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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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# Context-Free Interview Script > Use this script to elicit stakeholder or user problems, context, and desired outcomes without biasing the conversation > with implementation ideas. ## Ownership & Collaboration - Document Owner: System Analyst - Contributor Roles: Business Process Analyst, Requirements Reviewer - Automation Inputs: Stakeholder profile, interview goals - Automation Outputs: `interview-session-notes.md` aligned to sections 2–11 ## 1 Preparation - Identify stakeholder / user role. - Schedule session, confirm recording or note-taking approach. ## 2 Establish Stakeholder or User Profile - Name, company/industry - Job title and key responsibilities - Deliverables produced and consumers - Success metrics and inhibitors - Influential trends affecting the role ## 3 Assess the Problem Space - Which ``application type`` problems lack good solutions? - Why do these problems exist today? - How are they solved currently? - How would the stakeholder prefer to solve them? - Continue probing (“Anything else?”) until no further issues emerge. ## 4 Understand the User Environment - Who are the end users? What are their backgrounds? - Platform landscape (current and planned) - Complementary applications requiring integration - Usability expectations and training tolerance - Documentation (online and hard-copy) requirements ## 5 Recap for Understanding - Restate problems in your own words and confirm accuracy. - Ask if additional problems exist beyond those discussed. ## 6 Present Analyst Inputs (if appropriate) - Introduce observed or suspected problems for validation. - For each proposed problem, ask: Is it real? Causes? Current workaround? Desired solution? Relative priority? ## 7 Assess Potential Solution Concepts - Share high-level “What if you could…“ capability statements. - Capture stakeholder’s perceived value and priority for each capability. ## 8 Evaluate Opportunity Size - Identify other impacted stakeholders or teams. - Estimate number of users and perceived business value of a solution. ## 9 Reliability, Performance, and Support Expectations - Reliability, availability, and performance targets - Support model, maintenance expectations, security, installation, configuration, licensing, packaging, distribution requirements - Regulatory or environmental constraints ## 10 Wrap-Up - Ask for remaining questions or concerns. - Confirm permission for follow-up and potential participation in reviews. ## 11 Analyst Summary - Record top three to four problems/opportunities highlighted. - Note immediate follow-up actions or research tasks. ## Interview Artifacts - Attach notes, recordings, or summaries in `docs/sdlc/artifacts/<project>/interviews/`. ## Agent Notes - Summarize interview outcomes in Section 11 so they can feed stakeholder requests automatically. - Record consent for follow-ups and review participation when applicable. - Verify the Automation Outputs entry is satisfied before signaling completion. - Summarize interview outcomes in Section 11 so they feed stakeholder requests automatically.