{
  "schemaVersion": 3,
  "id": "article:ai-delegation-orchestration-04-control-loci-not-human-managers",
  "slug": "ai-delegation-orchestration-04-control-loci-not-human-managers",
  "title": "Control Loci, Not Human Managers: An Agent-Native Routing Model",
  "canonicalPath": "/articles/ai-delegation-orchestration-04-control-loci-not-human-managers/",
  "sourcePath": "content/articles/2026/ai-delegation-orchestration-04-control-loci-not-human-managers/article.md",
  "agentBriefPath": "content/articles/2026/ai-delegation-orchestration-04-control-loci-not-human-managers/agent.md",
  "thesis": "Agent systems should route decisions to the right control locus instead of copying human management structures or escalating every uncertainty to a person.",
  "status": "published",
  "maturity": "sprout",
  "publishedAt": "2026-06-28",
  "updatedAt": "2026-06-28",
  "audiences": [
    "builders",
    "researchers",
    "students",
    "agents"
  ],
  "topics": [
    "ai-agents",
    "agent-orchestration",
    "human-ai-interaction"
  ],
  "series": {
    "slug": "ai-delegation-orchestration",
    "title": "AI Delegation Orchestration",
    "season": "Season 1",
    "order": 4,
    "role": "chapter"
  },
  "claims": [
    {
      "id": "claim-001",
      "claim": "Agent systems should route decisions to the right control locus instead of copying human management structures or escalating every uncertainty to a person.",
      "confidence": "medium",
      "status": "argument",
      "verification": {
        "reviewedAt": "2026-06-28",
        "reviewer": "human-publication-approval",
        "status": "verified"
      },
      "evidence": [
        {
          "sourceId": "source-bainbridge-ironies-automation",
          "snippet": "Automation research warns that human supervisors can be given difficult residual control tasks after automation handles routine work.",
          "supports": "background",
          "assessedAt": "2026-06-28"
        },
        {
          "sourceId": "source-lee-see-trust-automation",
          "snippet": "Trust-in-automation research supports calibrating reliance through evidence, context, and system behavior rather than titles.",
          "supports": "background",
          "assessedAt": "2026-06-28"
        },
        {
          "sourceId": "source-amershi-human-ai-guidelines",
          "snippet": "Human-AI interaction guidelines support clear handoffs, status, feedback, and recoverability in AI-assisted systems.",
          "supports": "indirect",
          "assessedAt": "2026-06-28"
        },
        {
          "sourceId": "source-openai-agents-hitl",
          "snippet": "Human-in-the-loop mechanisms show how control can be modeled as interruptible workflow states instead of human-style hierarchy.",
          "supports": "indirect",
          "assessedAt": "2026-06-28"
        }
      ],
      "counterevidence": [
        {
          "summary": "The delegation record and next-best-control models are proposed design primitives, not accepted standards.",
          "assessedAt": "2026-06-28"
        }
      ]
    }
  ],
  "sources": [
    {
      "id": "source-bainbridge-ironies-automation",
      "title": "Bainbridge, Ironies of Automation",
      "url": "https://ckrybus.com/static/papers/Bainbridge_1983_Automatica.pdf",
      "type": "paper",
      "accessed": "2026-06-28"
    },
    {
      "id": "source-lee-see-trust-automation",
      "title": "Lee and See, Trust in Automation",
      "url": "https://journals.sagepub.com/doi/10.1518/hfes.46.1.50_30392",
      "type": "paper",
      "accessed": "2026-06-28"
    },
    {
      "id": "source-amershi-human-ai-guidelines",
      "title": "Amershi et al., Guidelines for Human-AI Interaction",
      "url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2019/01/Guidelines-for-Human-AI-Interaction-camera-ready.pdf",
      "type": "paper",
      "accessed": "2026-06-28"
    },
    {
      "id": "source-openai-agents-hitl",
      "title": "OpenAI Agents SDK human-in-the-loop documentation",
      "url": "https://openai.github.io/openai-agents-python/human_in_the_loop/",
      "type": "documentation",
      "accessed": "2026-06-28"
    }
  ],
  "related": [
    {
      "type": "topic",
      "id": "topic:ai-agents"
    },
    {
      "type": "article",
      "id": "article:agent-control-planes"
    }
  ],
  "agentInstructions": [
    "Use claim IDs as the retrieval unit.",
    "Treat maturity=sprout as an exploratory uncertainty marker.",
    "Do not present proposed orchestration patterns as accepted standards.",
    "Keep examples generic and detached from private implementations."
  ],
  "provenance": {
    "createdAt": "2026-06-28",
    "createdBy": "codex-agent",
    "agents": [
      {
        "role": "drafting-and-site-preview",
        "model": "gpt-5",
        "invokedAt": "2026-06-28",
        "inputHash": "sha256:1164e89d6555d2858235307980458011bb415860eb52dda339afcd435462bf1b",
        "outputHash": "sha256:09baf39e394751119d07b467c8ef1cd9fc73de00919a1d8a006c5ce475317fcb"
      }
    ],
    "reviews": [
      {
        "reviewer": "sibling-agent",
        "reviewedAt": "2026-06-28",
        "status": "commented",
        "scope": [
          "series structure",
          "evidence anchoring",
          "privacy"
        ],
        "notes": "Earlier sibling review identified source-ledger gaps; those gaps were resolved before publication with article-specific source alignment.",
        "resolvedAt": "2026-06-28"
      },
      {
        "reviewer": "human",
        "reviewedAt": "2026-06-28",
        "status": "approved",
        "scope": [
          "publication",
          "reader experience",
          "privacy",
          "series structure"
        ],
        "notes": "Human maintainer approved the local preview for website publication after article layout, reading-flow, privacy, and series-structure review.",
        "contentHash": "a0c3da183c0d5c7717e600ae241a747ade64f18bce8732bf871f6289868a7a00"
      },
      {
        "reviewer": "sibling-agent",
        "reviewedAt": "2026-06-28",
        "status": "approved",
        "scope": [
          "publication-gate",
          "source alignment",
          "provenance",
          "privacy",
          "generated artifacts"
        ],
        "notes": "Independent sibling review approved the final publication packet with no blocking findings after source-ledger, provenance, privacy, and generated-artifact checks.",
        "contentHash": "a0c3da183c0d5c7717e600ae241a747ade64f18bce8732bf871f6289868a7a00"
      }
    ],
    "policy": {
      "id": "policy:default",
      "version": "1.0.0"
    }
  },
  "contentHash": "a0c3da183c0d5c7717e600ae241a747ade64f18bce8732bf871f6289868a7a00",
  "generatedAt": "2026-06-29T00:00:00.000Z",
  "articleUrl": "https://aura-knowledge.github.io/articles/ai-delegation-orchestration-04-control-loci-not-human-managers/",
  "agentJsonPath": "/agents/articles/ai-delegation-orchestration-04-control-loci-not-human-managers.json",
  "agentMarkdownPath": "/agents/articles/ai-delegation-orchestration-04-control-loci-not-human-managers.md",
  "sourceRepoPath": "content/articles/2026/ai-delegation-orchestration-04-control-loci-not-human-managers/article.md",
  "sourceGitHubUrl": "https://github.com/aura-knowledge/aura-knowledge.github.io/blob/main/content/articles/2026/ai-delegation-orchestration-04-control-loci-not-human-managers/article.md",
  "tokenEstimate": 179,
  "sectionOutline": []
}
