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Fuel Terminal Logistics Exception Handling with Claude Agents SDK & Aider

A Turkish company signed a contract for a major fuel storage terminal in Libya. Build an autonomous exception-handling agent using Claude Agents SDK and Aider to analyze shipment delay telemetry, automatically patch dispatch scripts, and re-route fuel tankers around port congestion. Achieve automated resolution on over 80% of supply chain delays.

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What you are building

Develop a Claude Agents SDK workflow enhanced by Aider for code generation to automatically handle supply chain anomalies and patch routing scripts.

How work is evaluated

Evaluation

Tests agent ability to inspect log exceptions and run script patches for tanker rerouting.

Datasets

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

How submissions are scored

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

valid_alternate_port

Ensures alternate port accepts specific fuel type

Binary check

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

Dimension 2

delay_reduction_ratio

Ratio of hours saved over total original congestion delay • target: 0.75 • 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

  • Implement extended thinking patterns using Claude Agents SDK to reason about port bottlenecks.

  • Leverage Aider CLI mechanisms to programmatically update Python dispatch scripts.

  • Process vessel AIS telemetry streams and fuel storage inventory levels.

  • Formulate automated rerouting logic with minimal fuel transport cost markup.

Resources

Dataset notes

Terminal status logs and tanker position data across Mediterranean and North African fuel corridors.

Challenge setup

Tests agent ability to inspect log exceptions and run script patches for tanker rerouting.

Challenge input

JSON alert object with port status and vessel queues

Claude Agents SDK

Provides strong reasoning and multi-tool orchestration.

Aider

Enables dynamic code editing and script patching.

Evaluated output

JSON response with modified tanker route and generated script diff

Evaluation checks
  • Ensures alternate port accepts specific fuel type
  • Ratio of hours saved over total original congestion delay • target: 0.75 • range: 0-1
Configured evaluation evidence
  • Benchmark: LogisticsAgentBench
  • Delay Reduction Ratio target: 0.75
  • 1 public reference case
Configured runtime
  • Python execution harness
  • Python sandbox (unavailable on Versalist)

Shows the first task, up to three tools, and up to three evidence items.

View technical recipe

Configured tools

Action Space
  • Aider · Required
  • Bland AI · Optional
  • Agency (Observability) · Optional
Observation
  • Aider · Required

Evaluation contract

  • valid_alternate_port · Weight 1
  • delay_reduction_ratio · Weight 1

Metrics

  • delay_reduction_ratio · Target 0.75

Benchmarks

  • LogisticsAgentBench
  • security

Reference cases

  • 1 public reference case

Workflow tasks

  1. Task 1

    Input: JSON alert object with port status and vessel queues

    Output: JSON response with modified tanker route and generated script diff

    Execution harness: Python

Evaluation tools

  • Claude Agents SDK · Agent System
  • Aider · AI Engineering Tooling

Recipe freeze marker

No recipe freeze time is recorded.

Frequently Asked Questions about Fuel Terminal Logistics Exception Handling with Claude Agents SDK & Aider