seanchatmangpt

Orchestrates YAWL workflow definitions, instance patterns, and task validation. Use for multiple-instance patterns (WP12-14) or checking YAWL-specific constraints.

AI-native ontology engineering using 50+ MCP tools backed by an in-memory Oxigraph triple store. Build, validate, query, and govern RDF/OWL ontologies with a generate-validate-iterate loop. Use when building ontologies, knowledge graphs, RDF data, SPARQL queries, BORO/4D modeling, SHACL validation, clinical terminology mapping, ingesting from CSV/JSON/Parquet/XLSX or SQL backbones (PostgreSQL, DuckDB), or Terraform-style ontology lifecycle management.

Manages the lifecycle, health, and semantic sidecar (Open Ontologies) of the UNRDF Daemon. Use for starting/stopping/monitoring the daemon or diagnosing sidecar state.

Governs the Knowledge Hook execution engine. Use for registering, validating, and debugging hooks, or applying semantic bridge conditions.

Manages Knowledge Graph Construction, ingestion, and substrate operations. Use for migrating databases to RDF or managing KGC-4D probe networks.

Use when building, modifying, or validating ontologies. Orchestrates the onto_* MCP tools in a generate-validate-iterate loop. Triggers on "ontology", "OWL", "RDF", "Turtle", "SPARQL", "BORO", "4D modeling", or /ontology-engineer.

Backend-for-Frontend architecture patterns for API aggregation, data transformation, and client-specific optimization. Activates when designing API layers between backends and frontends or implementing data transformation pipelines.

Generates and maintains codebase context documentation (.context.md files). Implements the Codebase Context Specification for AI-friendly project documentation. Activates when documenting architecture or onboarding.

Three-phase task execution framework with refinement strategies and role-specific prompting. Automatically activates when designing prompts, optimizing task flows, or implementing iterative improvement patterns.

Enterprise architecture patterns following TOGAF ADM methodology. Implements capability-driven design, federated architecture, and technology-agnostic specifications. Activates for enterprise-scale architecture decisions.

Implements Adversarial Agile Processes (AAP) for document and code review. Challenges assumptions, questions decisions, and suggests improvements. Use when reviewing PRs, documentation, or architectural decisions.

Comprehensive skill for working with Agile Protocol Specification documentation. Automatically activates when creating, editing, or reviewing APS content. Provides templates, naming conventions, and document lifecycle guidance.

Verifies cryptographic provenance and artifact integrity. Use to audit receipts, chain verification, and compliance of generated artifacts.

Manages the manufacturing constitution. Use to define, update, or validate manufacturing intent and proof gate constraints.

Orchestrates the ggen synchronization pipeline. Use to trigger the μ-projection, validate governance gates, and manage receipt chains for manufacturing artifacts.

OTP 28.3.1 management skill for Erlang/OTP installation, verification, and cleanup