▸case-01 I am planning a new SaaS platform called MetricMind that ingests real-time telemetry from enterprise multi-cloud workloads, runs anomaly detection using ML models, and sends alerts to Slack or PagerDuty. It uses a Kafka ingress pipeline, a Python processing service, a Postgres metadata database, and a React frontend hosted on AWS. Could you create a complete software architecture design document for this system? We need to cover our business goals, security requirements and controls, C4 model diagrams for context, containers, and deployment with supporting tables, along with a risk evaluation and key assumptions. | fail→pass | 35,613 | 25,158 | -29% | 1 | 1 | 0% | 6,257 | 5,632 | -10% | 0 | 0 | — |
▸case-02 We are building CareLink, an online portal that lets patients schedule appointments, view lab results, and message their care team. It integrates with external hospital Electronic Health Record (EHR) systems via FHIR APIs, uses OAuth2 for authentication, and runs on GCP with Kubernetes (GKE). Please write a full system architecture and security design document for CareLink. Ensure it evaluates business priorities and security controls, provides C4 context, container, and deployment diagrams with detailed element specs, and includes risk assessment and unresolved questions. | fail→pass | 57,018 | 27,675 | -51% | 1 | 1 | 0% | 6,246 | 5,962 | -5% | 0 | 0 | — |
▸case-03 Our team is redesigning our legacy retail backend into a cloud-native payment and order processing hub. The new design consists of an API Gateway, an AWS Lambda order service, a DynamoDB database, and third-party payment gateway integrations like Stripe. Can you draft a thorough architecture design document for this migration? The document should outline business and security posture, present C4 context, container, and deployment views with itemized tables, assess key business and data risks, and list your initial assumptions and questions. | fail→pass | 35,590 | 23,217 | -35% | 1 | 1 | 0% | 6,242 | 5,372 | -14% | 0 | 0 | — |
▸case-04 We are developing an internal HR portal on AWS. Perform a detailed STRIDE threat modeling analysis for the authentication component, categorizing threats into Spoofing, Tampering, Repudiation, Information Disclosure, Denial of Service, and Elevation of Privilege. | pass→fail | 24,292 | 31,690 | +30% | 1 | 1 | 0% | 3,948 | 7,166 | +82% | 0 | 0 | — |
▸case-05 Please write a complete OpenAPI 3.0 YAML specification for a user management REST API that includes endpoints for user creation, retrieval, and deletion with JWT authorization. | pass→fail | 17,860 | 23,379 | +31% | 1 | 1 | 0% | 3,254 | 5,300 | +63% | 0 | 0 | — |
▸case-06 Draft a Service Level Objective (SLO) and Service Level Agreement (SLA) policy document for our multi-region Kubernetes microservices architecture targeting 99.99% uptime. | pass→fail | 26,653 | 22,992 | -14% | 1 | 1 | 0% | 4,563 | 4,945 | +8% | 0 | 0 | — |
▸case-07 We are designing FleetPulse, a connected vehicle telematics system processing MQTT packets from 50,000 trucks via AWS IoT Core, processing streams with Apache Flink, storing spatial records in TimescaleDB, and exposing GraphQL endpoints to dispatchers. Please output a complete architecture design specification covering business goals, security posture, C4 context/container/deployment diagrams with itemized element tables, risk assessment, and open questions. | fail→pass | 36,968 | 32,309 | -13% | 1 | 1 | 0% | 6,228 | 6,921 | +11% | 0 | 0 | — |
▸case-08 Our engineering team needs a comprehensive system design document for VaultLedger, a double-entry financial accounting service. It uses gRPC between Go microservices, CockroachDB for ACID transaction storage, HashiCorp Vault for key management, and runs in on-premise Kubernetes clusters. Provide the design document including business priorities, security controls and accepted risks, C4 model sections with tables, risk analysis, and assumptions. | fail→pass | 34,287 | 22,830 | -33% | 1 | 1 | 0% | 6,226 | 5,325 | -14% | 0 | 0 | — |
▸case-09 Author a formal system architecture document for StreamVibe, a video-on-demand platform utilizing Cloudflare Stream CDN, AWS Elemental MediaConvert, Auth0 for user identity, and Next.js on Vercel. We need business goals, security requirements and controls, C4 model context/container/deployment diagrams and accompanying element breakdown tables, risk assessment, and assumptions. | fail→pass | 35,006 | 28,423 | -19% | 1 | 1 | 0% | 6,216 | 5,385 | -13% | 0 | 0 | — |
▸case-10 We need a complete architectural design document for NeuroInfer, a high-throughput LLM inference API running Triton Inference Server on NVIDIA A100 GPU nodes in Azure Kubernetes Service, backed by Redis semantic caching and Azure Blob Storage. Provide the complete architecture design including business posture, security controls, C4 diagrams with tables, risk analysis, and assumptions. | fail→pass | 35,773 | 27,881 | -22% | 1 | 1 | 0% | 6,211 | 6,226 | +0% | 0 | 0 | — |
