What would I need to verify before relying on a claim about open models for tool-using AI agents?
10/2/2026, 2:36:26 PM · llm:deepseek:deepseek-v4-flash + heuristic (fallback from llm:mimo:mimo-v2.5) on 1 step
No supported answer: no source passed the relevance and evidence checks within this run's limits. The planning questions and SKIP reasons show how the request was interpreted. Clarify the subject or intended meaning before starting another paid job. This does not establish that no relevant evidence exists.
Evidence ledger — supporting quotes
What would need to be verified before relying on a claim about open models for tool-using AI agents?
0%No supporting evidence
What does "open models" mean in the context of tool-using AI agents, and what scope does the term cover?
0%No supporting evidence
What does "tool-using AI agents" mean, and what capabilities or behaviors fall under that term?
0%No supporting evidence
What source reliability or evidence standards apply when evaluating claims about open models for tool-using AI agents?
0%No supporting evidence
Research evidence matrix
Compare research claims with cited sources and inspect recorded excerpts. An empty cell means no inspectable excerpt was recorded; it does not establish whether a claim is true, false, or disputed. Coverage and agent confidence are not measured accuracy.
| Research claim | Inspection status |
|---|---|
| What would need to be verified before relying on a claim about open models for tool-using AI agents? | No inspectable excerpt recorded |
| What does "open models" mean in the context of tool-using AI agents, and what scope does the term cover? | No inspectable excerpt recorded |
| What does "tool-using AI agents" mean, and what capabilities or behaviors fall under that term? | No inspectable excerpt recorded |
| What source reliability or evidence standards apply when evaluating claims about open models for tool-using AI agents? | No inspectable excerpt recorded |
Decision log · 60 steps
Breaking down: "What would I need to verify before relying on a claim about open models for tool-using AI agents?"
Identified 4 research target(s) to investigate; these are not established facts
Deep mode: up to 4 paid/cached/public reads plus one bounded gap-expansion pass when needed.
Web search: 4/4 planned queries attempted, 4 succeeded, 24 public page previews, 0 unavailable queries. Snippets are discovery only. Public reads spend no USDC; model and service operating costs remain separate.
Discovered 21 verified creator source(s) and 29 free public reference(s)
Recalled 60 past runs on this subject — how these sources performed when they were available.
ERC-8004 reputation loaded — composite scores on this subject.
Claim-aware portfolio (exhaustive; bounded selection, not a claim of global optimality) selected 0/0 positive proposal(s): 0 free/cache selections + 0 paid fresh selections, predicting 0/4 claim(s) above the evidence floor with $0.000000/$0.015000 fetch USDC reserved.
Free-preview pre-check found no claim-targeted source worth its toll. No paid fetch will be attempted.
Already cached and still relevant (matches open, agents, source); reuse for free instead of paying again. - free public feed reference; no purchase or creator reward. — free-preview expected value 0.12 is below the 0.12 spend floor, so no toll is authorized.
Already cached and still relevant (matches tool, using, agents); reuse for free instead of paying again. - free public feed reference; no purchase or creator reward. — free-preview expected value 0.12 is below the 0.12 spend floor, so no toll is authorized.
Weak match (only models, agents); not worth 0 USDC. - free public feed reference; no purchase or creator reward.
Weak match (no key terms); not worth 0 USDC. - free public feed reference; no purchase or creator reward.
Weak match (only models); not worth 0 USDC. - free public feed reference; no purchase or creator reward.
Strong topical match on verify, before, tool, agents, addresses sub-claim 1 & 2 & 3 & 4; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.15, minimum 0.45, with a required claim target).
Weak match (only claim); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Weak match (only models, tool, agents); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Strong topical match on need, claim, open, models, using, addresses sub-claim 1 & 2 & 3 & 4; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.23, minimum 0.45, with a required claim target).
Weak match (only before, agents); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Strong topical match on need, open, tool, agents, addresses sub-claim 1 & 2 & 3 & 4; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.15, minimum 0.45, with a required claim target).
Weak match (only verify, tool, agents); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Strong topical match on models, using, agents, capabilities, addresses sub-claim 1 & 2 & 3 & 4; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.15, minimum 0.45, with a required claim target).
Strong topical match on need, claim, tool, agents, apply, addresses sub-claim 1 & 2 & 3 & 4; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.23, minimum 0.45, with a required claim target).
Weak match (only need, verify, claims); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Strong topical match on before, tool, agents, verified, scope, addresses sub-claim 1 & 2 & 3 & 4; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.19, minimum 0.45, with a required claim target).
Weak match (only need, verify, agents); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Weak match (only verify, before, agents); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Weak match (only need, tool); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Strong topical match on before, tool, using, agents, behaviors, addresses sub-claim 1 & 2 & 3 & 4; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.19, minimum 0.45, with a required claim target).
Weak match (only relying, using, agents); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Weak match (only source, claims); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Strong topical match on open, models, tool, agents, cover, addresses sub-claim 1 & 2 & 3 & 4; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.27, minimum 0.45, with a required claim target).
Weak match (only open, models, agents); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Weak match (only open, models, agents); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Weak match (only open, models, source); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Strong topical match on before, open, models, tool, mean, addresses sub-claim 1 & 2 & 3 & 4; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.27, minimum 0.45, with a required claim target).
Weak match (only open, models); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Strong topical match on models, tool, using, agents, addresses sub-claim 1 & 2 & 3 & 4; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.15, minimum 0.45, with a required claim target).
Weak match (only agents); not worth 0.003 USDC.
Weak match (only agents); not worth 0.004 USDC.
Weak match (no key terms); not worth 0.005 USDC.
Weak match (no key terms); not worth 0.003 USDC.
Weak match (no key terms); not worth 0.002 USDC.
Weak match (no key terms); not worth 0.002 USDC.
Weak match (no key terms); not worth 0.002 USDC.
Weak match (only agents); not worth 0.002 USDC.
Weak match (only agents); not worth 0.002 USDC.
Already cached and still relevant (matches open, models, agents, source, apply); reuse for free instead of paying again. — cached bytes are free, but this read does not clear the attention gate (EV 0.19, minimum 0.45, with a required claim target).
Weak match (only open, agents); not worth 0.003 USDC.
Weak match (only agents, source); not worth 0.003 USDC.
Weak match (no key terms); not worth 0.004 USDC.
Weak match (only need, open); not worth 0.003 USDC.
Weak match (only open, source); not worth 0.002 USDC.
Already cached and still relevant (matches using, agents, term); reuse for free instead of paying again. — free-preview expected value 0.12 is below the 0.12 spend floor, so no toll is authorized.
Weak match (no key terms); not worth 0.002 USDC.
Already cached and still relevant (matches open, models, source); reuse for free instead of paying again. — free-preview expected value 0.12 is below the 0.12 spend floor, so no toll is authorized.
Weak match (no key terms); not worth 0.003 USDC.
Weak match (no key terms); not worth 0.002 USDC.
Weak match (only agents, evidence); not worth 0.002 USDC.
Done. Spent $0 across 0 confirmed/simulated payment(s) to creators.
Portable research receipt
Take the evidence trail with you
One deterministic JSON bundle binds the answer, visible decisions, exact article versions, claim evidence and a Circle-settlement snapshot under SHA-256. Retain the digest to detect later changes; the self-check is not a publisher or Keryx signature.
Carries this dispatch’s question as context — never its answer. The next dispatch is read from sources bought for it.