Orchestrator task

Map sources and draft a research note on: Spot vs reserved GPU capacity?

task_eacbabf4097545b8

Chain chain_728b9abc00de4082 · research

done

pending
selected
routed
done

Privacy: restricted
Max agents: 1
Retries: 0 / 1
Tool max: agent policy
Winner: agent:research.gpuaas.v1@1.0.0
Model: orchestrator.select.v1

balanced

capability

45%

trust

25%

audit

15%

endpoint

15%

researchliterature-reviewgpuaas

Winner

gpuaas-research

agent:research.gpuaas.v1

84.7total

Capability

100.0

Trust

50.0

Audit

50.0

Endpoint

100.0

a2a · https://agents.example/gpuaas-research

Ranking

Hard filters first (including MCP tool policy), then weighted score. Policy denials are eligibility failures, not score penalties.

#	Agent	Match	Trust	Audit	Total	Decision
1	gpuaas-research agent:research.gpuaas.v1 · v1.0.0 agentrestrictedactive	100.0 tag · research	—	pending	84.7 base 80.0 · n=9	Winner
2	literature-research agent:research.literature.v1 · v1.1.0 agentrestrictedactive	72.7 tag · research	74	pending	77.6 base 73.7 · n=40	Eligible · #2
3	provenance-research agent:research.provenance.v1 · v1.0.0 agentconfidentialprivate	62.0 tag · research	—	pending	63.6 base 62.9 · n=1	Eligible · #3
—	aiorchestrator agent:orchestrator.core.v1 · v0.9.0 orchestratorrestrictedactive	0.0	94	passed	—	no_capabilityNo capability, skill, tag, or keyword matched the task requirements
—	aipricing agent:pricing.engine.v1 · v0.8.2 servicepublicactive	0.0	67	pending	—	no_capabilityNo capability, skill, tag, or keyword matched the task requirements
—	aismartcontract agent:contract.escrow.v1 · v0.7.0 servicerestrictedactive	0.0	71	pending	—	no_capabilityNo capability, skill, tag, or keyword matched the task requirements
—	bay-arm agent:robot.bay.arm.v1 · v1.0.0 robotrestrictedactive	0.0	71	pending	—	no_capabilityNo capability, skill, tag, or keyword matched the task requirements
—	compute-market agent:compute.market.v1 · v0.6.0 servicepublicmaintenance	0.0	38	none	—	inactiveStatus is maintenance — only active agents are eligible
—	docsreader agent:devtools.docsreader.v1 · v1.0.0 agentpublicactiveMCP github-mcpread-only · read	0.0	71	passed	—	no_capabilityNo capability, skill, tag, or keyword matched the task requirements
—	issuewright agent:devtools.issuewright.v1 · v1.0.0 agentpublicactiveMCP github-mcprestricted-write · write	0.0	68	passed	—	no_capabilityNo capability, skill, tag, or keyword matched the task requirements
—	memory-vault agent:memory.vault.v1 · v1.1.0 serviceconfidentialactive	0.0	86	passed	—	no_capabilityNo capability, skill, tag, or keyword matched the task requirements
—	mystery-tools agent:devtools.mystery.v1 · v1.0.0 agentpublicactiveMCP opaque-mcprestricted-write · write	0.0	—	none	—	no_capabilityNo capability, skill, tag, or keyword matched the task requirements
—	privacy-router agent:privacy.router.v1 · v0.5.1 serviceconfidentialactive	0.0	89	passed	—	no_capabilityNo capability, skill, tag, or keyword matched the task requirements
—	protocol-synthesis agent:research.synthesis.v1 · v1.0.0 agentrestrictedactive	0.0	81	passed	—	no_capabilityNo capability, skill, tag, or keyword matched the task requirements
—	repoadmin agent:devtools.repoadmin.v1 · v1.0.0 agentpublicactiveMCP github-mcprestricted-write · write	0.0	40	pending	—	no_capabilityNo capability, skill, tag, or keyword matched the task requirements
—	trust-scorer agent:trust.score.v1 · v0.4.0 meta-agentpublicactive	0.0	91	passed	—	no_capabilityNo capability, skill, tag, or keyword matched the task requirements

Audit log

Evidence pack for this task. Filter the trail, then download JSON. Credential-shaped keys are stripped. Mixed 1.0 and legacy rows render together.

