{ "evaluation_id": "EVAL-20260402-144911", "question_id": "CODE-026", "question_text": "Design and implement health check endpoints for a microservice that depends on a database, Redis cache, and an external API. Include: liveness probe (is the process alive?), readiness probe (can it serve traffic?), and startup probe (is initialization complete?). Handle cascading failures — if Redis is down, should the service report unhealthy?", "category": "code", "timestamp": "2026-04-02T14:49:11.491Z", "display_date": "Apr 02, 2026", "winner": { "name": "GPT-5.4", "provider": "openrouter", "score": 9.12 }, "avg_score": 7.664, "matrix_size": 88, "models_used": [ { "id": "claude_opus_46", "name": "Claude Opus 4.6", "provider": "openrouter" }, { "id": "gemini_31_pro", "name": "Gemini 3.1 Pro", "provider": "openrouter" }, { "id": "claude_sonnet_46", "name": "Claude Sonnet 4.6", "provider": "openrouter" }, { "id": "grok_420", "name": "Grok 4.20", "provider": "openrouter" }, { "id": "deepseek_v4", "name": "DeepSeek V4", "provider": "openrouter" }, { "id": "gpt_oss_120b", "name": "GPT-OSS-120B", "provider": "OpenAI" }, { "id": "gemini_3_flash", "name": "Gemini 3 Flash Preview", "provider": "Google" }, { "id": "minimax_m25", "name": "MiniMax M2.5", "provider": "openrouter" }, { "id": "mimo_v2_flash", "name": "MiMo-V2-Flash", "provider": "Xiaomi" }, { "id": "gpt_5_4", "name": "GPT-5.4", "provider": "openrouter" } ], "rankings": { "gpt_5_4": { "display_name": "GPT-5.4", "provider": "openrouter", "average_score": 9.12, "score_count": 9, "min_score": 8.45, "max_score": 9.8, "rank": 1 }, "gemini_3_flash": { "display_name": "Gemini 3 Flash Preview", "provider": "Google", "average_score": 8.96, "score_count": 9, "min_score": 8.35, "max_score": 9.55, "rank": 2 }, "grok_420": { "display_name": "Grok 4.20", "provider": "openrouter", "average_score": 8.83, "score_count": 9, "min_score": 7.15, "max_score": 9.6, "rank": 3 }, "deepseek_v4": { "display_name": "DeepSeek V4", "provider": "openrouter", "average_score": 8.57, "score_count": 9, "min_score": 7.6, "max_score": 9.8, "rank": 4 }, "mimo_v2_flash": { "display_name": "MiMo-V2-Flash", "provider": "Xiaomi", "average_score": 8.36, "score_count": 9, "min_score": 7.6, "max_score": 9.6, "rank": 5 }, "claude_opus_46": { "display_name": "Claude Opus 4.6", "provider": "openrouter", "average_score": 7.8, "score_count": 9, "min_score": 6.5, "max_score": 9, "rank": 6 }, "gpt_oss_120b": { "display_name": "GPT-OSS-120B", "provider": "OpenAI", "average_score": 7.66, "score_count": 9, "min_score": 5, "max_score": 9.6, "rank": 7 }, "claude_sonnet_46": { "display_name": "Claude Sonnet 4.6", "provider": "openrouter", "average_score": 7.37, "score_count": 9, "min_score": 4.05, "max_score": 9.6, "rank": 8 }, "gemini_31_pro": { "display_name": "Gemini 3.1 Pro", "provider": "openrouter", "average_score": 6.13, "score_count": 8, "min_score": 3.3, "max_score": 8.6, "rank": 9 }, "minimax_m25": { "display_name": "MiniMax M2.5", "provider": "openrouter", "average_score": 3.84, "score_count": 8, "min_score": 0.2, "max_score": 7.8, "rank": 10 } }, "judgments": [ { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 6.5, "brief_justification": "Shows strong architectural understanding of liveness/readiness/startup probes and degraded-mode policy, but the implementation is incomplete/truncated, so key endpoint logic and final guidance on Redis failure behavior are not fully delivered." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 3.3, "brief_justification": "Good high-level dependency classification and correct stance on avoiding readiness failures for soft dependencies, but the response is truncated before implementation, startup/liveness/readiness endpoint design, Kubernetes probe configuration, and practical handling details are completed." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 4.05, "brief_justification": "The response starts with a sensible health-check design and some solid implementation details, but it is clearly incomplete/truncated and does not fully answer the prompt. It does not finish the implementation, does not provide the readiness/liveness/startup endpoint behavior end-to-end, and does not adequately address the cascading failure question about Redis beyond introducing criticality concepts." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 7.15, "brief_justification": "Well-structured and mostly practical, but it has important conceptual issues: liveness should generally not check DB, and Spring Boot health group setup is not quite accurate/necessary. The Redis cascading-failure discussion is present, though the answer should stress that readiness depends on whether Redis is critical or whether degraded service is acceptable." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 8.6, "brief_justification": "Accurate and well-structured design covering liveness, readiness, startup, dependency checks, and degraded mode for cascading failures. Strong practical value with code and Kubernetes examples, though startup semantics and external API treatment could be discussed more precisely depending on service requirements." