Solving the Moravec Gap: Edge Compute Strategies for PI Models

Closing the Sensory-Motor Loop: Edge Compute Strategies for Scalable Physical Intelligence The problem isn’t the model’s intelligence; it’s the speed of light. Here is how to architecture your hardware stack when cloud latency threatens your PI deployment. If you are deploying Physical Intelligence (PI) models into robotics or industrial IoT, you are likely hitting a … Read more

The ‘Buy vs. Build’ Dilemma for Physical Intelligence Foundation Models

Sourcing the Robot Brain: Solving the Buy vs. Build Dilemma in Embodied AI The era of training bespoke robotic control policies is ending. For robotics executives, the choice between building a proprietary Physical Intelligence model or licensing a foundation model defines the next decade of solvency. The robotics industry is currently bleeding capital on a … Read more

Adapting Legacy Manufacturing for General-Purpose Humanoids

General-Purpose Humanoid Integration in Legacy Manufacturing Key Takeaways Legacy “brownfield” facilities face unique spatial challenges that prevent traditional fixed automation. General-purpose humanoids utilize AI to navigate stairs, narrow aisles, and human-centric workstations without infrastructure redesign. Integration strategies must prioritize safety protocols and pilot programs in non-critical logistics before assembly. While unit costs are higher, the … Read more

Beyond Tokenization: Architecting Multi-Modal Large Action Models (LAMs) for Unstructured Environments

Technical Whitepaper Beyond Tokenization: Architecting Multi-Modal Large Action Models (LAMs) for Unstructured Environments Date: January 8, 2026 | Author: Senior Lead Developer, Enterprise AI | Read Time: 12 Min In 2024, the industry obsession was “chat.” By 2025, the imperative shifted to “act.” Now, in early 2026, we stand at the precipice of the Agentic … Read more