▸case-18 Our CMS backend combines article rendering, image optimization, edge caching invalidation, and user session validation within a single app framework. Reply directly in this chat with a proposal for moving, merging, splitting, or pruning these functions across edge and origin nodes. | fail→fail | 15,380 | 28,681 | +86% | 1 | 1 | 0% | 2,555 | 4,682 | +83% | 0 | 0 | — |
▸case-19 Our flight management software combines GPS trajectory calculation, collision avoidance sensing, battery telemetry monitoring, and ground station telemetry sync on an embedded ARM board. Directly output an architectural proposal moving, combining, splitting, or eliminating functions between airborne edge and ground server units. | fail→fail | 27,909 | 34,283 | +23% | 1 | 1 | 0% | 4,421 | 5,800 | +31% | 0 | 0 | — |
▸case-11 Our identity service combines JWT token issuance, SAML assertion parsing, multi-factor authentication SMS sending, and rate limiting in a single node process. Directly answer with a summary of how we should move, combine, break up, or retire these capabilities to reach a novel security topology. | fail→fail | 11,226 | 24,684 | +120% | 1 | 1 | 0% | 1,772 | 3,862 | +118% | 0 | 0 | — |
▸case-01 Our legacy payment processing service has become a bloated monolith holding too many unrelated responsibilities. Please analyze the payment, auditing, notification, and fraud detection modules, and suggest alternative architectural layouts. I need a report proposing how to reallocate, combine, break apart, or remove capabilities across microservices to achieve a cleaner structure, along with an evaluation of each proposed configuration. | fail→fail | 40,198 | 73,825 | +84% | 1 | 1 | 0% | 6,422 | 7,337 | +14% | 0 | 0 | — |
▸case-12 Our media streaming backend handles chunk segmentation, resolution scaling, DRM encryption, and thumbnail extraction across monolithic worker nodes. In your next reply, directly list options to relocate, merge, split, or eliminate these functions into dedicated processing tiers. | fail→fail | 13,347 | 27,056 | +103% | 1 | 1 | 0% | 2,120 | 4,218 | +99% | 0 | 0 | — |
▸case-02 We are designing an autonomous vehicle telemetry system split across onboard edge units and backend cloud clusters. Could you perform a comprehensive breakdown of functional assignments between the edge and cloud? Please provide a structured document showing options for reassigning features across these tiers, including where capabilities should be shifted, unified, severed, or pruned to optimize performance and novelty. | fail→fail | 53,379 | 82,245 | +54% | 1 | 1 | 0% | 8,257 | 8,422 | +2% | 0 | 0 | — |
▸case-03 Our data pipeline system currently handles ingestion, validation, transformation, and reporting within two tightly coupled services. I want to explore novel system topology options. Please re-map our pipeline capabilities across potential new or existing service boundaries, giving me a detailed proposal of moved, merged, split, or removed functional blocks with a feasibility assessment for each layout. | fail→fail | 43,097 | 22,550 | -48% | 1 | 1 | 0% | 7,134 | 1,731 | -76% | 0 | 0 | — |
▸case-04 I have a Python function `process_user_data` in `user_service.py` that has poorly named local variables like `a`, `b`, and `temp`. Please rewrite this function right here in your response with descriptive local variable names without modifying any service boundaries or moving functions. | pass→fail | 6,648 | 9,757 | +47% | 1 | 1 | 0% | 1,357 | 1,938 | +43% | 0 | 0 | — |
▸case-05 Our `Dockerfile` in the notification worker service fails to build due to a missing backslash on line 12 in the `RUN apt-get update` block. Please reply directly with the corrected `Dockerfile` snippet to fix the build error. | pass→pass | 3,301 | 7,487 | +127% | 1 | 1 | 0% | 605 | 1,502 | +148% | 0 | 0 | — |
▸case-06 Please write a Jest unit test in `auth_validator.test.js` to test the existing `isValidEmail` helper function. Output the test code directly in your answer without changing any component structure or reassigning responsibilities. | pass→pass | 7,548 | 12,763 | +69% | 1 | 1 | 0% | 1,494 | 2,165 | +45% | 0 | 0 | — |
▸case-07 Our e-commerce platform's `CheckoutEngine` handles cart calculation, discount application, inventory reservation, and payment gateway routing. Right now in your response, give me an immediate inline architecture plan for shifting, merging, splitting, or deleting these capabilities across microservices to find a novel topology. | fail→fail | 18,621 | 22,843 | +23% | 1 | 1 | 0% | 2,909 | 3,703 | +27% | 0 | 0 | — |
