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Cognitive architecture for AI-augmented software development with structured memory, ensemble validation, and closed-loop correction. FAIR-aligned artifacts, 84% cost reduction via human-in-the-loop, standards adopted by 100+ organizations.

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{ "name": "aiwg-utils-skills", "description": "Cross-framework utility skills for AIWG orchestration", "version": "1.0.0", "type": "skills-catalog", "skills": [ { "name": "parallel-dispatch", "description": "Generic parallel agent orchestration utility", "triggers": ["launch parallel [agents]", "concurrent review", "parallel analysis"], "scripts": ["scripts/parallel_dispatcher.py"] }, { "name": "artifact-metadata", "description": "Artifact lifecycle tracking with versioning and ownership", "triggers": ["track artifact", "update artifact status", "artifact metadata"], "scripts": ["scripts/artifact_metadata.py"] }, { "name": "template-engine", "description": "Template instantiation with context-aware variable substitution", "triggers": ["use template", "instantiate template", "fill template"], "scripts": ["scripts/template_engine.py"] }, { "name": "project-awareness", "description": "Comprehensive project context detection", "triggers": ["detect project", "project context", "what kind of project"], "scripts": ["scripts/project_awareness.py"] }, { "name": "config-validator", "description": "AIWG configuration validation and setup verification", "triggers": ["validate config", "check configuration", "verify setup", "config issues"] }, { "name": "nl-router", "description": "Natural language request routing to appropriate skills", "triggers": ["(meta-router - processes unmatched natural language)"] }, { "name": "workspace-health", "description": "Workspace alignment assessment and cleanup recommendations", "triggers": ["check workspace health", "workspace status", "is my workspace aligned", "cleanup recommendations", "do I need to realign"] }, { "name": "claims-validator", "description": "Validates factual claims against source documents", "triggers": ["validate claims", "check facts", "verify statements"] } ], "usage": "These skills are consumed by framework-specific skills and can be invoked directly for utility operations." }