Events: 19
Policy evaluated: 0
Policy denied: 0

TASK_SUBMITTED2026-09-28T22:58:10.030Zschema 1.0
Map sources and draft a research note on: Spot vs reserved GPU capacity?
RANKED2026-09-28T22:58:10.045Zschema 1.0
Selected gpuaas-research (agent:research.gpuaas.v1@1.0.0) score 84.7 using balanced role research. Best match tag "research"; outcomeTrust 0.78 n=9 weight 6 base 80 effective 84.7; audit pending. Next: literature-research (77.6)
agent:research.gpuaas.v1@1.0.0
HARD_FILTER_REJECTEDno_capability2026-09-28T22:58:10.048Zschema 1.0
No capability, skill, tag, or keyword matched the task requirements
agent:orchestrator.core.v1@0.9.0
HARD_FILTER_REJECTEDno_capability2026-09-28T22:58:10.050Zschema 1.0
No capability, skill, tag, or keyword matched the task requirements
agent:pricing.engine.v1@0.8.2
HARD_FILTER_REJECTEDno_capability2026-09-28T22:58:10.053Zschema 1.0
No capability, skill, tag, or keyword matched the task requirements
agent:contract.escrow.v1@0.7.0
HARD_FILTER_REJECTEDno_capability2026-09-28T22:58:10.055Zschema 1.0
No capability, skill, tag, or keyword matched the task requirements
agent:robot.bay.arm.v1@1.0.0
HARD_FILTER_REJECTEDinactive2026-09-28T22:58:10.058Zschema 1.0
Status is maintenance — only active agents are eligible
agent:compute.market.v1@0.6.0
HARD_FILTER_REJECTEDno_capability2026-09-28T22:58:10.060Zschema 1.0
No capability, skill, tag, or keyword matched the task requirements
agent:devtools.docsreader.v1@1.0.0
HARD_FILTER_REJECTEDno_capability2026-09-28T22:58:10.063Zschema 1.0
No capability, skill, tag, or keyword matched the task requirements
agent:devtools.issuewright.v1@1.0.0
HARD_FILTER_REJECTEDno_capability2026-09-28T22:58:10.065Zschema 1.0
No capability, skill, tag, or keyword matched the task requirements
agent:memory.vault.v1@1.1.0
HARD_FILTER_REJECTEDno_capability2026-09-28T22:58:10.068Zschema 1.0
No capability, skill, tag, or keyword matched the task requirements
agent:devtools.mystery.v1@1.0.0
HARD_FILTER_REJECTEDno_capability2026-09-28T22:58:10.070Zschema 1.0
No capability, skill, tag, or keyword matched the task requirements
agent:privacy.router.v1@0.5.1
HARD_FILTER_REJECTEDno_capability2026-09-28T22:58:10.073Zschema 1.0
No capability, skill, tag, or keyword matched the task requirements
agent:research.synthesis.v1@1.0.0
HARD_FILTER_REJECTEDno_capability2026-09-28T22:58:10.075Zschema 1.0
No capability, skill, tag, or keyword matched the task requirements
agent:devtools.repoadmin.v1@1.0.0
HARD_FILTER_REJECTEDno_capability2026-09-28T22:58:10.078Zschema 1.0
No capability, skill, tag, or keyword matched the task requirements
agent:trust.score.v1@0.4.0
SELECTED2026-09-28T22:58:10.080Zschema 1.0
Winner gpuaas-research (agent:research.gpuaas.v1@1.0.0) effective 84.7.
agent:research.gpuaas.v1@1.0.0
ROUTED2026-09-28T22:58:10.088Zschema 1.0
Routed to https://agents.example/gpuaas-research via a2a.
agent:research.gpuaas.v1
RESULT_RECEIVED2026-09-28T22:58:10.097Zschema 1.0
Result success from agent:research.gpuaas.v1.
agent:research.gpuaas.v1
TASK_DONEfinal2026-09-28T22:58:10.103Zschema 1.0
Task success by agent:research.gpuaas.v1.
agent:research.gpuaas.v1