▸case-11 Create an architecture design document for PulseMD, a WebRTC video consulting app for doctors and patients. It uses WebRTC for peer-to-peer media streaming, Node.js backend services, PostgreSQL for medical records, and AWS ECS for deployment. Cover business priorities, security controls, C4 context/container/deployment views with tables, risk evaluation, and assumptions. | fail→pass | 35,547 | 24,530 | -31% | 1 | 1 | 0% | 6,215 | 5,633 | -9% | 0 | 0 | — |
▸case-12 Develop an architectural design document for FlashMart, an e-commerce platform built to sustain 100,000 peak requests per second during flash sales. It utilizes AWS ElastiCache Redis for inventory locks, DynamoDB for orders, and CloudFront for static assets. Include business posture, security requirements, C4 context, container, and deployment sections with element tables, risk assessment, and questions. | fail→pass | 36,991 | 23,998 | -35% | 1 | 1 | 0% | 6,223 | 5,394 | -13% | 0 | 0 | — |
▸case-13 Write a detailed software architecture document for TrackChain, an enterprise logistics tracker integrating third-party carrier APIs (FedEx, UPS), storing event histories in MongoDB Atlas, and delivering webhook events via AWS EventBridge. Include business posture, security controls, C4 diagrams with element tables, risk analysis, and assumptions. | fail→fail | 35,329 | 25,329 | -28% | 1 | 1 | 0% | 6,203 | 5,848 | -6% | 0 | 0 | — |
▸case-14 Construct an architecture design specification for AuthShield, an open-source OAuth2/OIDC identity provider built in Rust, using SQLite for configuration storage and deployed via Docker containers on bare-metal servers. Ensure coverage of business posture, security posture, C4 model views with element tables, risk evaluation, and assumptions. | fail→pass | 34,223 | 27,175 | -21% | 1 | 1 | 0% | 6,204 | 5,747 | -7% | 0 | 0 | — |
▸case-15 Draft a system architecture design document for EcoGrid, an IoT analytics platform collecting smart meter readings over cellular VPNs into Apache Cassandra and displaying live load heatmaps in a Grafana dashboard. Cover business posture, security requirements and controls, C4 context, container, and deployment diagrams with tables, risk assessment, and open questions. | fail→pass | 34,125 | 24,469 | -28% | 1 | 1 | 0% | 6,206 | 5,329 | -14% | 0 | 0 | — |
▸case-16 Provide a complete software architecture design document for FraudGuard, a real-time banking transaction scoring engine using Flink, Neo4j graph database, and REST APIs hosted on Google Cloud Platform. Complete all business, security, C4 model with tables, risk assessment, and assumption sections. | fail→fail | 40,321 | 31,652 | -21% | 1 | 1 | 0% | 6,198 | 6,809 | +10% | 0 | 0 | — |
▸case-17 Author an architecture design document for MatchRealm, a global low-latency game matchmaking microservice using Agones on Google Kubernetes Engine, Redis for queueing, and UDP sockets for game client communication. Include business goals, security posture, C4 diagrams with tables, risk evaluation, and key assumptions. | fail→pass | 34,822 | 24,544 | -30% | 1 | 1 | 0% | 6,200 | 5,517 | -11% | 0 | 0 | — |
▸case-18 Create an architectural design document for ContentHub, a headless CMS powered by Strapi, PostgreSQL, and AWS S3, serving content via a Fastly CDN to web and mobile consumers. Cover business posture, security posture, C4 context, container, deployment views with tables, risk analysis, and questions. | fail→pass | 33,910 | 23,659 | -30% | 1 | 1 | 0% | 6,202 | 5,517 | -11% | 0 | 0 | — |
▸case-19 We need a system architecture design document for SkyControl, a cloud software suite receiving telemetry from autonomous delivery drones via 5G and issuing flight path adjustments. Tech stack: AWS EKS, TimescaleDB, RabbitMQ. Document business goals, security controls, C4 model views with tables, risk assessment, and questions. | fail→pass | 41,314 | 24,943 | -40% | 1 | 1 | 0% | 6,206 | 5,648 | -9% | 0 | 0 | — |
▸case-20 Write a full architectural design document for VaultCrypto, an institutional cryptocurrency custody system utilizing Multi-Party Computation (MPC), HSMs, and an offline cold storage sign service. Provide business posture, security controls and accepted risks, C4 context/container/deployment sections with tables, risk evaluation, and assumptions. | fail→pass | 34,386 | 25,392 | -26% | 1 | 1 | 0% | 6,202 | 5,220 | -16% | 0 | 0 | — |
▸case-21 Construct a software architecture document for PayFast, an automated payroll computation service executing batch jobs on AWS Batch, reading employee data from Aurora MySQL, and emitting direct deposit files to banking FTP servers. Include business posture, security posture, C4 model sections with tables, risk analysis, and assumptions. | fail→pass | 34,910 | 23,554 | -33% | 1 | 1 | 0% | 6,199 | 5,026 | -19% | 0 | 0 | — |
▸case-22 Design an architecture document for RideNow, a ride-hailing dispatch platform using Kafka, H3 spatial indexing in Go, Cassandra, and Firebase Cloud Messaging for push notifications. Provide business priorities, security posture, C4 context/container/deployment views with element tables, risk assessment, and unresolved questions. | fail→fail | 35,808 | 31,862 | -11% | 1 | 1 | 0% | 6,202 | 7,177 | +16% | 0 | 0 | — |