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 5, "brief_justification": "Clear structure and mostly sound probe concepts, but the implementation is incomplete/truncated, contains inconsistencies with claims (e.g. concurrent/non-blocking checks not actually implemented), and gives an overly rigid readiness policy for cascading failures without discussing optional vs critical dependencies in enough practical detail." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 8.35, "brief_justification": "Accurate and well-structured with strong practical guidance on liveness, readiness, startup, and cascading failures. Good distinction between hard and soft dependencies, though the readiness implementation could better handle async failures/timeouts individually and more explicitly address when an external API should make the service unready." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 1.65, "brief_justification": "The response is truncated and largely incomplete. It only begins an architecture overview without actually designing or implementing the health checks, probe behavior, or answering the Redis cascading-failure question." }, { "judge_key": "gpt_5_4", "judge_name": "GPT-5.4", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 8.2, "brief_justification": "Strong overall design and clear implementation with sensible liveness/readiness/startup distinctions and good handling of degraded mode. Minor issues: startup probe behavior and initialization flow are somewhat questionable for orchestration semantics, external API criticality is assumed rather than fully contextualized, and there are a few implementation details that could be more production-safe." }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9.2, "brief_justification": "Excellent response that thoroughly covers all three probe types with clear design principles, dependency classification, and a well-structured Node.js implementation. The cascading failure analysis for Redis is nuanced and practical, distinguishing cache-only vs. critical Redis usage. The dependency policy pattern with critical/non-critical classification is a strong design choice. Minor deductions: the code is truncated at the end (the /health endpoint is incomplete), and it could have briefly " }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 5.7, "brief_justification": "The architectural philosophy around hard vs. soft dependencies is excellent and correctly addresses the cascading failure question. The categorization of DB as hard dependency and Redis/external API as soft dependencies is spot-on. However, the implementation is severely incomplete - the code is cut off mid-function, missing the actual health check endpoints, Kubernetes configuration, and the full logic for liveness/readiness/startup probes. The conceptual framework is strong but the deliverable" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 7.65, "brief_justification": "The response demonstrates a well-architected health check system with clear separation of liveness/readiness/startup probes, proper use of criticality levels, and thoughtful design patterns (timeout handling, retry logic, connection pool monitoring). The architecture diagram and project structure are excellent. However, the implementation is incomplete - it cuts off mid-database check, missing the Redis check, external API check, the actual probe logic (the most important part for answering the " }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 8.35, "brief_justification": "The response provides a well-structured, production-ready implementation covering all three probe types with clear design rationale. The cascading failure discussion is thoughtful—Redis down means not ready, which is a reasonable default. Minor issues: the liveness probe includes DB check which is debatable (purists argue liveness should only check process health to avoid unnecessary restarts), the HealthContributorRegistry bean configuration is somewhat non-standard for Spring Boot 3 health gro" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 7.6, "brief_justification": "The response is well-structured and covers the three probe types with correct implementations. The cascading failure discussion is reasonable but could go deeper—e.g., discussing graceful degradation patterns, circuit breaker integration with health checks, or how the startup probe should differ meaningfully from readiness (tracking initialization state rather than just delegating). The startup probe implementation is essentially a pass-through to readiness, which misses the point of tracking wh" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 7, "brief_justification": "The response provides a well-structured overview with clear probe definitions and a solid FastAPI implementation. However, it is incomplete - the code is cut off mid-implementation, missing the main.py entry point, Dockerfile, and Kubernetes probe configuration. The critical question about cascading failures (should Redis being down make the service unhealthy?) is mentioned in the design table but never properly analyzed or answered with nuance - the implementation simply marks the service as un" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 