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aiwg

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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.

aiwg.io

jmagly/aiwg

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# Development-Organization Assessment Template ## Cover Page - ``Project Name`` - `Development-Organization Assessment` - `Version`1.0`` ## Revision History | Date | Version | Description | Author | | --- | --- | --- | --- | | ``dd/mmm/yy``|``x.x``|`<details>`|`<name>` | ## Ownership & Collaboration - Document Owner: Environment Engineer - Contributor Roles: Project Manager, Configuration Manager - Automation Inputs: Process assessment interviews, tooling audit, capability metrics - Automation Outputs: `development-organization-assessment.md` covering sections 1–6 ## 1 Introduction > Outline purpose, scope, terminology, references, and structure of the assessment. ### 1.1 Purpose ### 1.2 Scope ### 1.3 Definitions, Acronyms, and Abbreviations ### 1.4 References ### 1.5 Overview ## 2 Business Context > Summarize the market and domain in which the development organization operates. ## 3 External Factors ### 3.1 Customers ### 3.2 Competitors ### 3.3 Other Stakeholders > Capture expectations, pressures, and relationships influencing development. ## 4 Internal Factors ### 4.1 Development Process ### 4.2 Supporting Tools ### 4.3 Internal Organization ### 4.4 Competencies, Skills, and Attitudes ### 4.5 Capacity for Change > Assess internal capabilities, tooling, structure, and readiness for transformation. ## 5 Product Characteristics ### 5.1 Size of Software-Development Effort ### 5.2 Degree of Novelty ### 5.3 Type of Application ### 5.4 Technical Complexity > Describe product traits that influence process tailoring and resource needs. ## 6 Assessment Conclusion > Highlight major problem areas and improvement opportunities discovered. ## Appendices (Optional) > Include detailed surveys, metrics, or interview summaries supporting the assessment. ## Agent Notes - Capture toolchain gaps to inform the Development Case tailoring decisions. - Summarize recommended improvement actions with accountable roles. - Verify the Automation Outputs entry is satisfied before signaling completion. - Record strengths and gaps to inform process tailoring decisions. - Summarize improvement actions with owners and target dates.