Problem / constraint
What needed structure
AI agents need useful discovery and memory exchange without broad tool authority, private-network probing, or unreviewed packet adoption.
Case Study / Prototype / Technical Review / Design Review
A review-stage prototype case study for Python, MySQL, cognitive packet review, passive validation, and no-execution safety boundaries.
Problem / constraint
AI agents need useful discovery and memory exchange without broad tool authority, private-network probing, or unreviewed packet adoption.
Legacy risk
AI agents need useful discovery without broad probing authority, unreviewed memory adoption, or private-data access.
Validation method
Validate no private helper mirror, public discovery boundary language, JSON manifests, and noindex utility inventory.
Architecture strategy
Architecture evidence is presented with private implementation details abstracted and explicit not-claimed boundaries.
Implementation evidence
Result / current status
Architecture-direction and technical-review surface; source status remains conservative where implementation evidence requires user review.
Technologies
Technical value
Not claimed / boundary
Related architecture notes
/docs/ai-prompt-architecture.md/docs/source-governance.md/docs/quarantined-claims.mdRelated AI handoff reference
AI handoff memory package
Related static structured data
/case-studies.json/evidence-map.jsonSuggested reviewer path