{"id":3121447,"date":"2026-04-10T13:04:58","date_gmt":"2026-04-10T13:04:58","guid":{"rendered":"https:\/\/aivaulttech.com\/?page_id=3121447"},"modified":"2026-04-10T15:52:45","modified_gmt":"2026-04-10T15:52:45","slug":"experimental-design","status":"publish","type":"page","link":"https:\/\/aivaulttech.com\/sk\/ai-vault-research\/experimental-design","title":{"rendered":"Experimental Design"},"content":{"rendered":"
\n

AI Vault Research \u2014 Experimental Design<\/h1>\n

\n This research uses a controlled experimental system embedded within AI Vault Systems Inc. The design combines enterprise operations with formal observation, governance constraints, and repeatable measurement cycles.\n <\/p>\n\n

\n
\n

Research Design<\/h2>\n

\n Qualitative design-science case study with longitudinal observation. The system is observed over repeated operational cycles to assess how changes in AI autonomy and governance influence enterprise behavior.\n <\/p>\n <\/div>\n

\n

Unit of Analysis<\/h2>\n

\n The unit of analysis is the adaptive enterprise system, including AI agents, coordination workflows, governance controls, and tokenized incentive mechanisms.\n <\/p>\n <\/div>\n

\n

Case Context<\/h2>\n

\n AI Vault Systems Inc provides the operational environment. AI Vault Research provides the observational, documentation, and analysis layer.\n <\/p>\n <\/div>\n <\/div>\n\n

\n

Experimental Conditions<\/h2>\n
\n
\n Condition A<\/strong>\n

Human-led operation with AI decision support only.<\/p>\n <\/div>\n

\n Condition B<\/strong>\n

Human-in-the-loop execution with agent recommendations and limited autonomous actions.<\/p>\n <\/div>\n

\n Condition C<\/strong>\n

Governance-constrained autonomous execution with event logging and exception handling.<\/p>\n <\/div>\n <\/div>\n <\/div>\n\n

\n

Five-Layer Research Model<\/h2>\n
    \n
  1. AI Agent Layer:<\/strong> reasoning, recommendation, and automated actions.<\/li>\n
  2. Coordination Layer:<\/strong> agent-to-agent and agent-to-workflow communication.<\/li>\n
  3. Governance Layer:<\/strong> approval thresholds, exception rules, audit trails, and role controls.<\/li>\n
  4. Business Value Layer:<\/strong> operational outcomes, engagement, productivity, and value creation.<\/li>\n
  5. Measurement Layer:<\/strong> logs, metrics, event history, smart-contract data, and dashboard reporting.<\/li>\n <\/ol>\n <\/div>\n\n
    \n

    Observation Logic<\/h2>\n

    \n Each operational cycle is treated as an observable epoch. Within each epoch, AI configuration, governance rules, reward conditions, and enterprise outputs are documented so changes can be traced, compared, and analyzed over time.\n <\/p>\n <\/div>\n<\/section>","protected":false},"excerpt":{"rendered":"

    AI Vault Research \u2014 Experimental Design This research uses a controlled experimental system embedded within AI Vault Systems Inc. The design combines enterprise operations with formal observation, governance constraints, and repeatable measurement cycles. Research Design Qualitative design-science case study with longitudinal observation. The system is observed over repeated operational cycles to assess how changes in […]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":3061447,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-3121447","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/aivaulttech.com\/sk\/wp-json\/wp\/v2\/pages\/3121447","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aivaulttech.com\/sk\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/aivaulttech.com\/sk\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/aivaulttech.com\/sk\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aivaulttech.com\/sk\/wp-json\/wp\/v2\/comments?post=3121447"}],"version-history":[{"count":2,"href":"https:\/\/aivaulttech.com\/sk\/wp-json\/wp\/v2\/pages\/3121447\/revisions"}],"predecessor-version":[{"id":3181448,"href":"https:\/\/aivaulttech.com\/sk\/wp-json\/wp\/v2\/pages\/3121447\/revisions\/3181448"}],"up":[{"embeddable":true,"href":"https:\/\/aivaulttech.com\/sk\/wp-json\/wp\/v2\/pages\/3061447"}],"wp:attachment":[{"href":"https:\/\/aivaulttech.com\/sk\/wp-json\/wp\/v2\/media?parent=3121447"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}