TSK-001041 · Human-supervised AI workflow
AI-Assisted Source-to-Model Workflow Development
Explore the capability, case, and equipment connections for this activity.
Roles & Contributions
Project Ownership
Full lifecycle project ownership
Direct Work
Developed an AI/Codex source-to-model workflow covering taxonomy, responsibility allocation, translation, validation, visual review and release preparation.
Owned the full project lifecycle: capital planning and prioritization, need definition, feasibility and scope development, engineering and AFE justification, procurement and vendor coordination, construction sequencing and field oversight, commissioning, turnover, and post-startup support. Connected operating requirements with technical scope, funding decisions, execution readiness, and the needs of operations and maintenance.
Activity Detail
Directed AI-assisted development of a reusable source-to-model package with artifact taxonomy, request decomposition, human/assistant responsibilities, translation workflow, conformance review, hashing and visual/package validation.
Work Context
Capabilities
- Check Consistency Across Controlled TransformationsRecorded application
Why these connect
The source model links this activity to the capability.
- Review System Models and Resolve DiscrepanciesRecorded application
Why these connect
The source model links this activity to the capability.
- Translate Needs into Verifiable System RequirementsRecorded application
Why these connect
The source model links this activity to the capability.
- Verify Package Integrity and Regression ResultsRecorded application
Why these connect
The source model links this activity to the capability.
- Verify Spreadsheet and Document ConsistencyRecorded application
Why these connect
The source model links this activity to the capability.
- Verify Systems-Model Meaning and ConformanceRecorded application
Why these connect
The source model links this activity to the capability.
- Develop Structured Data and Reporting ModelsApplication relevance
Why these connect
Application question: Can extraction, transformations and models be reproduced from identified inputs? The selected activity supplies a concrete operating, design or decision context in which to develop structured data and reporting models.
- Maintain Document Traceability Throughout DeliveryApplication relevance
Why these connect
Application question: Do test, training and configuration records support acceptance and continuing ownership? The selected activity supplies a concrete operating, design or decision context in which to maintain document traceability throughout delivery.
- Model Requirements and Operational ScenariosApplication relevance
Why these connect
Application question: How do operating scenarios and resource identities remain consistent in a system model? The selected activity supplies a concrete operating, design or decision context in which to model requirements and operational scenarios. Requirements and traceability transfer between domains. Manufacturing work is not presented as a transport-system implementation.
- Model Systems, Interfaces and TraceabilityApplication relevance
Why these connect
Application question: Do needs, interfaces, model semantics and acceptance checks remain consistent? The selected activity supplies a concrete operating, design or decision context in which to model systems, interfaces and traceability.
Portfolio Artifact Connections
Measures & Operating Context
| Measure | Value | Type & meaning | Attribution & operating context |
|---|---|---|---|
| Artifact Taxonomy | 73 rows | Scope or Inventory Quantity Historical package output | Applies to: Directed AI-assisted development of a reusable source-to-model package with artifact taxonomy, request decomposition, human/assistant responsibilities, translation workflow, conformance review, hashing and visual/package validation AC-121 translation package — Artifact taxonomy — AC-121 translation package |
| Request Groups | 29 groups | Scope or Inventory Quantity Historical package output | Applies to: Directed AI-assisted development of a reusable source-to-model package with artifact taxonomy, request decomposition, human/assistant responsibilities, translation workflow, conformance review, hashing and visual/package validation AC-121 translation package — Request groups — AC-121 translation package |
| Responsibility Allocations | 34 records | Scope or Inventory Quantity Historical package output | Applies to: Directed AI-assisted development of a reusable source-to-model package with artifact taxonomy, request decomposition, human/assistant responsibilities, translation workflow, conformance review, hashing and visual/package validation AC-121 translation package — Responsibility allocations — AC-121 translation package |
| Workflow Stages | 36 stages | Scope or Inventory Quantity Historical package output | Applies to: Directed AI-assisted development of a reusable source-to-model package with artifact taxonomy, request decomposition, human/assistant responsibilities, translation workflow, conformance review, hashing and visual/package validation AC-121 translation package — Workflow stages — AC-121 translation package |
| Visually Reviewed Guide | 43 pages | Scope or Inventory Quantity Historical package output | Applies to: Directed AI-assisted development of a reusable source-to-model package with artifact taxonomy, request decomposition, human/assistant responsibilities, translation workflow, conformance review, hashing and visual/package validation AC-121 translation package — Visually reviewed guide — AC-121 translation package |
All Portfolio Connections
All portfolio connections (19)
- ITS Architecture and Transport-System Modeling — Application Review Review artifact
- Lifecycle Artifacts: Startup, Acceptance, and Closeout — Application Review Review artifact
- Requirements, Interfaces and Operational Scenarios Review artifact
- SQL, Python, R, and Data Automation — Application Review Review artifact
- Systems Engineering, SysML, and Semantic Translation — Application Review Review artifact
- Technical Document, Spreadsheet, and Package Engineering — Application Review Review artifact
- Check Consistency Across Controlled Transformations Recorded application
- Develop Structured Data and Reporting Models Application relevance
- Maintain Document Traceability Throughout Delivery Application relevance
- Model Requirements and Operational Scenarios Application relevance
- Model Systems, Interfaces and Traceability Application relevance
- Review System Models and Resolve Discrepancies Recorded application
- Translate Needs into Verifiable System Requirements Recorded application
- Verify Package Integrity and Regression Results Recorded application
- Verify Spreadsheet and Document Consistency Recorded application
- Verify Systems-Model Meaning and Conformance Recorded application
- AI-Assisted Source-to-Model Workflow Development ↗ Existing portfolio connection
- SysML and Semantic-Translation Package Evidence ↗ Existing portfolio connection
- SysML Translation and Semantic Package Engineering Existing portfolio connection
Related Analysis and Application Artifacts
- ITS Architecture and Transport-System Modeling — Application ReviewCapability application review
- Lifecycle Artifacts: Startup, Acceptance, and Closeout — Application ReviewCapability application review
- Requirements, Interfaces and Operational ScenariosAnalytical decision brief
- SQL, Python, R, and Data Automation — Application ReviewCapability application review
- Systems Engineering, SysML, and Semantic Translation — Application ReviewCapability application review
- Technical Document, Spreadsheet, and Package Engineering — Application ReviewCapability application review