Exo Harness AI Pipeline — Data skill for Claude Code


SynthWeave Protocol – Decentralized Wiring Intelligence Engine

The electrical harness design industry has long suffered from fragmentation—teams scatter logic across spreadsheets, CAD annotations, and tribal knowledge, resulting in costly rework and silent specification drift. **SynthWeave Protocol** reimagines the harness development lifecycle as a single, self-validating, AI-augmented stream.

Built as a zero-configuration decision engine for both embedded hardware architects and production-line engineers, SynthWeave ingests high-level topological constraints and emits fully routed, manufacturable harness definitions complete with bill-of-materials, bend-radius compliance, and cross-reference tables—all without ever touching a terminal or a traditional ECAD tool.

This is not another library. This is a design ecosystem: a declarative harness description language, a real-time constraint solver, and a collaborative intelligence layer that learns from every topology you weave.

🌐 Overview

**SynthWeave Protocol** transforms the way organizations reason about wire harnesses—shifting from manual schematic capture to generative specification drafting. Engineers describe *what* signals need to connect and *under what constraints* (thermal zones, length budgets, service loops), and the protocol autonomously synthesizes the physical routing, connector assignments, and splice locations.

Think of it as a **spatial-first computational notebook for electrical interconnects**: every decision is logged, every alternative is pre-costed, and every output is ready for digital twin integration or direct CNC wire cutting.

Unlike rigid, monolithic CAE platforms, SynthWeave follows a plugin-friendly, test-driven architecture. You can extend its constraint engine with your own factory-floor rules (e.g., "no wire gauge below 22 AWG in section 4B") or plug in custom output gene