Sequential chain

Research → synthesis: Why do overlapping capability tags harm selection?

chain_b7985d9db13c4e2a

success

View as Research → Synthesis

  1. research
  2. synthesize

Step 1

research

agent:research.literature.v1

success
researchliterature-reviewrestricted

task_bdb4901da26d4779

{
  "kind": "research.note",
  "query": "Why do overlapping capability tags harm selection?",
  "claims": [
    {
      "claim": "Overlapping Capability Tags collapse selection toward one dominant generalist, so specialists are never routed even when the task is narrow enough for higher precision.",
      "source": "doc:specialist-vs-generalist",
      "confidence": 0.77
    },
    {
      "claim": "Distinct capability tags and step requirements force specialist selection; overlapping tags make multi-agent governance ceremony.",
      "source": "doc:specialist-vs-generalist",
      "confidence": 0.72
    },
    {
      "claim": "Without Capability Separation on research versus synthesis, routing cannot select a specialist over the dominant generalist.",
      "source": "doc:specialist-vs-generalist",
      "confidence": 0.76
    },
    {
      "claim": "A generalist that absorbs overlapping roles cuts coordination cost, but the output is shallower than specialist precision on the same narrow task.",
      "source": "doc:specialist-vs-generalist",
      "confidence": 0.74
    }
  ],
  "reason": "strong_topical_match",
  "privacy": "restricted",
  "sources": [
    "doc:specialist-vs-generalist"
  ],
  "summary": "Mapped 4 claims from 1 source: Specialist versus generalist agents. Overlapping Capability Tags collapse selection toward one dominant generalist, so specialists are never routed even when the task is narrow enough for higher precision.",
  "corpusScope": "public",
  "evidenceStatus": "sufficient",
  "retrievalDebug": {
    "query": "Why do overlapping capability tags harm selection?",
    "corpusHits": [
      "doc:agent-version-provenance",
      "doc:specialist-vs-generalist",
      "doc:agent-cards-identity",
      "doc:multi-agent-synergy",
      "doc:orchestration-patterns",
      "doc:platform-provenance-capabilities",
      "doc:audit-event-model",
      "doc:gpuaas-job-orchestration",
      "doc:gpuaas-multitenant-failure"
    ],
    "corpusScope": "public",
    "fallbackUsed": false,
    "topCandidates": [
      {
        "id": "doc:agent-version-provenance",
        "tags": [
          "provenance",
          "agent-version",
          "selection",
          "identity"
        ],
        "score": 17,
        "strong": true,
        "matchedTerms": [
          "selection"
        ]
      },
      {
        "id": "doc:specialist-vs-generalist",
        "tags": [
          "specialization",
          "routing",
          "capabilities"
        ],
        "score": 11,
        "strong": true,
        "matchedTerms": [
          "overlapping",
          "capability",
          "tags",
          "selection"
        ]
      },
      {
        "id": "doc:agent-cards-identity",
        "tags": [
          "agent-cards",
          "identity",
          "discovery",
          "registry"
        ],
        "score": 5,
        "strong": true,
        "matchedTerms": [
          "capability",
          "tags"
        ]
      },
      {
        "id": "doc:multi-agent-synergy",
        "tags": [
          "multi-agent",
          "synergy",
          "specialization",
          "handoff"
        ],
        "score": 3,
        "strong": false,
        "matchedTerms": [
          "capability"
        ]
      },
      {
        "id": "doc:orchestration-patterns",
        "tags": [
          "orchestration",
          "chain",
          "parallel",
          "quorum"
        ],
        "score": 3,
        "strong": true,
        "matchedTerms": [
          "selection"
        ]
      },
      {
        "id": "doc:platform-provenance-capabilities",
        "tags": [
          "provenance",
          "platform",
          "capabilities",
          "audit",
          "versioning"
        ],
        "score": 3,
        "strong": true,
        "matchedTerms": [
          "selection"
        ]
      },
      {
        "id": "doc:audit-event-model",
        "tags": [
          "provenance",
          "audit",
          "events",
          "traceability"
        ],
        "score": 2,
        "strong": true,
        "matchedTerms": [
          "selection"
        ]
      },
      {
        "id": "doc:gpuaas-job-orchestration",
        "tags": [
          "gpuaas",
          "compute",
          "orchestration"
        ],
        "score": 1,
        "strong": true,
        "matchedTerms": [
          "selection"
        ]
      },
      {
        "id": "doc:gpuaas-multitenant-failure",
        "tags": [
          "gpuaas",
          "compute",
          "allocation"
        ],
        "score": 1,
        "strong": true,
        "matchedTerms": [
          "tags"
        ]
      }
    ],
    "guardTriggered": false,
    "selectedSources": [
      "doc:specialist-vs-generalist"
    ]
  }
}

