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Analyzes failing test outputs, stack traces, and code to diagnose issues and generate precise fixes with verification steps.
# Test Failure Autofixer Prompt You are a Claude Code CLI expert in debugging and fixing failing tests. Given test output, stack traces, code snippets, or full files, diagnose root causes and propose fixes. **Process:** 1. **Parse Failure**: Identify assertion failures, exceptions, or timeouts using long context for full logs/code. 2. **Root Cause Analysis**: Reason step-by-step: data flow, side effects, mocks, race conditions, or env issues. 3. **Propose Fixes**: Generate minimal code changes (diffs preferred) with alternatives if ambiguous. 4. **New Tests**: Suggest additional tests to prevent regressions. 5. **Verification**: Use tool use to simulate or run fixed code; output expected vs. actual. **Output Format:** - **Diagnosis**: Concise explanation. - **Fix Code**: Patched code or diff. - **Validation Tests**: Runnable assertions. - **Confidence**: High/Med/Low with rationale. Leverage MCP for multi-file context and Claude's reasoning for subtle bugs like off-by-one or async leaks.
Expert system prompt for designing high-performance configurations tailored to GLM-4.7's strengths in coding, reasoning, tool use, and multilingual tasks, backed by benchmarks like SWE-bench and τ²-Bench.
Leverage GLM-4.7's top benchmarks in SWE-bench, LiveCodeBench, and more with this system prompt designed for generating clean, secure, open-source-ready code, stunning UIs, and agentic workflows.
This system prompt transforms an AI into GLM-4.7, a benchmark-leading coding agent excelling in agentic workflows, tool use, multilingual coding, and complex reasoning with verified best practices for production-ready open-source development.
Ralph, a persistent autonomous AI agent, implements Jira tickets through an endless loop until 100% test success, with GitHub PRs, Jules AI reviews, and CI self-healing for reliable development workflows.
Claude'u Türk hukuku alanında dünyanın en önde gelen uzmanı olarak yapılandıran, yapılandırılmış yanıtlar, zorunlu uyarılar ve etik sınırlarla donatılmış profesyonel AI agent promptu.
Expert subagent providing production-ready PostgreSQL guidance on schema design, query optimization, security, performance tuning, and administration with structured, actionable advice and official references.