NEWTON: Agentic Planning for Physically Grounded Video Generation

by CUTEPKQ · Agent Tool · ★ 143

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

Security audit verdict: SAFE · quality 52/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours.

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

agentic-aiagentic-video-generationai-agentsaigccomputer-visiondiffusion-modelsgrpollm-agentmultimodalphysics-simulation

Quick Facts

Stars143
Forks3
LanguagePython
CategoryAgent Tool
LicenseMIT
Quality Score52/100
Open Issues1
Last Updated2026-07-31
Created2026-06-13
Platformspython
Est. Tokens~13k

About NEWTON

NEWTON: Agentic Planning for Physically Grounded Video Generation About • Pipeline • Tools • Roadmap • Automatic Start • Quickstart • Usage • Citation https://github.com/user-attachments/assets/0334d3dd-f59a-4954-9b98-c4c268720c33 🔭 About Video generation models produce visually compelling results but systematically violate physical commonsense — on VideoPhy-2, the best model achieves only 32.6%...

Compatible Skills

These tools work well together with NEWTON for enhanced workflows:

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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