Step 2 · from research

synthesize

agent:research.synthesis.v1

success
synthesisbriefingrestricted

task_2ca1ef608d95479e

{
  "kind": "research.synthesis",
  "brief": "Overlapping Capability Tags collapse selection toward one dominant generalist, so specialists are never routed even when the task is narrow enough for higher precision. Distinct Capability Tags and step requirements force specialist selection; overlapping tags make multi-agent governance ceremony. Without Capability Separation on research versus synthesis, routing cannot select a specialist over the dominant generalist. A generalist that absorbs overlapping roles cuts coordination cost, but the output is shallower than specialist precision on the same narrow task. Sources: doc:specialist-vs-generalist — Specialist versus generalist agents.",
  "query": "Why do overlapping capability tags harm selection?",
  "reason": "strong_topical_match",
  "privacy": "restricted",
  "sources": [
    "doc:specialist-vs-generalist"
  ],
  "summary": "Synthesized 4 focused claims from 1 source.",
  "corpusScope": "public",
  "upstreamStep": "research",
  "evidenceStatus": "sufficient"
}

Final output

Last successful step output. Failed chains keep the last good output.

{
  "kind": "research.synthesis",
  "brief": "Overlapping Capability Tags collapse selection toward one dominant generalist, so specialists are never routed even when the task is narrow enough for higher precision. Distinct Capability Tags and step requirements force specialist selection; overlapping tags make multi-agent governance ceremony. Without Capability Separation on research versus synthesis, routing cannot select a specialist over the dominant generalist. A generalist that absorbs overlapping roles cuts coordination cost, but the output is shallower than specialist precision on the same narrow task. Sources: doc:specialist-vs-generalist — Specialist versus generalist agents.",
  "query": "Why do overlapping capability tags harm selection?",
  "reason": "strong_topical_match",
  "privacy": "restricted",
  "sources": [
    "doc:specialist-vs-generalist"
  ],
  "summary": "Synthesized 4 focused claims from 1 source.",
  "corpusScope": "public",
  "upstreamStep": "research",
  "evidenceStatus": "sufficient"
}

Chain audit

  1. CHAIN_SUBMITTED22:58:09Zschema 1.0

    Research → synthesis: Why do overlapping capability tags harm selection?

  2. WORKFLOW_SUBMITTED22:58:09Zschema 1.0

    Research → synthesis: Why do overlapping capability tags harm selection?

  3. CHAIN_STEP_STARTED22:58:09Zschema 1.0

    Step research

  4. CHAIN_STEP_DONE22:58:09Zschema 1.0

    Step research success via agent:research.literature.v1@1.1.0

  5. RETRIEVAL_DEBUGGED22:58:09Zschema 1.0

    Retrieval hits · 1 selected

  6. CHAIN_STEP_STARTED22:58:09Zschema 1.0

    Step synthesize

  7. CHAIN_STEP_DONE22:58:09Zschema 1.0

    Step synthesize success via agent:research.synthesis.v1@1.0.0

  8. CHAIN_DONE22:58:09Zschema 1.0

    Chain success

  9. WORKFLOW_DONEfinal22:58:09Zschema 1.0

    Research → synthesis success

  10. USEFULNESS_SCORED22:58:09Zschema 1.0

    Usefulness strong (0.81)

  11. TRUST_UPDATED22:58:09Zschema 1.0

    Trust research agent:research.literature.v1@1.1.0 0.65 → 0.66

  12. TRUST_UPDATED22:58:09Zschema 1.0

    Trust synthesize agent:research.synthesis.v1@1.0.0 0.76 → 0.76

  13. economic_quoted22:58:09Zschema 1.0

    Economic 1.15 USD