AngelWalk™ Diagnostic Engine
The AngelWalk Diagnostic Engine is the patent-pending core technology inside Molding Angel. Built from real shop-floor experience, it connects defects, machine behavior, and historical data into clear, grounded suggestions on what to adjust and why.
- Faster troubleshooting: Uses historical runs and known good conditions to narrow down likely causes and recommend adjustments, helping reduce the number of shots lost to trial-and-error.
- Knowledge that survives shift changes: Insights are tied to the actual conditions that produced good parts—preserving what works across teams, shifts, and presses.
- Support for complex jobs: Ideal for multi-stage processes, tight windows, and difficult-to-run materials. AngelWalk sees subtle relationships across multiple variables that are easy for humans to miss.
- Machine-agnostic: Built to work independently of any specific press, controller, or brand—helping your process scale across different equipment without retrofits or new sensors.
AngelWalk powers the real-time guidance and diagnostic reasoning that make Molding Angel a practical, shop-ready system.
ANN – AngelWalk Neural Network
ANN (AngelWalk Neural Network) is the next-generation evolution of the AngelWalk engine—designed to combine deep neural reasoning with domain-specific molding expertise.
ANN is being engineered to:
- Learn from real molding data: Incorporate machine histories, cycle-to-cycle patterns, defect notes, and complex real-world behavior to build a richer, more detailed understanding of the molding process.
- Blend LLM-style reasoning with diagnostic logic: Provide guidance using a mix of natural-language reasoning and structured technical analysis—something general-purpose LLMs cannot do.
- Run natively on Apple Silicon: ANN is built for M-series Macs using Apple’s MLX framework, enabling fast training and inference without external servers.
- Unify the system over time: ANN will eventually replace earlier architectures, becoming the primary engine that powers Molding Angel’s diagnostics, recommendations, and technician-like decision making.
ANN is actively in development and will continue expanding as more real-world data and edge-case scenarios are integrated.
Current development status
Molding Angel is in an advanced prototype phase with the underlying ideas patent pending. Our focus now is working with a small number of early adopters to refine how AngelWalk and ANN behave under real production demands.
If you are interested in exploring Molding Angel for your facility or want to learn more about the AngelWalk engine or ANN, please use the contact section on the home page to reach out.