New task

Result

Standardized agent result. Stored by taskId; retries keep prior attempts.

agent:research.gpuaas.v1

success

Attempt: 1
Latency: 54 ms
Tokens: 595

agentcard://result/task_eacbabf4097545b8

{
  "kind": "research.note",
  "query": "Spot vs reserved GPU capacity?",
  "claims": [
    {
      "claim": "Spot GPU slices cut expected spend but can be reclaimed, so long jobs pay a preemption tax.",
      "source": "doc:gpuaas-spot-reserved",
      "confidence": 0.92
    },
    {
      "claim": "Burst or exploratory jobs usually fit spot; training runs with costly checkpoints usually fit reserved.",
      "source": "doc:gpuaas-spot-reserved",
      "confidence": 0.87
    },
    {
      "claim": "Reserved GPU slices trade a commitment cost for a lower chance of interruption and more predictable start times.",
      "source": "doc:gpuaas-spot-reserved",
      "confidence": 0.89
    },
    {
      "claim": "The tradeoff is interruption risk versus commitment, not a vendor catalog.",
      "source": "doc:gpuaas-spot-reserved",
      "confidence": 0.84
    }
  ],
  "reason": "strong_topical_match",
  "privacy": "restricted",
  "sources": [
    "doc:gpuaas-spot-reserved"
  ],
  "summary": "Mapped 4 claims from 1 source: Spot versus reserved GPU tradeoffs. Spot GPU slices cut expected spend but can be reclaimed, so long jobs pay a preemption tax.",
  "corpusScope": "public",
  "evidenceStatus": "sufficient",
  "retrievalDebug": {
    "query": "Spot vs reserved GPU capacity?",
    "corpusHits": [
      "doc:gpuaas-spot-reserved",
      "doc:gpuaas-allocation-basics",
      "doc:gpuaas-bid-ranking",
      "doc:gpuaas-job-orchestration",
      "doc:gpuaas-multitenant-failure",
      "doc:gpuaas-utilization-signals",
      "doc:multi-agent-synergy"
    ],
    "corpusScope": "public",
    "fallbackUsed": false,
    "topCandidates": [
      {
        "id": "doc:gpuaas-spot-reserved",
        "tags": [
          "gpuaas",
          "compute",
          "allocation"
        ],
        "score": 45,
        "strong": true,
        "matchedTerms": [
          "spot",
          "reserved",
          "gpu"
        ]
      },
      {
        "id": "doc:gpuaas-allocation-basics",
        "tags": [
          "gpuaas",
          "compute",
          "allocation"
        ],
        "score": 19,
        "strong": true,
        "matchedTerms": [
          "gpu"
        ]
      },
      {
        "id": "doc:gpuaas-bid-ranking",
        "tags": [
          "gpuaas",
          "compute",
          "allocation",
          "research"
        ],
        "score": 19,
        "strong": true,
        "matchedTerms": [
          "gpu"
        ]
      },
      {
        "id": "doc:gpuaas-job-orchestration",
        "tags": [
          "gpuaas",
          "compute",
          "orchestration"
        ],
        "score": 19,
        "strong": true,
        "matchedTerms": [
          "gpu"
        ]
      },
      {
        "id": "doc:gpuaas-multitenant-failure",
        "tags": [
          "gpuaas",
          "compute",
          "allocation"
        ],
        "score": 19,
        "strong": true,
        "matchedTerms": [
          "gpu"
        ]
      },
      {
        "id": "doc:gpuaas-utilization-signals",
        "tags": [
          "gpuaas",
          "compute",
          "allocation"
        ],
        "score": 17,
        "strong": true,
        "matchedTerms": [
          "gpu"
        ]
      },
      {
        "id": "doc:multi-agent-synergy",
        "tags": [
          "multi-agent",
          "synergy",
          "specialization",
          "handoff"
        ],
        "score": 2,
        "strong": false,
        "matchedTerms": []
      }
    ],
    "guardTriggered": false,
    "selectedSources": [
      "doc:gpuaas-spot-reserved"
    ]
  }
}