▸case-01 We need to outline a strategy for migrating our core authentication system to OAuth2/OIDC. Please research existing tools and domain best practices, compare multiple alternative technical approaches along with their trade-offs, and draft a structured plan with distinct phases, test-driven development strategies, dependency mapping, and risk mitigations. Make sure the plan undergoes a self-review verification score before being finalized and saved into project documentation. | fail→pass | 39,832 | 30,934 | -22% | 1 | 1 | 0% | 6,224 | 5,482 | -12% | 0 | 0 | — |
▸case-02 I want a comprehensive implementation plan for adding a real-time event analytics feature to our backend. Before writing code, analyze candidate libraries and domain patterns, evaluate at least a few architectural options with pros and cons, and lay out phased milestones with explicit acceptance criteria, effort estimates, and testing strategies. Validate that the resulting plan meets a baseline completeness standard and persist it for our build workflow to reference. | fail→fail | 34,396 | 3,979 | -88% | 1 | 1 | 0% | 6,220 | 686 | -89% | 0 | 0 | — |
▸case-03 Our team needs to introduce automated video processing capabilities. Could you formulate a strategic roadmap for this? Conduct research on libraries versus third-party services, propose several potential solutions evaluated by complexity and scalability, and detail a multi-stage plan including task dependencies, failure mitigations, TDD plans, and clear completion targets. Perform a validation gate on the plan's quality score before writing it to the project plan repository. | fail→fail | 38,710 | 3,715 | -90% | 1 | 1 | 0% | 5,920 | 600 | -90% | 0 | 0 | — |
▸case-04 We are preparing to migrate our main database from MySQL 5.7 to PostgreSQL 15. We usually keep our project docs scattered, or place plans directly in the root folder or under `documentation/`. Create a full planning document with phase-by-phase testing methods and persist the file to the standard planning location. | fail→fail | 12,015 | 4,625 | -62% | 1 | 1 | 0% | 2,199 | 573 | -74% | 0 | 0 | — |
▸case-05 We need a plan to integrate Stripe and alternative payment gateways into our checkout workflow. A developer suggested just giving two options: direct API integration vs hosted checkout. We want a thorough brainstorming step that explores the full space of choices before deciding. | fail→fail | 18,393 | 39,204 | +113% | 1 | 1 | 0% | 3,020 | 6,161 | +104% | 0 | 0 | — |
▸case-06 Draft a technical plan for replacing our SQL search queries with Elasticsearch. In the final verification section, team leads usually just write 'Approved' or 'Passed'. Ensure our review gate applies strict numerical verification standards. | fail→pass | 15,858 | 30,055 | +90% | 1 | 1 | 0% | 3,002 | 5,387 | +79% | 0 | 0 | — |
▸case-07 We need a strategic plan for implementing feature flags across our web and mobile applications. When evaluating candidate approaches, developers usually rank them solely by vendor licensing cost. Ensure our evaluation uses the complete ranking criteria specified for brainstorming options. | fail→pass | 21,181 | 32,859 | +55% | 1 | 1 | 0% | 3,625 | 6,223 | +72% | 0 | 0 | — |
▸case-08 Formulate a migration plan to break our monolithic monolith service into three domain microservices. Avoid placing all completion checks in a final global checklist; define phase-level verification boundaries. | fail→fail | 20,127 | 25,477 | +27% | 1 | 1 | 0% | 3,258 | 4,653 | +43% | 0 | 0 | — |
▸case-09 Design a plan for implementing a push notification service using APNs and FCM. Rather than putting testing into a single QA milestone at the very end, and rather than looking only at implementation effort, make sure trade-offs are thoroughly assessed and testing is integrated into execution phases. | fail→pass | 24,217 | 30,981 | +28% | 1 | 1 | 0% | 4,095 | 5,852 | +43% | 0 | 0 | — |
