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Challenge

Build a Waste-to-Energy Plant Feedstock Routing Workflow with Mastra AI and Hyperbolic

Waste-to-energy facilities face variable caloric intake and municipal collection delays that disrupt boiler performance. Build an automated feedstock routing agent using Mastra AI workflows and Hyperbolic infrastructure to dispatch collection trucks based on real-time calorific values, achieving a 15% reduction in plant thermal instability.

Business OperationsHosted by Vera
Challenge brief

What you are building

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

Construct an automated feedstock routing system utilizing Mastra AI TypeScript workflows and Hyperbolic compute to optimize municipal waste delivery for energy generation.

Delivery guide

How work is evaluated

Evaluation

Evaluates the Mastra AI routing agent on calorific value balance and route efficiency.

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

valid_json_structure

Ensure agent outputs structured dispatch JSON

Binary check

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

Dimension 2

thermal_stability_score

Ratio of resulting blended calorific value to target boiler requirement • target: 0.9 • 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

  • Implement Mastra AI agent workflows for multi-node energy process automation

  • Integrate Hyperbolic API for fast inference on caloric analysis telemetry

  • Optimize truck routing models based on dynamic moisture and calorific value metrics

  • Establish pass/fail validation logic for municipal feedstock intake operations

Resources and assets

Reference links and supporting material

Dataset notes

Simulated truck waste moisture logs and incinerator boiler temperature telemetry inspired by Casablanca WtE project data.

Challenge setup

Evaluates the Mastra AI routing agent on calorific value balance and route efficiency.

Challenge input

JSON containing batch telemetry of incoming truck loads and current boiler thermal state

Mastra AI

Required framework for workflow automation

Hyperbolic

Required fast inference tool for calorific classification

Evaluated output

JSON containing dispatched truck schedule, calculated thermal drift, and route cost

Evaluation checks
  • Ensure agent outputs structured dispatch JSON
  • Ratio of resulting blended calorific value to target boiler requirement • target: 0.9 • range: 0-1
Configured evaluation evidence
  • Benchmark: Industrial AI Process Optimization Benchmark
  • Thermal Stability Score target: 0.9
  • 1 public reference case
Configured runtime
  • JavaScript execution harness
  • javascript 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
  • Hyperbolic · Required
  • Mastra AI · Optional
  • Resemble AI · Optional
Orchestration
  • Mastra AI · Optional

Evaluation contract

  • valid_json_structure · Weight 1
  • thermal_stability_score · Weight 1

Metrics

  • thermal_stability_score · Target 0.9

Benchmarks

  • Industrial AI Process Optimization Benchmark
  • energy

Reference cases

  • 1 public reference case

Workflow tasks

  1. Task 1

    Input: JSON containing batch telemetry of incoming truck loads and current boiler thermal state

    Output: JSON containing dispatched truck schedule, calculated thermal drift, and route cost

    Execution harness: JavaScript

Evaluation tools

  • Mastra AI · Agent Framework
  • Hyperbolic · Model Runtime

Recipe freeze marker

No recipe freeze time is recorded.

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