9.2, "brief_justification": "" }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 1.7, "brief_justification": "The response is severely truncated, cutting off after barely starting the architecture overview. It only shows a partial ASCII diagram and none of the actual implementation code, probe logic, cascading failure handling, or any substantive content. While the brief intro mentions the right concepts, virtually nothing is delivered." }, { "judge_key": "claude_opus_46", "judge_name": "Claude Opus 4.6", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 7.95, "brief_justification": "The response provides a well-structured design with clear separation of liveness, readiness, and startup probes. The cascading failure analysis is thoughtful with the degraded mode approach. However, there are some correctness issues: the checkDatabase function has a bug (res.rows[0].length would fail since rows[0] is an object, not an array - should check res.rows.length > 0 or res.rowCount), the startup probe design of deferring initialization until the probe is called is unconventional and po" }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9.25, "brief_justification": "The response is highly accurate, well-structured, and provides excellent practical advice and code. However, the code snippet is truncated at the very end, slightly impacting completeness and usefulness." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 7.35, "brief_justification": "The response shows excellent architectural depth with advanced concepts like degraded states and circuit breakers, but it is cut off mid-code and fails to implement the actual endpoints or explicitly address the Redis cascading failure scenario." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 6.4, "brief_justification": "The response demonstrates excellent architecture and deep understanding of health checks (e.g., connection pool monitoring, criticality levels), but it is severely truncated and fails to implement the Redis check, external API check, or the actual endpoints." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 9.55, "brief_justification": "The response provides a highly accurate, production-ready implementation with excellent handling of Kubernetes probe semantics and cascading failures." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 9.8, "brief_justification": "The response accurately and comprehensively addresses all prompt requirements, providing clear code examples, Kubernetes configurations, and insightful strategies for handling cascading failures and degraded states." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 5.2, "brief_justification": "" }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 9.55, "brief_justification": "The response is exceptionally clear, comprehensive, and practical. It correctly distinguishes between probe types and handles cascading failures perfectly. A minor improvement would be adding try/catch blocks in the readiness probe to prevent unhandled promise rejections if a dependency check throws an error." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 0.2, "brief_justification": "The response is severely truncated, providing only an introductory sentence and an incomplete ASCII diagram. It completely fails to address the prompt." }, { "judge_key": "gemini_31_pro", "judge_name": "Gemini 3.1 Pro", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 7.6, "brief_justification": "" }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 8.8, "brief_justification": "Excellent response covering all three probe types with clear design principles, dependency classification, cascading failure analysis, and practical Node.js implementation. The Redis degraded vs. unhealthy distinction is well-reasoned. Minor deduction for completeness as the code appears truncated at the end, and the startup probe could discuss retry logic more. Overall highly actionable and architecturally sound." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 7.25, "brief_justification": "The response demonstrates strong architectural thinking with good models, circuit breaker design, and degradation policy concepts. The ASCII diagram, data models, and enum-based health status system are well-designed and correct. However, the response is clearly truncated mid-implementation (circuit breaker cuts off at 'half_'), missing the actual probe endpoints, dependency checkers, degradation logic, startup manager, and the critical answer to whether Redis down = unhealthy. The architecture " }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 8.55, "brief_justification": "Comprehensive implementation with good separation of concerns, Kubernetes probe configs, and both Actuator and custom controller approaches. The cascading failure decision table is excellent. Minor issues: the HealthContributorRegistry.of() API doesn't exist as shown, the ExternalApiHealthIndicator parsing Boolean from a health endpoint is unrealistic, and the startup probe using the same checks as readiness lacks nuance about initialization-specific checks. The liveness probe correctly excludes" }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 