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Challenge

Industrial Smelter Restoration Tracker with Claude Agents SDK & Daytona

Industrial restoration managers need automated progress tracking and sandboxed code execution to audit complex project milestones. Build a restoration audit agent using Claude Agents SDK and Daytona sandbox environments to analyze potline structural telemetry.

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Challenge brief

What you are building

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

Build an extended thinking agent with Claude Agents SDK that executes audit scripts within isolated Daytona sandboxes.

Delivery guide

How work is evaluated

Evaluation

Evaluates agent code execution accuracy in Daytona for potline restoration percentage calculations.

Datasets

Shared data for this challenge

Review public datasets and any private uploads tied to your build.

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

exact_percentage_check

Verifies calculated completion percentage matches expected benchmark value within 0.5 margin.

Binary check

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

Dimension 2

execution_reliability

Percentage of dynamic sandbox execution tasks completed without syntax or runtime error. • target: 1 • range: 0-1

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

  • Orchestrate multi-step engineering analysis using Claude Agents SDK

  • Provision and execute code dynamically inside Daytona agent development environments

  • Evaluate potline structural degradation telemetry against metallurgical baselines

  • Generate verifiable completion audit reports with step-by-step reasoning

Resources and assets

Reference links and supporting material

Dataset notes

Telemetry logs and status arrays representing aluminum reduction potlines under restoration at Al-Taweelah.

How this agent runs

Evaluates agent code execution accuracy in Daytona for potline restoration percentage calculations.

Challenge input

JSON containing array of potline_status objects

Claude Agents SDK

Agent SDK with reasoning and extended thinking capabilities.

Daytona

Provides isolated workspaces for dynamic code execution.

Evaluated output

JSON with total_completion_pct, completed_pots, and risk_flag

Checks for
  • Verifies calculated completion percentage matches expected benchmark value within 0.5 margin.
  • Percentage of dynamic sandbox execution tasks completed without syntax or runtime error. • target: 1 • rang...
Proof of success
  • Benchmark: Industrial-Audit-Bench
  • Execution Reliability target: 1
  • 1 public reference case
Runtime evidence
  • Python execution harness
  • Python sandbox (unavailable on Versalist)
View technical recipe

Configured tools

Environment
  • Daytona · Required
Action Space
  • Daytona · Required
  • Zep · Optional
Observation
  • Gentrace · Optional
Reward / Eval
  • Gentrace · Optional

Evaluation contract

  • exact_percentage_check · Weight 1
  • execution_reliability · Weight 1

Recipe state

This is a preview. The configuration can change before the evaluation recipe is locked.

Frequently Asked Questions about Industrial Smelter Restoration Tracker with Claude Agents SDK & Daytona