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Machine Heart
Machine Heart
Jun 11, 2026 · Artificial Intelligence

Agent‑Driven Newton Toolbox: A New Paradigm for Grounded Video Generation

NEWTON introduces an Agent‑centric framework that augments existing video generators with a planner, physics‑aware tools, and a verification loop, enabling multi‑round refinement and significantly improving physical consistency on benchmarks without retraining the underlying generator.

agentic AIbenchmark evaluationphysics grounding
0 likes · 8 min read
Agent‑Driven Newton Toolbox: A New Paradigm for Grounded Video Generation
Machine Heart
Machine Heart
Jun 9, 2026 · Artificial Intelligence

How PhysForge Generates Interactive 3D Assets from a Single Image

PhysForge, a physics‑grounded 3D asset generation framework accepted at ICML 2026, converts a single input image into a fully interactive 3D object by first planning a hierarchical physical blueprint with a vision‑language model and then refining geometry, texture, and precise kinematic parameters via a diffusion model, supported by the large‑scale PhysDB dataset.

3D generationdiffusion modellarge dataset
0 likes · 10 min read
How PhysForge Generates Interactive 3D Assets from a Single Image