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Machine Heart

Oct 12, 2026 · Artificial Intelligence

OpenAI Plans Sora Revival via Hollywood-Backed Startup Led by Original Research Head

OpenAI is negotiating to revive its shuttered Sora video model by licensing it to a new startup founded by former Sora research lead Bill Peebles, Hollywood producer Jeffrey Katzenberg, and ex-Dropbox CFO Sujay Jaswa, aiming to pivot the technology from consumer video generation to professional filmmaking tools.

AI video generationBill PeeblesHollywood

0 likes · 11 min read

OpenAI Plans Sora Revival via Hollywood-Backed Startup Led by Original Research Head

Machine Heart

Oct 12, 2026 · Artificial Intelligence

Fields Medalist Breaks Down: AI 'Carpet Bombs' Mathematics Research

OpenAI released 722 AI-generated mathematical manuscripts, including 16 problems in Fields Medalist Hugo Duminil-Copin's specialty, triggering his emotional crisis and raising profound questions about the future of mathematical discovery, training of young researchers, and the nature of proof itself.

AIFields MedalLean

0 likes · 7 min read

Fields Medalist Breaks Down: AI 'Carpet Bombs' Mathematics Research

Machine Heart

Oct 12, 2026 · Industry Insights

OpenClaw v2026.10.1 Adds Skill Search & MCP Apps, But Users Burn Out on Upgrades

OpenClaw v2026.10.1 introduces agent-driven skill search, interactive MCP Apps, cloud backups, and easier Mac installation, yet users report upgrade fatigue, compatibility breakdowns, and migration to paid alternatives, highlighting the tension between rapid iteration and stability in local AI agent frameworks.

AI AgentsMCP AppsOpenClaw

0 likes · 8 min read

OpenClaw v2026.10.1 Adds Skill Search & MCP Apps, But Users Burn Out on Upgrades

Machine Heart

Oct 12, 2026 · Artificial Intelligence

RoboFoundry: Self-Evolving System-as-Policy Boosts Embodied Agents Without Model Updates

RoboFoundry freezes foundation models and evolves the surrounding system — context, skills, and execution interfaces — via a closed-loop of execution, reflection, repair, and promotion, achieving large gains on EmbodiedBench, RoboMemArena, LIBERO-PRO, and real-robot zero-shot transfer and online evolution.

Embodied AIEmbodiedBenchLIBERO-PRO

0 likes · 16 min read

RoboFoundry: Self-Evolving System-as-Policy Boosts Embodied Agents Without Model Updates

Machine Heart

Oct 12, 2026 · Artificial Intelligence

TerraVis: Evaluating World Consistency in Text-to-Image Generation

TerraVis introduces a systematic framework for evaluating world consistency in AI-generated images, covering 18 issue types across object, interaction, and scene levels, validated on 13,500 human annotations across five models.

AI-generated imagesEvaluation MetricsNeurIPS 2026

0 likes · 15 min read

TerraVis: Evaluating World Consistency in Text-to-Image Generation

Machine Heart

Oct 11, 2026 · Artificial Intelligence

Tsinghua's MGFlow & Elastic Forcing: Distributional Training for One-Step Images & Streaming Video

Tsinghua researchers introduce MGFlow and Elastic Forcing, two distributional training methods that achieve state-of-the-art one-step image generation and enable efficient 14B-parameter streaming video model post-training on just 8 GPUs, using sample distribution matching instead of per-sample supervision.

Elastic ForcingMGFlowPost-Training

0 likes · 20 min read

Tsinghua's MGFlow & Elastic Forcing: Distributional Training for One-Step Images & Streaming Video

Machine Heart

Oct 11, 2026 · Artificial Intelligence

USTC's Abductive World Model Gives Robots Causal Reasoning, Runs on Edge at 2-bit

USTC spinout Baize Tongjing develops Abductive World Model (AWM) that predicts then reasons about causes, learns from unlabeled video with 7x data efficiency, and deploys via 2-bit quantization engine BAIZ-RUN on edge chips, validated in three industrial robot scenarios within three months of founding.

2-bit QuantizationAWMAbductive World Model

0 likes · 15 min read

USTC's Abductive World Model Gives Robots Causal Reasoning, Runs on Edge at 2-bit

Machine Heart

Oct 11, 2026 · Artificial Intelligence

OpenRSI Index: Testing AI Research Agents on Real Tasks with 10K+ GPU Hours

OpenRSI Index evaluates AI agents on real open-source research projects — improving Marin's optimizer, Qwen's RL tasks, and GPIC image generation — using thousands of H100 hours, with isolated workspaces and independent verification to ensure reproducible progress beyond benchmark gaming.

AI research agentsGPU computeOpenRSI Index

0 likes · 13 min read

OpenRSI Index: Testing AI Research Agents on Real Tasks with 10K+ GPU Hours

Machine Heart

Oct 11, 2026 · Artificial Intelligence

LIBERO-MAX: 224K Simulations Expose Robot Policy Fragility Under Mid-Task Changes

LIBERO-MAX evaluates 14 robot policies across 8,000 paired scenarios and 224,000 simulations, showing all policies lose 11–25.7 percentage points in success rate when environments change mid-execution, and even higher observation frequency fails to recover the gap.

LIBERO-MAXdynamic environmentmid-execution disturbance

0 likes · 11 min read

LIBERO-MAX: 224K Simulations Expose Robot Policy Fragility Under Mid-Task Changes

Machine Heart

Oct 10, 2026 · Artificial Intelligence

Tian Yuandong: Co-Authoring a Paper with GPT-5 Made Me Realize My Job Could Vanish in 5 Years

Meta FAIR veteran and Recursive Superintelligence co-founder Tian Yuandong recounts his journey from AlexNet debates to Go AI, Coconut, and grokking research, revealing how co-authoring a paper with GPT-5 boosted efficiency 6-10x and led him to predict AI will replace researchers within five years, while arguing humans must still initiate and verify ideas.

AI research automationCoconutGPT-5 collaboration

0 likes · 15 min read

Tian Yuandong: Co-Authoring a Paper with GPT-5 Made Me Realize My Job Could Vanish in 5 Years