7.8, "brief_justification": "The response is well-structured and covers the three probe types with clear Python examples and Kubernetes configuration. The cascading failure strategy is addressed with a tiered approach. However, the startup probe is essentially just delegating to readiness without explaining what initialization-specific checks would look like (e.g., checking migrations, warming caches). The dependency check implementations lack timeout handling and connection pooling considerations. The advanced consideratio" }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 8, "brief_justification": "The response is well-structured with a clear table distinguishing the three probe types, solid architecture diagram, and clean Python/FastAPI implementation. It correctly separates liveness (no external calls) from readiness (all deps). However, the response is cut off mid-implementation (startup endpoint incomplete, main.py missing), the cascading failure question about Redis is not explicitly addressed with a nuanced answer (e.g., degraded vs. unhealthy modes), and checks run sequentially rath" }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 9, "brief_justification": "Excellent response with clear distinction between probe types, solid cascading failure strategy, working code example, and proper Kubernetes configuration. The Redis 'soft dependency' reasoning is well-articulated and practically sound. Minor gap: doesn't address timeout handling within the ping functions themselves or circuit breaker implementation details, but overall very comprehensive and actionable." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 5.05, "brief_justification": "The response starts with a promising architecture overview but appears to be severely truncated, cutting off mid-table. The actual implementation code, probe configurations, cascading failure logic, and the critical design decision about Redis degraded state are all missing. What little is shown is correct, but the response is essentially incomplete and unusable as delivered." }, { "judge_key": "claude_sonnet_46", "judge_name": "Claude Sonnet 4.6", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 8.35, "brief_justification": "Well-structured response with clear design rationale, solid Node.js implementation, and good handling of cascading failure scenarios. The degraded mode vs strict mode discussion is valuable. Minor issues: the response appears truncated at the end, the checkDatabase result check has a bug (res.rows[0].length > 0 is incorrect for SELECT 1), and initialization is deferred to the startup endpoint rather than app startup which is slightly unconventional. The Kubernetes probe configuration examples wo" }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9, "brief_justification": "The response provides a comprehensive, well-structured design covering all requested probes, dependency classification, cascading failure considerations, and a practical code example. It is factually accurate, logically sound, clearly organized, and offers actionable insights beyond basics." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 8.65, "brief_justification": "The response provides a comprehensive, well-structured design covering all requested probes, dependency checks, cascading failure handling via degraded mode and circuit breakers. Code is detailed and practical, though incomplete in the final snippet." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 6.05, "brief_justification": "The response provides a solid architectural philosophy on hard vs soft dependencies and cascading failures, with good clarity. However, the code implementation is incomplete (truncated mid-function), lacks full endpoint definitions for liveness/readiness/startup probes, and doesn't include Kubernetes configuration as promised. Depth is good on design but limited on actual implementation details." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 8.65, "brief_justification": "The response provides a comprehensive, well-structured design with proper separation of concerns, detailed models, base classes, and specific check implementations. It correctly distinguishes between liveness, readiness, and startup probes. Minor deduction for incompleteness (code cuts off mid-implementation and lacks full probe/router logic and cascading failure policy discussion)." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 8.55, "brief_justification": "The response accurately covers all required probes with clear code examples, Kubernetes config, and thoughtful cascading failure handling. It correctly distinguishes critical vs non-critical dependencies and provides practical advanced considerations." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 8.4, "brief_justification": "The response provides a solid, well-structured design and implementation for the three probes with clear architecture, code examples, and dependency checks. It correctly distinguishes probe purposes and handles cascading failures by marking readiness unhealthy if Redis is down. Minor deduction for incomplete startup endpoint code and sequential checks instead of true concurrency as described." