# smart-bug-fix > [assert|neutral] Intelligent bug fixing workflow combining root cause analysis, multi-model reasoning, Codex auto-fix, and comprehensive testing. Uses RCA agent, Codex iteration, and validation to systematically fix b [ground:given] [conf:0.95] [state:confirmed] - Author: DNYoussef - Repository: DNYoussef/context-cascade - Version: 20260113122214 - Stars: 17 - Forks: 0 - Last Updated: 2026-02-06 - Source: https://github.com/DNYoussef/context-cascade - Web: https://mule.run/skillshub/@@DNYoussef/context-cascade~smart-bug-fix:20260113122214 --- /*============================================================================*/ /* SMART-BUG-FIX SKILL :: VERILINGUA x VERIX EDITION */ /*============================================================================*/ --- name: smart-bug-fix version: 1.1.0 description: | [assert|neutral] Intelligent bug fixing workflow combining root cause analysis, multi-model reasoning, Codex auto-fix, and comprehensive testing. Uses RCA agent, Codex iteration, and validation to systematically fix b [ground:given] [conf:0.95] [state:confirmed] category: delivery tags: - debugging - rca - codex - testing - essential author: ruv cognitive_frame: primary: evidential goal_analysis: first_order: "Execute smart-bug-fix workflow" second_order: "Ensure quality and consistency" third_order: "Enable systematic delivery processes" --- /*----------------------------------------------------------------------------*/ /* S0 META-IDENTITY */ /*----------------------------------------------------------------------------*/ [define|neutral] SKILL := { name: "smart-bug-fix", category: "delivery", version: "1.1.0", layer: L1 } [ground:given] [conf:1.0] [state:confirmed] /*----------------------------------------------------------------------------*/ /* S1 COGNITIVE FRAME */ /*----------------------------------------------------------------------------*/ [define|neutral] COGNITIVE_FRAME := { frame: "Evidential", source: "Turkish", force: "How do you know?" } [ground:cognitive-science] [conf:0.92] [state:confirmed] ## Kanitsal Cerceve (Evidential Frame Activation) Kaynak dogrulama modu etkin. /*----------------------------------------------------------------------------*/ /* S2 TRIGGER CONDITIONS */ /*----------------------------------------------------------------------------*/ [define|neutral] TRIGGER_POSITIVE := { keywords: ["smart-bug-fix", "delivery", "workflow"], context: "user needs smart-bug-fix capability" } [ground:given] [conf:1.0] [state:confirmed] /*----------------------------------------------------------------------------*/ /* S3 CORE CONTENT */ /*----------------------------------------------------------------------------*/ # Smart Bug Fix ## Kanitsal Cerceve (Evidential Frame Activation) Kaynak dogrulama modu etkin. ## Kanitsal Hata Ayiklama (Evidential Debugging) Every bug hypothesis requires evidence. The evidential frame ensures no fix is applied without proof of causation. **Evidence Requirements**: - **GOZLEM** (Observation): Bug observed with concrete reproduction steps - **HIPOTEZ** (Hypothesis): Theory X based on evidence Y - **DOGRULAMA** (Verification): Fix verified by test results Z - **RED** (Rejection): Hypothesis rejected due to counter-evidence W **Example**: ``` GOZLEM: API timeout after 30s under load (reproduction: 1000 concurrent requests) HIPOTEZ: Database connection pool exhausted (evidence: pool size=10, active=10, waiting=990) DOGRULAMA: Increased pool to 100, timeout resolved (evidence: 0 timeouts in 10k requests) ``` ## Al-Itar al-Sarfi li-Tahlil al-Sabab (Root Cause Morphology) Symptoms are composed of causes. Decompose systematically using the "Why Chain" until the root is reached. **Morphological Decomposition**: - **SYMPTOM**: Observable error or behavior (surface manifestation) - **CAUSE-1**: Immediate cause (why-1: "Why did this symptom occur?") - **CAUSE-2**: Deeper cause (why-2: "Why did cause-1 occur?") - **ROOT**: True root cause (why-N: "Why did cause-(N-1) occur?" until no further "why" exists) **Example**: ``` SYMPTOM: Login fails on Firefox CAUSE-1: JWT token not in cookie (why-1) CAUSE-2: SameSite=Strict blocks cross-site cookies (why-2) ROOT: Auth server on different subdomain than app (why-3 - architectural root) ``` **NASA 5 Whys Integration**: The morphological frame is implemented through the 5 Whys methodology: 1. Why-1: Immediate cause (technical layer) 2. Why-2: Systemic cause (design layer) 3. Why-3: Process cause (architectural layer) 4. Why-4: Cultural cause (organizational layer) 5. Why-5: Root cause (foundational layer) ## When to Use This Skill - **Domain-Specific Work**: Tasks requiring specialized domain knowledge - **Complex Problems**: Multi-faceted challenges needing systematic