Detect potential bugs in this code without any examples, using only bug category definitions. ## Code to Analyze {{code_snippet}} ## Bug Categories to Check **Null/Undefined Errors**: Missing null checks, undefined access **Type Errors**: Type mismatches, invalid conversions **Logic Errors**: Incorrect conditions, off-by-one, wrong operators **Resource Leaks**: Unclosed connections, memory leaks, file handles **Concurrency Issues**: Race conditions, deadlocks, missing locks **Security Vulnerabilities**: Injection, exposure, validation gaps ## Analysis Instructions 1. Scan code systematically for each bug category. 2. For each potential bug: - Line number(s) - Bug category - Description of issue - Potential impact - Suggested fix 3. Rate severity: Critical/High/Medium/Low 4. Assess confidence: High/Medium/Low **Output Format:** ```json { "bugs": [ { "line": 42, "category": "null_error", "description": "...", "severity": "high", "fix": "..." } ] } ```
Zero-Shot Code Bug Detection
Zero-shot code bug detection across null errors, type mismatches, logic errors, resource leaks, and security vulnerabilities.
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Bug detectionCode analysisQuality assurance
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claude-sonnet-4-20250514gpt-4o
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