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BetaAI and tech news.Edition of Mon 2 Nov 2026 

AI on 2 Nov 2026

Everything new on the trackers that day: official announcements, model uploads from the big labs, tool releases, papers, AI rules and outages. Each item links to its source.

On 2 Nov 2026 the Machine Notes trackers recorded 5 papers. The most upvoted paper was "Look Only When Needed: Certificate-Guided Visual Routing for Efficient Diffusion VLMs". The fastest-rising AI repo was wangzan101/Mika.

Updated 2 Nov 2026, 06:27 UTC
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Papers people are reading

Research that day
PaperUpvotes
Look Only When Needed: Certificate-Guided Visual Routing for Efficient Diffusion VLMsSince visual tokens make up 89-97% of this input on the benchmarks we study, most of the decoding computation is spent repeatedly processing the same image.Donghyeon Cho, Joowon Kim, Seungho Shin and others109
A-RSI: Adaptive Task Refresh for Zero-Data Multimodal Self-ImprovementWe address these two questions separately: training dynamics determine when to acquire new experience, while the answers to new tasks remain independently checkable.Yu Liu, Youxing Li, Yuedong Tan and others75
Proving and Improving the Platonic Representation Hypothesis with JEPAsWe turn the hypothesis into a theorem. First, we prove a Platonic Representation Theorem: Joint-Embedding Predictive Architectures (JEPAs) trained separately on any number of modalities learn the same representation up to one rotation whenever their positive pairs are two…Randall Balestriero, Yann LeCun66
L3G-World: Real-Time Infinite World Generation with Latent 3D Gaussian MemoryIn this paper, we introduce a Latent 3D Gaussian Memory (L3G) that combines the efficiency of feed-forward reconstruction with a compact, rapidly renderable scene representation.Jinhyeok Choi, JoungBin Lee, Jongmin Lee and others44
R^2Orch: Recursive Self-Improvement for Agent Orchestration via Self-Play within a Skill-Internalization LoopTo address these challenges, we propose R^2Orch, a new paradigm of Recursive Self-Play Orchestration: an inner loop of self-play that improves the orchestrator on self-chosen tasks, and an outer loop that improves how the inner loop improves.Mingda Zhang, Yun Huang, Qiang Huang and others34

Rising AI repos

Repos that day
RepositoryDescriptionStars gained
Mikawangzan101An on-device AI agent for Android that operates apps and the web to get things done for you.+1,367
TokenEconomizermicrosoftExperience-Driven Black-Box Cost Control for Coding Agents+863
bamadaveebbelaarBAMA: Build Any Mac App. Agent skills to research, clone, design, build, optimize, and test native macOS apps with Swift and SwiftUI.+223
awesome-reverse-engineeredalexgaothDon't reverse engineer it twice. 17,000+ open-source tools built by reverse engineering closed apps, APIs, devices, protocols, file formats, games and AI tools. Search site + agent skill + MCP server, refreshed nightly.+90
antirioneliasbiondo🕷️ The fastest open-source AI Gateway and LLM Gateway — one binary with built-in console to route, secure, budget and observe every LLM call across OpenAI, Anthropic, Gemini, Bedrock and more.+78