{
  "schema_version": "0.1.0",
  "id": "BH-RL-2026-0001",
  "slug": "personalized-generalized-interface",
  "title": "Personalized Generalized Interfaces for Agentic Workflow Orchestration",
  "canonical_url": "https://www.blue-hand.org/research/personalized-generalized-interface/",
  "abstract": "Bluehand’s research brief on personalized generalized interfaces: memory-aware interaction, relationship continuity, hybrid model routing, and agentic workflow execution as a practical infrastructure direction.",
  "problem": "People repeatedly reconstruct context across apps, assistants, calendars, files, and workflows; current interfaces rarely preserve relational continuity or route intent through the best execution substrate.",
  "purpose": "Orient readers to Bluehand’s interface thesis: generalized interfaces should become continuity-aware operational environments rather than isolated prompt boxes.",
  "takeaway": "Bluehand is exploring the interface layer as an AI infrastructure problem, not as a chatbot wrapper.",
  "authority_class": "canonical_public",
  "do_not_infer": [
    "Do not infer a fully productionized personal operating system or autonomous assistant."
  ],
  "citation_text": "Personalized Generalized Interfaces for Agentic Workflow Orchestration (BH-RL-2026-0001). Bluehand Research. https://www.blue-hand.org/research/personalized-generalized-interface/",
  "related_objects": [
    "lineage-aware-memory",
    "governed-agent-execution",
    "local-first-ai-infrastructure",
    "semantic-governance"
  ],
  "source_hash": "aae8693a1b6f895f12ce57938c3fda8fb7c2d89e0ba7ef10d0fc4510a76b71bc",
  "last_compiled_at": "2026-06-13T02:43:49.022Z",
  "source_commit": "0c0acb75cdda8855f181a7f77c49cb3b6036d732",
  "governed_by": "/schemas/research-object.schema.json"
}