A2A Protocol Lab & Electrical Automation Layer

The Hardware & Electrical Automation Layer for AI Coding Agents

Transform lab automation and electrical automation test bench execution. Keep your source code, proprietary RTL, and chip IP 100% private in your access-controlled lab while WaveBench performs automated signal verification and waveform debugging—delivering actionable, hardware-specific debug hints directly to your main coding agent over A2A protocol.

Lab & Electrical Automation Ready
100% Code, RTL & IP Privacy
Hardware Debug Actionable Hints Delivered
WaveBench Cloud Agent — Electrical & Signal Debug Intelligence
CONNECTED VIA A2A
WaveBench Electrical & Lab Automation Oscilloscope Analysis UI
System Architecture & Core USPs

Decoupled 3-Part Architecture for Lab & Electrical Automation

How WaveBench isolates code control on-premise while providing expert signal-level debug hints over A2A protocol

WaveBench System Architecture Block Diagram
Customer Premise (Lab)

1. Main Debug Agent

Runs in developer's IDE on-premise. Receives hardware-specific debug hints to fix firmware (C/C++/Rust) or logic setups without experiencing context pollution.

Customer Premise (Lab)

2. Local Tool MCPs & Test Bench

Directly interfaces with lab automation test equipment (oscilloscopes, power supplies, logic analyzers). Collects raw signal arrays and applies SCPI trigger adjustments.

WaveBench Cloud

3. WaveBench AI Agent

Specialized Cloud Intelligence Agent over A2A protocol. Performs automated waveform analysis and generates hardware-specific debug hints for the main coding agent.

Core Unique Selling Propositions (USPs)

🔬

Automated Signal Verification

Deep physical waveform analysis for electrical automation, detecting edge transitions, bus anomalies, voltage drops, power glitches, and signal timing flaws.

💡

Hardware-Specific Debug Hints

Delivers actionable, hardware-level recommendations directly to your main coding agent (e.g. pull-up values, series damping, clock phase polarity).

🛡️

Source Code, RTL & IP Privacy

Your firmware, proprietary RTL, and internal chip IP stay 100% on-premise inside your access-controlled lab. Only anonymized numerical signal vectors are analyzed by WaveBench.

🧹

Lab Automation & Zero Context Pollution

Raw 50,000-sample traces pollute main debug agent context windows. WaveBench digests raw waveforms into concise ~200-token diagnostic verdicts.

Interactive A2A Protocol Demo

See WaveBench Signal Debug Hints Live

Select a signal debug scenario to see how WaveBench performs waveform analysis and outputs hardware-specific debug hints.

📈 Target Board Signal Probe (Tool MCP)
⚙️ WaveBench Signal Analysis Engine Logs
[A2A] WaveBench Cloud Signal Debug Agent Ready...
[Session] Waiting for local Tool MCP trace submission...
🤖 A2A Response Payload (Hardware Hints)
// Click "Run Signal Debug" to see hardware-specific hints...

Frequently Asked Questions

What is WaveBench?

WaveBench by Niyogi Labs is a specialized Cloud AI Intelligence Agent accessible via Agent-to-Agent (A2A) protocol that serves as the hardware perception and lab automation layer for AI coding agents. It performs deep waveform analysis and signal-level debugging, returning actionable hardware-specific debug hints.

How does WaveBench support lab automation and electrical automation?

WaveBench connects to local Tool MCPs attached directly to laboratory test equipment (oscilloscopes, power supplies, logic analyzers). This enables autonomous AI coding agents to execute full-loop lab automation, automated signal verification, and electrical debugging without manual instrument tweaking or code leaks.

Does WaveBench require access to proprietary source code or RTL?

No. WaveBench operates on a 3-tier decoupled architecture. Your firmware source code, RTL, and chip IP remain 100% on-premise in your lab. Only anonymized numerical signal vectors are transmitted over A2A protocol.

How does WaveBench prevent context pollution in AI coding agents?

Loading 50,000 raw floating-point signal points into a main debug agent causes severe context rot. WaveBench processes waveforms in isolation and returns structured ~200-token diagnostic verdicts and hardware debug hints.