xvysss/sensenovasensenovaloop9bpreview_hugging_face/
- Reddit r/LocalLLaMA: https://www.reddit.com/r/LocalLLaMA/comments/1xvyol3/qwen_38_flash_next_for_gamedev_its_very_capable/
- Reddit r/LocalLLaMA: https://www.reddit.com/r/LocalLLaMA/comments/1xvxyhj/can_openweight_llms_can_predict_the_effects_of/
- Reddit r/LocalLLaMA: https://www.reddit.com/r/LocalLLaMA/comments/1xvw34k/kittenmlkittentts2mini_hugging_face_texttospeech/
- Reddit r/LocalLLaMA: https://www.reddit.com/r/LocalLLaMA/comments/1xvuit5/paper_read_less_solve_more_tokenefficient_sparse/
- Reddit r/LocalLLaMA: https://www.reddit.com/r/LocalLLaMA/comments/1xvst4u/salesforcesovereignintelligencesovtranscribe1/
- Reddit r/LocalLLaMA: https://www.reddit.com/r/LocalLLaMA/comments/1xvh4ag/weight_space_programming_for_quantization_nace/
- Reddit r/StableDiffusion: https://www.reddit.com/r/StableDiffusion/comments/1xw83dc/im_releasing_a_world_model_ive_trained_that/
- Reddit r/StableDiffusion: https://www.reddit.com/r/StableDiffusion/comments/1xw5wr7/bbox_studio_a_featurerich_intuitive_standalone/
- Reddit r/ChatGPTPro: https://www.reddit.com/r/ChatGPTPro/comments/1xw5caa/build_an_agnostic_context_window/
- Reddit r/StableDiffusion: https://www.reddit.com/r/StableDiffusion/comments/1xw52oz/from_character_ref_sheet_creation_to_finished/