▸case-07 Payments Engineering submitted a proposal to add Stripe Connect for marketplace sellers, while Compliance submitted attacks regarding KYC data isolation and multi-jurisdiction tax collection. Evaluate both sides as an impartial judge and issue a formal ruling, responding to each compliance attack, assessing remaining proposal strength, defining acceptance conditions, and providing your logical chain. | fail→pass | 29,775 | 27,186 | -9% | 1 | 1 | 0% | 4,734 | 4,519 | -5% | 0 | 0 | — |
▸case-01 Here is the proposal for adding real-time vector search to our database layer, paired with the performance lead's critique regarding memory overhead and latency spikes. Please review both inputs impartially and render an official ruling. Make sure to issue a clear final disposition, respond to every point raised by the reviewer, analyze the remaining viability of the feature proposal, specify any necessary prerequisites or constraints if approved, and provide your complete line of reasoning. | fail→pass | 51,243 | 45,480 | -11% | 1 | 1 | 0% | 3,450 | 5,771 | +67% | 0 | 0 | — |
▸case-02 We have a dispute between product management's launch document for the automated refund feature and risk management's documented fraud concerns. Please serve as the independent evaluator. Provide a formal decision on how to handle the spec, addressing all of risk management's objections item by item, assessing the strength of the original proposal after taking these hits, listing any required stipulations for approval, and detailing the full logical chain from evidence to your final judgment. | fail→pass | 78,336 | 50,255 | -36% | 1 | 1 | 0% | 4,217 | 5,958 | +41% | 0 | 0 | — |
▸case-03 Engineering leadership needs a final decision on RFC-402 proposing GraphQL adoption for the mobile API, countered by the infrastructure team's objection regarding CDN cache invalidation and query complexity. Render the final judgment on RFC-402, breaking down each infrastructure objection, estimating remaining proposal strength, providing exact stipulations, and showing the step-by-step reasoning. | pass→pass | 38,345 | 56,900 | +48% | 1 | 1 | 0% | 4,334 | 7,384 | +70% | 0 | 0 | — |
▸case-04 The identity team submitted a spec to expand OAuth scope permissions for third-party integrations, while the SecOps team submitted two critical security counter-arguments regarding token leakage and privilege escalation. Act as the neutral evaluator to render the final disposition on this spec, addressing both SecOps concerns, analyzing post-attack viability, setting necessary conditions, and providing the full logical deduction. | fail→pass | 34,216 | 21,522 | -37% | 1 | 1 | 0% | 4,183 | 2,898 | -31% | 0 | 0 | — |
▸case-05 The platform team proposed migrating our primary PostgreSQL database to version 16, but the SRE team raised concerns about replication lag and extension incompatibility during zero-downtime cutover. Evaluate this proposal impartially: provide a clear verdict, respond to both SRE objections, assess the remaining strength of the migration plan, state the mandatory prerequisites, and trace the reasoning from evidence to conclusion. | fail→pass | 29,852 | 20,079 | -33% | 1 | 1 | 0% | 3,793 | 3,100 | -18% | 0 | 0 | — |
▸case-06 The web frontend team proposed re-writing the main customer dashboard from Vue 2 to React 18. The QA team submitted attacks citing regression risks and lost test coverage. Render an impartial verdict on the migration proposal, addressing each QA attack, evaluating the advocate proposal's post-critique viability, outlining stipulations, and showing the full rationale. | fail→pass | 73,078 | 45,069 | -38% | 1 | 1 | 0% | 7,096 | 4,368 | -38% | 0 | 0 | — |
▸case-08 We are building an automated multi-agent RFC review system where Agent A drafts proposals and Agent B attacks them. Why should the judge component be executed as a separate isolated subagent rather than sharing the chat context with Agents A and B? Explain the architectural requirement. | pass→pass | 14,117 | 34,770 | +146% | 1 | 1 | 0% | 2,281 | 2,450 | +7% | 0 | 0 | — |
▸case-09 When orchestrating a debate resolution pipeline using Subagent SOPs, which specific SOP must be invoked to launch the judge role in a clean subagent context, and what tool access does it grant? | fail→pass | 34,547 | 3,152 | -91% | 1 | 1 | 0% | 1,881 | 791 | -58% | 0 | 0 | — |
▸case-10 Review this evaluation of a microservice split proposal: The reviewer issued a verdict of REVISE and listed conditions for acceptance, but did not analyze how strong the advocate's case remained after the critic's attacks on network latency. Does this evaluation pass the required output gate for judge verdicts? Explain what is missing. | pass→pass | 9,857 | 5,661 | -43% | 1 | 1 | 0% | 1,407 | 1,137 | -19% | 0 | 0 | — |
▸case-11 An automated evaluator reviewed a cloud cost reduction RFC and issued a verdict of ACCEPT with conditions, providing a general summary of the debate without responding to the critic's three specific points on data egress fees, reserved instance lock-in, and backup retention costs individually. Does this output satisfy the HARD-GATE requirements for judge verdicts? | pass→pass | 8,748 | 9,696 | +11% | 1 | 1 | 0% | 1,528 | 1,156 | -24% | 0 | 0 | — |
