AI knowledge architecture

Persistent architectural memory for AI-assisted software work.

The handoff route translates durable project context, reviewable research, engineering constraints, and owner approval rules into practical portfolio language before public copy changes.

Architecture Notes AI Architecture AI Handoff Review

AI handoff downloads

What each machine-readable file is for.

These files give reviewers and AI tools a bounded reading order. They do not authorize probing, private-data extraction, tool execution, form automation, or unknown-route crawling.

llms.txt Concise public review manifest and safe route order. llms-full.txt Full public-safe review guide with evidence boundaries. Memory manifest Public view of active .uai files and approval state. Route QA contract Version, route, REST, and static artifact expectations.

Purpose anchor

Keep the project centered.

The positive anchor preserves the site’s role: a human-readable portfolio centered on Microsoft Azure / AI / .NET / SQL / TypeScript, with Angular experience visible and research separated from approved evidence.

Review anchor

Keep public copy accurate and useful.

The review anchor keeps client-sensitive details, research drafts, implementation specifics, and stronger portfolio wording tied to reviewed evidence before publication.

Review workflow

Review-ready decisions.

Safety-anchor changes move through a follow-up packet first, then become durable guidance after explicit approval.

Source intake Follow-up packet Project handoff AI memory package Architecture notes Review

Portfolio value

What this demonstrates.

The memory system shows disciplined AI-assisted engineering: durable context, documented project roles, reviewable source material, and clear separation between guidance and execution.

Continuity

Future work can resume with clear context instead of guessing from chat history.

Review discipline

Research can inform decisions after it is reviewed and translated into polished architecture notes.

Confidentiality

The public site avoids private source code, client data, credentials, and proprietary implementation details.

Reviewer note

How to use this handoff page.

Use this route to inspect the review workflow behind AI-assisted project memory: durable context, source discipline, and human approval before public copy changes.

Enterprise Validated

FAQ

Common review questions.

Short answers are rendered in the HTML source and mirrored into JSON-LD where appropriate.

What is AI memory and handoff architecture here?

It is a set of reviewable continuity artifacts: UAI short-term memory, project handoff, file handoff, durable Architecture Notes, evidence maps, and explicit review boundaries.

Do AI memory files grant execution authority?

No. Memory and handoff files provide context and continuity for reviewed work; they do not grant permission, credentials, deployment authority, or approval to publish claims.