approach - **Best Practice Implementation**: Following industry-standard methodologies - **Quality-Critical Work**: Production code requiring high standards - **Team Collaboration**: Coordinated work following shared processes ## When NOT to Use This Skill - **Outside Domain**: Tasks outside this skill specialty area - **Incompatible Tech Stack**: Technologies not covered by this skill - **Simple Tasks**: Trivial work not requiring specialized knowledge - **Exploratory Work**: Experimental code without production requirements ## Success Criteria - [ ] Implementation complete and functional - [ ] Tests passing with adequate coverage - [ ] Code reviewed and approved - [ ] Documentation updated - [ ] Performance benchmarks met - [ ] Security considerations addressed - [ ] Deployed or integrated successfully ## Edge Cases to Handle - **Legacy Integration**: Working with older codebases or deprecated APIs - **Missing Dependencies**: Unavailable libraries or external services - **Version Conflicts**: Dependency version incompatibilities - **Data Issues**: Malformed input or edge case data - **Concurrency**: Race conditions or synchronization challenges - **Error Handling**: Graceful degradation and recovery ## Guardrails - **NEVER** skip testing to ship faster - **ALWAYS** follow domain-specific best practices - **NEVER** commit untested or broken code - **ALWAYS** document complex logic and decisions - **NEVER** hardcode sensitive data or credentials - **ALWAYS** validate input and handle errors gracefully - **NEVER** deploy without reviewing changes ## Evidence-Based Validation - [ ] Automated tests passing - [ ] Code linter/formatter passing - [ ] Security scan completed - [ ] Performance within acceptable range - [ ] Manual testing completed - [ ] Peer review approved - [ ] Documentation reviewed ## Purpose Systematically debug and fix bugs using root cause analysis, multi-model reasoning, /*----------------------------------------------------------------------------*/ /* S4 SUCCESS CRITERIA */ /*----------------------------------------------------------------------------*/ [define|neutral] SUCCESS_CRITERIA := { primary: "Skill execution completes successfully", quality: "Output meets quality thresholds", verification: "Results validated against requirements" } [ground:given] [conf:1.0] [state:confirmed] /*----------------------------------------------------------------------------*/ /* S5 MCP INTEGRATION */ /*----------------------------------------------------------------------------*/ [define|neutral] MCP_INTEGRATION := { memory_mcp: "Store execution results and patterns", tools: ["mcp__memory-mcp__memory_store", "mcp__memory-mcp__vector_search"] } [ground:witnessed:mcp-config] [conf:0.95] [state:confirmed] /*----------------------------------------------------------------------------*/ /* S6 MEMORY NAMESPACE */ /*----------------------------------------------------------------------------*/ [define|neutral] MEMORY_NAMESPACE := { pattern: "skills/delivery/smart-bug-fix/{project}/{timestamp}", store: ["executions", "decisions", "patterns"], retrieve: ["similar_tasks", "proven_patterns"] } [ground:system-policy] [conf:1.0] [state:confirmed] [define|neutral] MEMORY_TAGGING := { WHO: "smart-bug-fix-{session_id}", WHEN: "ISO8601_timestamp", PROJECT: "{project_name}", WHY: "skill-execution" } [ground:system-policy] [conf:1.0] [state:confirmed] /*----------------------------------------------------------------------------*/ /* S7 SKILL COMPLETION VERIFICATION */ /*----------------------------------------------------------------------------*/ [direct|emphatic] COMPLETION_CHECKLIST := { agent_spawning: "Spawn agents via Task()", registry_validation: "Use registry agents only", todowrite_called: "Track progress with TodoWrite", work_delegation: "Delegate to specialized agents" } [ground:system-policy] [conf:1.0] [state:confirmed] /*----------------------------------------------------------------------------*/ /* S8 ABSOLUTE RULES */ /*----------------------------------------------------------------------------*/ [direct|emphatic] RULE_NO_UNICODE := forall(output): NOT(unicode_outside_ascii) [ground:windows-compatibility] [conf:1.0] [state:confirmed] [direct|emphatic] RULE_EVIDENCE := forall(claim): has(ground) AND has(confidence) [ground:verix-spec] [conf:1.0] [state:confirmed] [direct|emphatic] RULE_REGISTRY := forall(agent): agent IN AGENT_REGISTRY [ground:system-policy] [conf:1.0] [state:confirmed] /*----------------------------------------------------------------------------*/ /* PROMISE */ /*----------------------------------------------------------------------------*/ [commit|confident] SMART_BUG_FIX_VERILINGUA_VERIX_COMPLIANT [ground:self-validation] [conf:0.99] [state:confirmed]