{
  "schema_version": "0.1.0",
  "id": "BH-RL-2026-0004",
  "slug": "local-first-ai-infrastructure",
  "title": "Local-First AI Infrastructure and Sovereign Inference",
  "canonical_url": "https://www.blue-hand.org/research/local-first-ai-infrastructure/",
  "abstract": "A Bluehand research artifact positioning local-first and frontier-hybrid inference as a practical infrastructure strategy for privacy, latency, cost control, and operational sovereignty.",
  "problem": "AI systems that depend entirely on centralized frontier APIs can create cost, privacy, availability, and sovereignty constraints.",
  "purpose": "Frame local-first AI as a practical infrastructure stance for privacy, latency, cost control, and user/organizational autonomy.",
  "takeaway": "Bluehand views local-first AI as an operational design choice, not a purity claim.",
  "authority_class": "canonical_public",
  "do_not_infer": [
    "Do not infer that local models are always superior or that frontier APIs are rejected."
  ],
  "citation_text": "Local-First AI Infrastructure and Sovereign Inference (BH-RL-2026-0004). Bluehand Research. https://www.blue-hand.org/research/local-first-ai-infrastructure/",
  "related_objects": [
    "governed-agent-execution",
    "personalized-generalized-interface",
    "semantic-governance"
  ],
  "source_hash": "dbe75c2855480f2ddd93754e87fcf82c3b24a53f79e690111d40147289917806",
  "last_compiled_at": "2026-06-13T02:43:49.022Z",
  "source_commit": "0c0acb75cdda8855f181a7f77c49cb3b6036d732",
  "governed_by": "/schemas/research-object.schema.json"
}