If I were building a paid research agent, how would a hard source-spending budget for research agents affect a design decision?
10/2/2026, 5:05:27 PM · llm:deepseek:deepseek-v4-flash + heuristic (fallback from llm:cloudflare:@cf/meta/llama-3.3-70b-instruct-fp8-fast) (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
How would a hard source-spending budget for research agents affect a design decision when building a paid research agent?
0%No supporting evidence
What does "hard source-spending budget" mean in the context of research agents?
0%No supporting evidence
How do paid research agents typically manage or enforce spending limits on sources?
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 |
|---|---|
| How would a hard source-spending budget for research agents affect a design decision when building a paid research agent? | No inspectable excerpt recorded |
| What does "hard source-spending budget" mean in the context of research agents? | No inspectable excerpt recorded |
| How do paid research agents typically manage or enforce spending limits on sources? | No inspectable excerpt recorded |
Decision log · 60 steps
Breaking down: "If I were building a paid research agent, how would a hard source-spending budget for research agents affect a design decision?"
Identified 3 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 0/3 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 building, agents); reuse for free instead of paying again. - free public feed reference; no purchase or creator reward. — free-preview expected value 0.10 is below the 0.12 spend floor, so no toll is authorized.
Already cached and still relevant (matches agent, agents, context); reuse for free instead of paying again. - free public feed reference; no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.16, minimum 0.45, with a required claim target).
Already cached and still relevant (matches building, research, agent, agents); reuse for free instead of paying again. - free public feed reference; no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.21, minimum 0.45, with a required claim target).
Already cached and still relevant (matches research, hard); reuse for free instead of paying again. - free public feed reference; no purchase or creator reward. — free-preview expected value 0.10 is below the 0.12 spend floor, so no toll is authorized.
Weak match (no key terms); not worth 0 USDC. - free public feed reference; no purchase or creator reward.
Strong topical match on agent, budget, decision, addresses sub-claim 1; 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 0.16, minimum 0.45, with a required claim target).
Strong topical match on research, budget, design, addresses sub-claim 1 & 2; 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 0.16, minimum 0.45, with a required claim target).
Strong topical match on agent, hard, budget, agents, mean, addresses sub-claim 1 & 2; 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 0.26, minimum 0.45, with a required claim target).
Strong topical match on agent, budget, design, addresses sub-claim 1; 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 0.16, minimum 0.45, with a required claim target).
Strong topical match on research, agent, source, agents, decision, addresses sub-claim 1 & 2 & 3; 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 0.26, minimum 0.45, with a required claim target).
Strong topical match on research, spending, budget, affect, design, addresses sub-claim 1 & 2 & 3; 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 0.26, minimum 0.45, with a required claim target).
Strong topical match on agent, spending, budget, agents, decision, addresses sub-claim 1 & 2 & 3; 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 0.26, minimum 0.45, with a required claim target).
Strong topical match on building, research, spending, budget, decision, addresses sub-claim 1 & 2 & 3; 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 0.32, minimum 0.45, with a required claim target).
Weak match (only agent, budget); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Weak match (only research, budget); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Strong topical match on building, research, agent, design, addresses sub-claim 1; 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 0.21, minimum 0.45, with a required claim target).
Strong topical match on research, agent, agents, addresses sub-claim 1 & 2 & 3; 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 0.16, minimum 0.45, with a required claim target).
Weak match (only research, agents); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Strong topical match on agent, hard, source, addresses sub-claim 1 & 2; 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 0.16, minimum 0.45, with a required claim target).
Strong topical match on agent, agents, design, addresses sub-claim 1; 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 0.16, minimum 0.45, with a required claim target).
Strong topical match on research, agent, hard, source, budget, addresses sub-claim 1 & 2 & 3; 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 0.32, minimum 0.45, with a required claim target).
Strong topical match on research, agent, hard, source, spending, addresses sub-claim 1 & 2 & 3; 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 0.37, minimum 0.45, with a required claim target).
Strong topical match on hard, source, budget, addresses sub-claim 1 & 2; 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 0.16, minimum 0.45, with a required claim target).
Strong topical match on research, agent, hard, spending, agents, addresses sub-claim 1 & 2 & 3; 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 0.26, minimum 0.45, with a required claim target).
Strong topical match on research, spending, budget, addresses sub-claim 1 & 2 & 3; 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 0.16, minimum 0.45, with a required claim target).
Strong topical match on building, budget, decision, addresses sub-claim 1; 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 0.16, minimum 0.45, with a required claim target).
Weak match (only research, agent); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Strong topical match on paid, budget, agents, affect, context, addresses sub-claim 1 & 2 & 3; 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 0.32, minimum 0.45, with a required claim target).
Strong topical match on research, spending, budget, addresses sub-claim 1 & 2 & 3; 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 0.16, minimum 0.45, with a required claim target).
Already cached and still relevant (matches budget, agents); reuse for free instead of paying again. — free-preview expected value 0.10 is below the 0.12 spend floor, so no toll is authorized.
Already cached and still relevant (matches agent, agents); reuse for free instead of paying again. — free-preview expected value 0.10 is below the 0.12 spend floor, so no toll is authorized.
Weak match (no key terms); not worth 0.005 USDC.
Weak match (no key terms); not worth 0.003 USDC.
Weak match (only building); not worth 0.002 USDC.
Weak match (no key terms); not worth 0.002 USDC.
Already cached and still relevant (matches agent, hard, agents); reuse for free instead of paying again. — cached bytes are free, but this read does not clear the attention gate (EV 0.16, minimum 0.45, with a required claim target).
Weak match (only agents); not worth 0.002 USDC.
Weak match (only building, mean); not worth 0.002 USDC.
Already cached and still relevant (matches source, agents); reuse for free instead of paying again. — free-preview expected value 0.10 is below the 0.12 spend floor, so no toll is authorized.
Weak match (only agent, agents); not worth 0.003 USDC.
Weak match (only source, agents); not worth 0.003 USDC.
Weak match (only building); not worth 0.004 USDC.
Weak match (no key terms); not worth 0.003 USDC.
Weak match (no key terms); not worth 0.002 USDC.
Already cached and still relevant (matches paid, spending); reuse for free instead of paying again. — free-preview expected value 0.10 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 agent, source); reuse for free instead of paying again. — free-preview expected value 0.10 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.
Already cached and still relevant (matches paid, research, agents); reuse for free instead of paying again. — cached bytes are free, but this read does not clear the attention gate (EV 0.16, minimum 0.45, with a required claim target).
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.