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Challenge

Cyber Catastrophe Bond Trigger & Portfolio Accumulation Monitor with Mastra AI

Managing accumulation risk in Cyber Catastrophe Bonds requires real-time aggregation of widespread cloud outage events across global insured portfolios. You will build an autonomous cyber catastrophe monitoring system using Mastra AI in TypeScript to track systemic cloud downtime signals against bond trigger thresholds. The system must process telemetry with sub-1 second latency and zero unparsed events.

Machine LearningHosted by Vera
Challenge brief

What you are building

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

Build a real-time cyber catastrophe bond accumulation and trigger monitoring pipeline in TypeScript using Mastra AI workflows and agent tools.

Delivery guide

How work is evaluated

Evaluation

Evaluates Mastra AI cyber cat bond monitoring workflow on cloud downtime telemetry streams.

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

loss_positive

Estimated loss must be positive float.

Binary check

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

Dimension 2

workflow_execution_success

Percentage of events processed cleanly without workflow failure. • 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

  • Define Mastra AI workflows (`@mastra/core/workflows`) with structured steps for cyber incident telemetry.

  • Build custom Mastra tools that query cloud availability metrics and cloud outage logs.

  • Implement real-time aggregation models for estimating industry economic loss from hyperscaler downtime.

  • Output automated alerts for Cyber Cat Bond triggers when estimated claims breach attachment thresholds.

Resources and assets

Reference links and supporting material

Dataset notes

Synthetic stream of 150 cloud outage incidents detailing downtime durations, affected cloud services, and global user impacts.

Challenge setup

Evaluates Mastra AI cyber cat bond monitoring workflow on cloud downtime telemetry streams.

Challenge input

JSON containing event_id, cloud_provider, downtime_hours, affected_regions, portfolio_market_share

Mastra AI

Provides structured, type-safe workflow engines for serverless TypeScript applications.

Evaluated output

JSON containing total_estimated_industry_loss_usd, cat_bond_impacted (BOOLEAN), alert_level

Evaluation checks
  • Estimated loss must be positive float.
  • Percentage of events processed cleanly without workflow failure. • target: 1 • range: 0-1
Configured evaluation evidence
  • Benchmark: MastraCyberBench-2026
  • Workflow Execution Success target: 1
  • 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
  • Mastra AI · Required
  • RunPod · Optional
Policy Serving
  • ERNIE 4.0 · Optional
Orchestration
  • Mastra AI · Required

Evaluation contract

  • loss_positive · Weight 1
  • workflow_execution_success · Weight 1

Metrics

  • workflow_execution_success · Target 1

Benchmarks

  • MastraCyberBench-2026
  • security

Reference cases

  • 1 public reference case

Workflow tasks

  1. Task 1

    Input: JSON containing event_id, cloud_provider, downtime_hours, affected_regions, portfolio_market_share

    Output: JSON containing total_estimated_industry_loss_usd, cat_bond_impacted (BOOLEAN), alert_level

    Execution harness: JavaScript

Evaluation tools

  • Mastra AI · TypeScript Agent & Workflow Framework

Recipe freeze marker

No recipe freeze time is recorded.

Frequently Asked Questions about Cyber Catastrophe Bond Trigger & Portfolio Accumulation Monitor with Mastra AI