DeepSeek OCR2 Visual Causal Flow 🔁DeepEncoderV2=Visual Token+LM as Vision Encoder 🕵️2 tokens=Visual+Causal(2D→1D) 🌐Native Multimodality: Different modalities🎥+🎧→same embedding. 1 encoder, different queries. Not model stitch but native fusion. 👉🏻linkedin.com/posts/jf-ai_de…

Joe Tsai Joseph Tsai’s talk at Stanford Graduate School of Business today was a powerful reflection on building long-term institutions—from Alibaba Group values and founder culture, to multiple strategic business decisions, Qwen and the global AI race, and investment lessons from the NBA.

Conway's Game of Life↔self-organizing cognitive field in semantic space. OpenClaw🦞 local rules+communication topology→global structure via emergence moltbook agents+memory/attention→roles, subcultures, coordination, proto-privacy norms Macro-world is projection of micro-rules

〽️CRATE: White Box World Model w/ First Principles Yi Ma Find low-D structure in high-D space, geometry embeds symmetry as inductive bias Self-attn=gradient steps to ↓encoding-rate MLP=sparsify residual=iterative optimize MoE=cluster Memory=encode 👉🏻linkedin.com/pulse/115-crat…

Qoder is debuting in SF—next-gen Agentic Coding Alibaba Group 🏙️Qoder Founder Silicon Valley discussion Agentic modes: 1️⃣task completion 2️⃣multi-turn collab (bottleneck=human attn/decision) 3️⃣autonomous quest paradigm 4️⃣coding freestyle on demand 👉🏻linkedin.com/posts/junfan-z…

🦞Google DeepMind Google AI Studio Google Antigravity Stanford University hackathon moltbook Context Overflow project⭐️ Sandbox for Agent Governance-as-a-Service, tunable params (incentives) Anti-Goodhart eval: Organizational Behavior on AI Society OS 2nd-order agency 👉🏻linkedin.com/posts/junfan-z…

AI Cognition 🚀Latent Steering: hidden reasoning substrate in residual stream. Sparse Autoencoder=prism 🌌Multiplex Think: superposition→Ghost Vector 🤖NVIDIA FastThinkAct: 30x compression→min latent tokens. Verbalizable Latent Planning for Robotics 👉🏻linkedin.com/pulse/117-late…

SpaceX + xAI = Kardashev 2 merger, intelligence breaking free from planetary entropy