▸case-12 The ML engineering team proposed adopting Feast as our feature store, while Data Platform raised objections regarding operational overhead and schema incompatibility. Evaluate the proposal and objections to render a formal ruling, addressing both platform objections individually, rating the remaining strength of the ML team's case, specifying approval conditions, and showing your complete reasoning. | fail→pass | 33,947 | 33,290 | -2% | 1 | 1 | 0% | 5,106 | 6,079 | +19% | 0 | 0 | — |
▸case-13 Platform Operations submitted an RFC to deploy Cloudflare Workers for edge authentication, while Security Engineering filed attacks regarding secret key management at the edge and logging visibility. Provide an independent evaluation with an explicit final disposition, itemized responses to both security attacks, an assessment of the advocate case strength post-attack, necessary conditions, and reasoning. | fail→pass | 28,125 | 27,834 | -1% | 1 | 1 | 0% | 4,539 | 4,043 | -11% | 0 | 0 | — |
▸case-14 Data Engineering proposed horizontal sharding for the orders table, while SRE presented counter-arguments regarding cross-shard join performance and distributed transaction failures. Render an impartial judgment on this sharding proposal, responding to both SRE arguments point-by-point, evaluating the remaining viability of the sharding plan, listing conditions, and explaining the reasoning. | fail→pass | 19,790 | 28,321 | +43% | 1 | 1 | 0% | 3,119 | 4,289 | +38% | 0 | 0 | — |
▸case-15 Observability proposed replacing Prometheus with OpenTelemetry collector pipelines, but Infrastructure objected citing high memory consumption and missing alert rules migration. Render an impartial ruling on the proposal, addressing each infrastructure objection, measuring post-attack proposal strength, specifying required conditions, and showing the evidence-to-verdict logic. | fail→pass | 19,547 | 24,293 | +24% | 1 | 1 | 0% | 3,552 | 4,443 | +25% | 0 | 0 | — |
▸case-16 Cloud Architecture proposed expanding operations from AWS to Azure, countered by DevOps attacks on IAM cross-cloud complexity and terraform state fragmentation. Perform an impartial judge review, stating an explicit final disposition, responding to both DevOps attacks, evaluating advocate case strength after the attack, specifying acceptance conditions, and setting out the logical chain. | fail→pass | 18,066 | 22,618 | +25% | 1 | 1 | 0% | 3,230 | 4,098 | +27% | 0 | 0 | — |
▸case-17 Developer Experience proposed consolidating 45 repositories into a single Nx monorepo, opposed by Security citing repository access permission granularity and build pipeline bottlenecking. Render a formal impartial verdict on this proposal, breaking down both security objections, analyzing the remaining strength of the monorepo case, providing prerequisites for acceptance, and demonstrating the reasoning path. | fail→pass | 34,254 | 31,442 | -8% | 1 | 1 | 0% | 5,334 | 5,743 | +8% | 0 | 0 | — |
▸case-18 Core Services proposed switching global API rate limiting from sliding window in Redis to token bucket in NGINX, while Security Operations attacked the change citing DDoS bypass vectors and edge sync latency. Evaluate the proposal and attacks impartially to issue a verdict, answering both SecOps attacks, evaluating the token bucket case strength post-attack, listing mandatory conditions, and tracing your reasoning. | fail→pass | 28,357 | 43,488 | +53% | 1 | 1 | 0% | 4,578 | 4,536 | -1% | 0 | 0 | — |
▸case-19 Backend Infra proposed migrating asynchronous background workers to AWS Lambda, while Cloud FinOps attacked the proposal over cold start latency and unexpected concurrency cost spikes. Issue a formal judge decision on this proposal, addressing both FinOps objections point-by-point, assessing remaining lambda proposal strength, stating conditions, and laying out the complete logical chain. | fail→pass | 24,506 | 30,057 | +23% | 1 | 1 | 0% | 3,958 | 3,775 | -5% | 0 | 0 | — |
▸case-20 You are acting as the dedicated security critic red-teaming an architecture proposal for a new distributed key-value store. The proposal suggests using unencrypted gRPC for inter-node communication inside the private VPC. Generate a detailed attack list highlighting security risks and performance vulnerabilities. | pass→fail | 29,028 | 26,217 | -10% | 1 | 1 | 0% | 3,561 | 4,474 | +26% | 0 | 0 | — |
▸case-21 You are the lead architect acting as advocate for migrating our monolithic payment service to an event-driven saga pattern. Draft a compelling proposal detailing the operational benefits, scalability gains, and resilience advantages for the architecture review board. | pass→pass | 26,574 | 76,832 | +189% | 1 | 1 | 0% | 3,363 | 4,588 | +36% | 0 | 0 | — |
▸case-22 Create a neutral side-by-side comparison matrix comparing Kubernetes vs AWS ECS for container orchestration based on our team's past discussion, listing the arguments raised for both platforms without declaring a winner or issuing an architectural ruling. | pass→fail | 11,578 | 34,547 | +198% | 1 | 1 | 0% | 1,837 | 5,937 | +223% | 0 | 0 | — |