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Challenge

Motor Control Center Assembly Multi-Agent Scheduler using AutoGen and Claude 4 Opus

Designing Motor Control Center (MCC) units often suffers from long engineering lead times due to bottlenecked procurement and electrical schematic validation. Build a collaborative multi-agent assembly system with AutoGen and Claude 4 Opus to automatically verify electrical wiring constraints and cut delivery lead time estimates by 50%.

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Challenge brief

What you are building

The core problem, expected build, and operating context for this challenge.

Deploy an AutoGen multi-agent system powered by Claude 4 Opus to cross-validate MCC component schematics and optimize fabrication task order.

Delivery guide

How work is evaluated

Evaluation

Evaluates accuracy of detected schematic mismatch errors and delivery schedule reduction percentage.

Datasets

Challenge datasets

Public datasets, plus the private datasets you have access to.

Evaluation rubric

How submissions are scored

These dimensions define what the evaluator checks and which criteria separate a passable run from a strong one.

Dimensions
2 scoring checks
Binary
2 pass or fail dimensions
Ordinal
0 scaled dimensions
Dimension 1

Violation Flag Check

Ensures undersized busbar is flagged as non-compliant.

Binary check

This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.

Dimension 2

lead_time_reduction_percent

Simulated production schedule optimization percentage. • target: 50 • range: 0-100

Binary check

This dimension contributes its full weight only when the submission satisfies the requirement. Partial credit is not awarded.

Learning goals

What you should walk away with

  • Configure AutoGen multi-agent group chats with distinct roles (Electrical Engineer, Procurement Specialist, Assembly Scheduler)

  • Utilize Claude 4 Opus reasoning capabilities to detect busbar sizing and breaker mismatch errors in schematics

  • Generate an optimized assembly critical path schedule under dynamic component lead-time constraints

Resources and assets

Reference links and supporting material

Dataset notes

Specifications for Motor Control Center panels including circuit breaker ratings, busbar dimensions, and component lead times.

Challenge setup

Evaluates accuracy of detected schematic mismatch errors and delivery schedule reduction percentage.

Challenge input

JSON with breaker_rating_amp, busbar_rating_amp, and line_voltage

AutoGen

Enables conversing multi-agent groups with specialized system prompts.

Claude 4 Opus

Provides deep reasoning for complex electrical code and constraint verification.

Evaluated output

JSON with is_compliant, violation_type, and suggested_rating_amp

Evaluation checks
  • Ensures undersized busbar is flagged as non-compliant.
  • Simulated production schedule optimization percentage. • target: 50 • range: 0-100
Configured evaluation evidence
  • Benchmark: Multi-Agent Industrial Planning Benchmark
  • Lead Time Reduction Percent target: 50
  • 1 public reference case
Configured runtime
  • Python execution harness
  • Python sandbox (unavailable on Versalist)

Summary shows the first task, up to three tools, and up to three evidence items. Open the technical recipe to view all configured items.

View technical recipe

Configured tools

Action Space
  • AutoGen · Required
  • Claude Code · Optional
Observation
  • Claude Code · Optional
Policy Serving
  • Claude 4 Opus · Optional

Evaluation contract

  • Violation Flag Check · Weight 1
  • lead_time_reduction_percent · Weight 1

Metrics

  • lead_time_reduction_percent · Target 50

Benchmarks

  • Multi-Agent Industrial Planning Benchmark
  • general

Reference cases

  • 1 public reference case

Workflow tasks

  1. Task 1

    Input: JSON with breaker_rating_amp, busbar_rating_amp, and line_voltage

    Output: JSON with is_compliant, violation_type, and suggested_rating_amp

    Execution harness: Python

Evaluation tools

  • AutoGen · Multi-Agent Framework
  • Claude 4 Opus · High-Reasoning LLM

Recipe freeze marker

No recipe freeze time is recorded.

Frequently Asked Questions about Motor Control Center Assembly Multi-Agent Scheduler using AutoGen and Claude 4 Opus