AI & ML interests

Embedded System Design Solutions. Including PCB, FPGA & ASIC.

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Trace

Autonomous PCB design powered by AI agents.

Trace is an AI-native circuit design platform that integrates directly into KiCad, enabling engineers to design, modify, and query circuits using natural language.

What We Do

  • AI-Powered Design — Multi-agent system for schematic and PCB layout
  • Natural Language Interface — From "Add a 10k resistor to the output" to "Design a buck converter with 12V input, 5V/2A output, and soft-start"
  • Custom GNN — Graph neural network trained for circuit understanding and analysis
  • Semantic Search — Vector-powered search for KiCad symbols and footprints
  • Datasheet Parsing — Extract specs from component datasheets automatically

Operating Modes

Mode Description
Ask Answer questions about circuits, KiCad, and electronics
Agent Execute direct modifications to schematics and PCBs
Plan Multi-turn design conversations with requirement gathering

Links

Tech Stack

Built with a custom-trained GNN for circuit analysis, Claude (AWS Bedrock), LangGraph, Pinecone, and FastAPI. Integrates natively with KiCad.


Building the future of hardware design.

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