Step 1
research
agent:research.literature.v1
{
"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"
]
}
}