> Markdown version of [/videos/100437-for-physical-ai-data-is-the-problem-but-data-is-not-the-solution?t=1634](https://www.wearedevelopers.com/videos/100437-for-physical-ai-data-is-the-problem-but-data-is-not-the-solution?t=1634). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md).

---

# For Physical AI, data is the problem, but data is not the solution

Stop relying on brute-force data collection for robotics. Learn how physics-informed world models help developers achieve 99.9% reliability and deploy physical AI in days, not years.

- **Speakers:** [Ashutosh Saxena](https://www.wearedevelopers.com/@ashutosh-saxena)
- **Event:** World Congress 2026 North America
- **Published:** September 24, 2026
- **Duration:** 29:32
- **URL:** https://www.wearedevelopers.com/videos/100437-for-physical-ai-data-is-the-problem-but-data-is-not-the-solution

## Access

Playback and chapters for this video are available with a Free account.

## Related Moments

- [Introduction to physical AI and the physical world](https://www.wearedevelopers.com/videos/100295-from-perception-to-autonomy-building-agentic-edge-ai-robots-with-ros-2) (from "From Perception to Autonomy: Building Agentic Edge AI Robots with ROS 2")
- [Shifting focus from large language models to physical AI](https://www.wearedevelopers.com/videos/100039-physical-ai-for-the-next-wave-of-industrial-digitalisation) (from "Physical AI for the Next Wave of Industrial Digitalisation")
- [Transitioning from digital AI agents to physical AI](https://www.wearedevelopers.com/videos/1632-how-robots-learn-to-be-robots) (from "How Robots Learn to be Robots")
- [Core principles for designing physical artificial intelligence architectures](https://www.wearedevelopers.com/videos/100389-you-can-t-rerun-sunlight-designing-ml-data-architectures-for-physical-ai) (from "You Can’t Rerun Sunlight: Designing ML Data Architectures for Physical AI")
- [Technical catalysts driving real-world artificial intelligence](https://www.wearedevelopers.com/videos/100141-physical-ai-the-era-of-intelligent-machines) (from "Physical AI: The Era of Intelligent Machines")
- [Categorizing world foundation models for physical AI](https://www.wearedevelopers.com/videos/1632-how-robots-learn-to-be-robots) (from "How Robots Learn to be Robots")

## Related Articles

- [Stephan Gillich - Bringing AI Everywhere](https://www.wearedevelopers.com/magazine/489-stephan-gillich-bringing-ai-everywhere)
- [Graph and AI Trends 2026: Why Is AI Running but Not Yet Delivering?](https://www.wearedevelopers.com/magazine/680-graph-and-ai-trends-2026-why-is-ai-running-but-not-yet-delivering)
- [MLOps And AI Driven Development](https://www.wearedevelopers.com/magazine/82-mlops-and-ai-driven-development)
- [ I Gave a Video Editor More Autonomy Than a Trading Bot. On Purpose.](https://www.wearedevelopers.com/magazine/773-i-gave-a-video-editor-more-autonomy-than-a-trading-bot-on-purpose)

## Related Jobs

- [Principal Software Engineer, AI Inference Cloud](https://www.wearedevelopers.com/jobs/ext/2854957-principal-software-engineer-ai-inference-cloud) at **ARM**
- [Senior AI Developer](https://www.wearedevelopers.com/jobs/ext/2836034-senior-ai-developer) at **PwC**
- [Model Implementation Engineer](https://www.wearedevelopers.com/jobs/48421-model-implementation-engineer) at **Sciforium**
- [Senior AI Serving Engineer, Backend](https://www.wearedevelopers.com/jobs/48414-senior-ai-serving-engineer-backend) at **Sciforium**
- [Staff Software Engineer, AI Inference Cloud](https://www.wearedevelopers.com/jobs/ext/3347267-staff-software-engineer-ai-inference-cloud) at **ARM**
- [LLM Training Engineer](https://www.wearedevelopers.com/jobs/48420-llm-training-engineer) at **Sciforium**