▸case-08 Our smart factory IoT gateway currently manages protocol translation, local alert filtering, sensor data compression, and device heartbeat tracking across two monolithic edge daemons. Provide a quick text layout right now detailing how to move, merge, split, or drop functions to optimize system architecture. | fail→fail | 12,376 | 17,284 | +40% | 1 | 1 | 0% | 2,017 | 3,006 | +49% | 0 | 0 | — |
▸case-09 In our C++ game engine, the `RenderPipeline` module contains physics collision checking, texture streaming, spatial audio indexing, and frame rendering. Please write an instant proposal in this chat showing options to reallocate, unite, divide, or eliminate these capabilities across core subsystems. | fail→fail | 16,248 | 32,880 | +102% | 1 | 1 | 0% | 2,591 | 3,917 | +51% | 0 | 0 | — |
▸case-10 Our Electronic Health Record (EHR) platform splits patient demographic lookup, HIPAA auditing, prescription ordering, and insurance eligibility checks across three legacy apps. Lay out an inline architectural proposal immediately showing how to shift, merge, split, or eliminate these capabilities across new microservices. | fail→fail | 22,875 | 24,633 | +8% | 1 | 1 | 0% | 3,703 | 4,192 | +13% | 0 | 0 | — |
▸case-13 Our search infrastructure integrates web crawling, tokenization, inverted index building, and query rank scoring in two backend components. Provide an immediate inline response outlining how to shift, merge, split, or drop these responsibilities across microservices. | fail→fail | 14,893 | 24,209 | +63% | 1 | 1 | 0% | 2,270 | 3,994 | +76% | 0 | 0 | — |
▸case-14 Our financial trading engine runs order matching, risk check calculations, audit ledger recording, and client WebSocket feeds inside a single monolithic binary. Draft an immediate refactoring architecture in this conversation moving, merging, splitting, or removing these functions across services. | fail→fail | 18,619 | 30,106 | +62% | 1 | 1 | 0% | 2,981 | 5,070 | +70% | 0 | 0 | — |
▸case-15 Our smart home hub controller manages Zigbee signal routing, local automation rule evaluation, cloud synchronization, and voice command parsing. Answer immediately with a complete plan to relocate, merge, split, or eliminate functions across hub hardware tiers. | fail→fail | 25,246 | 32,033 | +27% | 1 | 1 | 0% | 3,911 | 5,138 | +31% | 0 | 0 | — |
▸case-16 Our multi-agent platform runs prompt formatting, vector store retrieval, tool invocation execution, and response synthesis in a single service. Generate a text response immediately proposing options to move, merge, split, or eliminate these functions across isolated worker nodes. | fail→fail | 15,325 | 26,239 | +71% | 1 | 1 | 0% | 2,513 | 4,393 | +75% | 0 | 0 | — |
▸case-17 Our logging pipeline runs log parsing, regex scrubbing, elasticsearch indexing, and real-time metric alerting in two monolithic backend nodes. Directly output a blueprint detailing how capabilities can be shifted, merged, split, or removed to yield novel system topologies. | fail→fail | 27,706 | 48,328 | +74% | 1 | 1 | 0% | 4,315 | 7,481 | +73% | 0 | 0 | — |
▸case-20 Our P2P storage node manages file chunk encryption, peer lookup DHT indexing, bandwidth rate limiting, and storage proof verification in one daemon process. Provide an immediate inline response outlining options to shift, merge, divide, or eliminate these capabilities across node roles. | fail→fail | 13,838 | 21,254 | +54% | 1 | 1 | 0% | 2,115 | 3,462 | +64% | 0 | 0 | — |
▸case-21 Our database migration utility handles schema diff calculation, SQL DDL generation, data conversion transformation, and roll-back script execution within a single CLI tool. Give me an immediate breakdown in your reply showing how to reassign, merge, split, or prune these responsibilities across separate plugins. | fail→fail | 15,740 | 12,290 | -22% | 1 | 1 | 0% | 2,656 | 2,103 | -21% | 0 | 0 | — |
▸case-22 Our wireless mesh network stack handles route discovery, packet encryption, quality-of-service queueing, and node discovery within a kernel module. Write an inline breakdown right now proposing how to shift, combine, split, or eliminate functions between kernel space and user space. | fail→fail | 17,486 | 29,409 | +68% | 1 | 1 | 0% | 2,960 | 4,937 | +67% | 0 | 0 | — |