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 8.8, "brief_justification": "The response accurately distinguishes probe types, provides correct implementation with proper cascading failure handling, includes practical Kubernetes config and best practices. Minor room for improvement in depth regarding exact ping implementations and error handling." }, { "judge_key": "grok_420", "judge_name": "Grok 4.20", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 8.4, "brief_justification": "The response provides a comprehensive, well-structured design and Node.js implementation covering all requested probes with clear logic for cascading failures. Minor issues include incomplete table, potential race conditions in startup probe, and a small bug in checkDatabase helper, but overall accurate and highly practical." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9.6, "brief_justification": "Comprehensive, accurate, and practical with clear examples." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 9, "brief_justification": "Highly detailed and accurate implementation with clear structure and practical value." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 8.6, "brief_justification": "Detailed and practical with clear handling of dependencies." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 9, "brief_justification": "Comprehensive and detailed implementation with clear architecture and practical examples." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 9.6, "brief_justification": "Highly accurate, thorough, and practical with excellent depth." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9.6, "brief_justification": "Comprehensive, accurate, and practical with clear implementation details." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 9.35, "brief_justification": "Comprehensive, clear, and practical with excellent handling of cascading failures." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 7.05, "brief_justification": "Good start but incomplete and unclear in parts." }, { "judge_key": "deepseek_v4", "judge_name": "DeepSeek V4", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 9.6, "brief_justification": "Comprehensive and accurate with clear implementation details and thoughtful handling of cascading failures." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 8.45, "brief_justification": "Accurate design and clear explanation of probes, dependency classification, and Redis handling; provides solid Node.js example. Slightly incomplete code snippet and could include more language-agnostic details, affecting completeness." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 6.75, "brief_justification": "Provides a solid design with detailed models and failure handling concepts, but lacks concrete endpoint implementations and explicit cascading failure rules, limiting full correctness and completeness." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 3.75, "brief_justification": "The response starts well with design principles but is truncated, missing full endpoint implementations, health check logic, and Kubernetes config, limiting its correctness and completeness." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 5.1, "brief_justification": "The response shows a clear design and some correct code for health checks, but it is incomplete—missing Redis, external API checks, and the actual endpoint implementations for liveness, readiness, and startup probes, as well as handling of cascading failures. This limits its overall usefulness and completeness." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 8.8, "brief_justification": "Accurate implementation details, thorough coverage of probes and failure handling, well-structured and actionable code, with good design insights." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 8.55, "brief_justification": "Accurate implementation details, covers all probes and failure handling, well-structured, adds advanced considerations, and offers practical code and Kubernetes config." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 8.8, "brief_justification": "Accurate probe design, thorough implementation details, clear structure, insightful handling of soft/hard dependencies, and practical code/config for immediate use." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 4.65, "brief_justification": "The answer outlines probe types and shows a partial diagram, but lacks concrete implementation details, handling of cascading failures, and full coverage of the requirements, limiting its accuracy and practical value." }, { "judge_key": "gpt_oss_120b", "judge_name": "GPT-OSS-120B", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 7.75, "brief_justification": "The answer gives a clear design and working code for liveness, startup, and readiness probes, handling Redis failures in degraded mode. Minor implementation bugs (e.g., DB check logic) prevent a perfect score, but overall it is thorough, well-structured, and actionable." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9.8, "brief_justification": "The response provides a comprehensive and accurate design for health checks. It correctly distinguishes between liveness, readiness, and startup probes, and offers a nuanced, practical approach to cascading failures and dependency classification. The code implementation is clear and directly applicable." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 8.25, "brief_justification": "The response provides a highly professional architecture and robust data models for health checks, including advanced concepts like circuit breakers and degradation modes. However, the code implementation is cut off mid-sentence, leaving the actual logic for the probes and dependency checkers missing." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 8.6, "brief_justification": "The response provides a high-quality architectural strategy for health checks, correctly distinguishing between hard and soft dependencies to prevent cascading failures. The code snippet is cut off at the end, which slightly impacts completeness, but the conceptual explanation and initial implementation are excellent." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 9.6, "brief_justification": "The implementation is architecturally sound and follows industry best practices. It correctly addresses the requirement for cascading failures by introducing a 'Criticality' enum, allowing the service to distinguish between a hard failure (DB down) and a degraded state (Redis down). The code is clean, modular, and highly actionable." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 9.35, "brief_justification": "The response provides a comprehensive, production-ready implementation using Spring Boot Actuator and Kubernetes. It correctly distinguishes between liveness and readiness probes and provides a logical strategy for handling cascading failures. The inclusion of both an automated framework approach and a manual controller approach adds significant value." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 9.8, "brief_justification": "The response provides a perfect architectural and practical implementation of the requested health checks. It correctly distinguishes between the three probe types, provides clear code examples, and offers a nuanced, professional strategy for handling cascading failures by differentiating between critical and non-critical dependencies." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 9.6, "brief_justification": "The response provides a high-quality, production-ready implementation using FastAPI. It correctly distinguishes between liveness, readiness, and startup probes, and provides a clear strategy for handling cascading failures by using the readiness probe to stop traffic without killing the process. The code is well-structured and includes necessary timeouts and non-blocking calls." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 2.65, "brief_justification": "The response is incomplete and cuts off immediately after the architecture overview header, failing to provide the implementation, logic for cascading failures, or the actual probe designs requested." }, { "judge_key": "gemini_3_flash", "judge_name": "Gemini 3 Flash Preview", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 9.6, "brief_justification": "The response provides a high-quality, production-ready implementation of health checks. It correctly distinguishes between liveness, readiness, and startup probes, and offers a sophisticated approach to cascading failures by differentiating between critical and non-critical dependencies." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 8.6, "brief_justification": "Comprehensive and accurate coverage of liveness, readiness, and startup probes with nuanced guidance on cascading failures. Well-structured with clear policy recommendations and practical Node.js implementation. Slight deduction for abrupt ending in code block." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 7.9, "brief_justification": "Well-structured response with correct concepts (liveness, readiness, startup probes), proper dependency classification, and circuit breaker pattern. Excellent clarity with ASCII diagrams and organized code. Good depth covering degraded modes and cascading failures. However, response is truncated mid-implementation (cuts off at circuit_breaker.py), significantly impacting completeness and practical usefulness." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 5.85, "brief_justification": "Good conceptual explanation of hard vs soft dependencies and cascading failure prevention, but response is incomplete - code cuts off mid-implementation, missing liveness/readiness/startup probes, Kubernetes config, and full implementation details." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 7.3, "brief_justification": "Well-structured and accurate response with good code architecture, but cuts off mid-implementation and doesn't fully address the cascading failures question (if Redis is down, should service report unhealthy?). Missing Redis and external API implementations." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 8.8, "brief_justification": "Comprehensive, production-ready implementation with clear distinction between liveness, readiness, and startup probes. Correctly addresses cascading failures (Redis down = not ready). Well-structured with code examples, YAML configs, and Kubernetes probe definitions. Slight deduction on depth for not discussing edge cases like circuit breakers or partial degradation strategies." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 7.8, "brief_justification": "Well-structured response covering liveness, readiness, and startup probes with practical code examples and Kubernetes configuration. Addresses the Redis cascading failure question with a tiered approach. Minor code syntax issues and could be more thorough on edge cases." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 7.55, "brief_justification": "Well-structured response with clear probe definitions and production-ready code. However, the startup endpoint code is incomplete (cut off mid-function). Implicitly answers the cascading failure question - readiness returns 503 if any dependency (including Redis) fails." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 8.35, "brief_justification": "Comprehensive coverage of startup, liveness, and readiness probes with excellent clarity. Good depth on cascading failure handling and practical implementation code. Minor completeness issues - could include multi-language examples beyond Node.js. Accurate Kubernetes configuration and actionable guidance." }, { "judge_key": "minimax_m25", "judge_name": "MiniMax M2.5", "respondent_key": "mimo_v2_flash", "respondent_name": "MiMo-V2-Flash", "weighted_score": 7.8, "brief_justification": "Well-structured response with accurate health check patterns and working code. Clear distinction between probe types with good cascading failure analysis. Minor gaps include missing Kubernetes YAML config and some code issues (startup probe re-initialization on every call)." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "gpt_5_4", "respondent_name": "GPT-5.4", "weighted_score": 9.35, "brief_justification": "Accurate, thorough, and well-structured with practical implementation and clear policy guidance." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "claude_opus_46", "respondent_name": "Claude Opus 4.6", "weighted_score": 8.55, "brief_justification": "Comprehensive and well-structured response with clear architecture, code examples, and handling of cascading failures. Slightly incomplete due to truncated code in the response." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "gemini_31_pro", "respondent_name": "Gemini 3.1 Pro", "weighted_score": 7.2, "brief_justification": "Good architectural philosophy and handling of cascading failures, but implementation is incomplete and lacks full code for all probes and Kubernetes config." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "claude_sonnet_46", "respondent_name": "Claude Sonnet 4.6", "weighted_score": 8.6, "brief_justification": "Comprehensive design with clear structure, models, and implementation details; handles cascading failures and probe types effectively." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "grok_420", "respondent_name": "Grok 4.20", "weighted_score": 9.35, "brief_justification": "Comprehensive, accurate, and production-ready implementation with clear design, code, and configuration for all probe types and cascading failure handling." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "deepseek_v4", "respondent_name": "DeepSeek V4", "weighted_score": 8.6, "brief_justification": "Excellent comprehensive design covering all three probe types with clear implementations. Addresses cascading failures thoughtfully by distinguishing critical vs non-critical dependencies. Includes practical Kubernetes config and advanced considerations. Minor deduction for startup probe being identical to readiness (should be more distinct), but overall very strong." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "gpt_oss_120b", "respondent_name": "GPT-OSS-120B", "weighted_score": 8.6, "brief_justification": "Excellent design with production-ready code examples. Correctly distinguishes probe types and handles cascading failures. Missing explicit startup logic (e.g., migration checks) and Redis failure handling nuance." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "gemini_3_flash", "respondent_name": "Gemini 3 Flash Preview", "weighted_score": 9.2, "brief_justification": "The response is technically accurate, highly structured, and provides actionable code and configuration examples. It correctly identifies the nuances of cascading failures and distinguishes between hard and soft dependencies." }, { "judge_key": "mimo_v2_flash", "judge_name": "MiMo-V2-Flash", "respondent_key": "minimax_m25", "respondent_name": "MiniMax M2.5", "weighted_score": 7.8, "brief_justification": "Strong architecture and cascading failure logic, but incomplete response cut off mid-sentence." } ], "meta": { "source": "The Multivac (app.themultivac.com)", "methodology": "10x10 blind peer matrix evaluation", "criteria": "correctness, completeness, clarity, depth, usefulness", "self_judgments": "excluded from rankings", "license": "Open data — cite as: The Multivac (2026)" } }