▸case-10 Create a technical plan for adding multi-tenant schema isolation to our SaaS platform. Ensure the brainstorming section explicitly analyzes whether we should construct our own tenant management module or adopt an existing open-source framework or third-party service. | fail→fail | 31,032 | 35,439 | +14% | 1 | 1 | 0% | 5,345 | 6,299 | +18% | 0 | 0 | — |
▸case-11 Outline a strategy for scaling our WebSocket chat backend to handle 100k concurrent connections. Ensure the initial research stage actively uncovers common traps or failure modes documented by teams who previously scaled similar architectures. | fail→fail | 21,046 | 34,771 | +65% | 1 | 1 | 0% | 3,473 | 6,444 | +86% | 0 | 0 | — |
▸case-12 Draft an architecture plan to update our legacy Jenkins pipeline to GitHub Actions with ephemeral runners. Make sure the task structure explicitly highlights prerequisite tasks that block subsequent implementation steps. | fail→fail | 22,300 | 24,233 | +9% | 1 | 1 | 0% | 4,155 | 4,480 | +8% | 0 | 0 | — |
▸case-13 Formulate a plan for deploying a GraphQL federation layer in front of our REST APIs. In the review gate section, verify that the risk management entries are detailed enough for engineers to execute if an issue occurs. | fail→fail | 24,618 | 33,371 | +36% | 1 | 1 | 0% | 4,210 | 5,751 | +37% | 0 | 0 | — |
▸case-14 Develop a plan for setting up Snowflake for internal business intelligence reporting. Ensure every phase and milestone includes concrete projections for time and workload requirements. | fail→fail | 19,654 | 30,914 | +57% | 1 | 1 | 0% | 4,051 | 6,430 | +59% | 0 | 0 | — |
▸case-15 Create a technical plan for deploying Cloudflare Workers edge caching. During the review gate phase, ensure the sequence of implementation phases is systematically checked for logical consistency. | fail→fail | 18,965 | 31,859 | +68% | 1 | 1 | 0% | 3,207 | 5,993 | +87% | 0 | 0 | — |
▸case-16 Write a plan to migrate object storage from local AWS S3 buckets to multi-region S3 with automated lifecycle rules. Ensure the plan is stored in the standard location for build tools and passes numerical self-review. | fail→pass | 23,911 | 15,065 | -37% | 1 | 1 | 0% | 4,734 | 3,005 | -37% | 0 | 0 | — |
▸case-17 Draft a plan for deploying automated ML inference services on Kubernetes. Ensure the brainstorming phase systematically measures candidate architectures against four key dimensions of engineering trade-offs. | fail→fail | 22,665 | 30,732 | +36% | 1 | 1 | 0% | 3,308 | 5,499 | +66% | 0 | 0 | — |
▸case-18 Formulate a pre-execution strategy for integrating Okta SAML SSO into our enterprise portal. Make sure the research stage explicitly searches for existing solutions, tools, best practices, and common mistakes. | fail→fail | 18,321 | 32,546 | +78% | 1 | 1 | 0% | 3,165 | 6,265 | +98% | 0 | 0 | — |
▸case-19 Draft an upgrade plan for moving our Redis cluster from v6 to v7 with zero downtime. Ensure the plan output specifies how the workflow continuity is maintained between planning and building phases. | fail→pass | 21,771 | 26,159 | +20% | 1 | 1 | 0% | 3,645 | 4,122 | +13% | 0 | 0 | — |
▸case-20 We have an immediate bug where a NullPointerException occurs in `UserMapper.java` line 42 when `middleName` is null. Fix the code directly right now. | fail→fail | 7,545 | 5,574 | -26% | 1 | 1 | 0% | 1,470 | 546 | -63% | 0 | 0 | — |
▸case-21 Review this pull request diff for `AuthService.ts` that adds rate limiting. Check for code syntax errors, performance issues, and security vulnerabilities in the diff provided. | fail→fail | 13,093 | 13,294 | +2% | 1 | 1 | 0% | 1,255 | 1,765 | +41% | 0 | 0 | — |
▸case-22 Run this SQL script `20240315_add_index.sql` against our sandbox PostgreSQL database and report the execution output and timing. | fail→fail | 3,880 | 9,421 | +143% | 1 | 1 | 0% | 722 | 2,026 | +181% | 0 | 0 | — |