When should a reading agent stop buying sources and just answer?
8/2/2026, 4:20:41 AM · llm:deepseek:deepseek-v4-pro + llm:deepseek:deepseek-v4-flash on 1 step
The dispatch, itemised.
Breaking down: "When should a reading agent stop buying sources and just answer?"
Identified 4 sub-claim(s) to support
Discovered 20 verified source(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.
Stablecoin budgets are the unit of account for agents, directly supporting the budget-expended and EV-of-information stopping criteria.
Directly addresses budget-driven agent decision-making and x402 payments, making it the strongest evidence for when to stop buying sources.
Per-citation payment weights and nanopayment cost floors inform whether additional sources are worth their price.
AI agent triage on protocol code is tangentially relevant but does not address when to stop buying sources.
Idempotency keys prevent double-spends but do not provide evidence about when to stop acquiring sources.
Settlement latency benchmarks do not provide evidence about when to stop acquiring sources.
Stripe Blog content covers disputes and travel trends, not stopping criteria for reading agents.
Cross-protocol payment timing is not directly relevant to source-acquisition stopping criteria.
General AI agent posts are not on-topic enough to change the answer on stopping rules.
AI industry news and model releases are not relevant to stopping source acquisition.
Cryptography and Ethereum philosophy do not address when to stop buying sources.
Gardening content is unrelated to reading-agent source acquisition.
Retro hardware restoration is unrelated to the question.
General crypto news does not inform reading-agent stopping rules.
Machine learning and robotics content is unrelated to source-acquisition stopping criteria.
Coinbase regulatory and business news is unrelated to the question.
Crypto exchange news and model reviews are irrelevant to stopping rules.
General crypto market news does not inform when to stop buying sources.
Esoteric and occult content is completely unrelated.
Lifestyle and travel content is completely unrelated.
Agent spend wallet ready: 0x29028Fe1122E17Fe7863A22701e863FE4DaE1aFB (balance sufficient)
Reused cached Stablecoin Ledger (free) — S1
Reused cached Agent Economy Weekly (free) — S2
Reused cached Onchain Micropayments Digest (free) — S3
Sub-claim "The expected value of information from additional sources is…": 80% covered by S2, S1 — S2 explicitly discusses choosing sources worth paying for and stopping when enough read, S1 mentions pricing expected value against cost.
Sub-claim "The current answer has a confidence level above a predetermi…": 20% covered — No source mentions confidence levels or predetermined thresholds. S2's 'read enough to stop' could imply a confidence threshold but is not explicit.
Sub-claim "The remaining sources are unlikely to change the answer": 50% covered by S2 — S2 implies that after reading enough, further sources won't change the decision, but it's not directly stated.
Sub-claim "The budget for source acquisition has been expended": 70% covered by S2 — S2 explicitly mentions hard budget and emergent frugality from budget constraints.
Claim 2 has low coverage (0.2) but none of the affordable skipped sources clearly address confidence thresholds or decision-theoretic stopping criteria for reading agents. The most relevant gathered source (S2) implicitly covers concepts related to stopping. Given the remaining budget ($0.02), buying additional sources would likely not fill the gap and thus not be cost-effective.
Final check — "The expected value of information from additional sources is…": 80% assessed by S1, S2
Final check — "The current answer has a confidence level above a predetermi…": 0% assessed
Final check — "The remaining sources are unlikely to change the answer": 50% assessed by S2
Final check — "The budget for source acquisition has been expended": 90% assessed by S2
Final coverage assessment — Sub-claim 2 ('The current answer has a confidence level above a predetermined threshold') has coverage 0.0, below 0.4. Additional sources are needed.
Synthesizing a grounded answer from 3 source(s)…
Verified — S1 supports claim 1 at 100%: “Dollar stablecoins like USDC let an agent price expected value against cost in stable terms, which is a precondition for rational spending d…”
Verified — S2 supports claim 4 at 100%: “An agent under a hard budget must choose: which sources are worth paying for, when a cheaper source suffices, and when it has read enough to…”
Drafted answer citing 2 source(s)
Confidence: Low — 2 sub-claims remain below the evidence threshold.
Stablecoin Ledger contributed 50% → reward $0.01
Agent Economy Weekly contributed 50% → reward $0.01
Settled $0.01 citation reward → Stablecoin Ledger (16137ca7-7…)
Settled $0.01 citation reward → Agent Economy Weekly (48ade4a0-b…)
Done. Spent $0.02 across 2 payment(s) to creators.
Stablecoin Ledger
batched
Agent Economy Weekly
batched
> ⚠ Low confidence — 2 sub-claims remain below the evidence threshold within budget. Treat this as provisional.
A reading agent should stop buying sources and just answer when the expected value of information from additional sources is less than the cost of acquiring them . Additionally, under a hard budget, the agent must stop when the budget for source acquisition has been expended, as it must choose when it has read enough to stop .
Evidence ledger — quotes verified before rewards
The expected value of information from additional sources is less than the cost of acquiring them
80%“Dollar stablecoins like USDC let an agent price expected value against cost in stable terms, which is a precondition for rational spending decisions.” [S1] Stablecoin Ledger
The current answer has a confidence level above a predetermined threshold
0%No reward-qualifying evidence
The remaining sources are unlikely to change the answer
0%No reward-qualifying evidence
The budget for source acquisition has been expended
90%“An agent under a hard budget must choose: which sources are worth paying for, when a cheaper source suffices, and when it has read enough to stop.” [S2] Agent Economy Weekly
Footnotes — each one pays its author
- 1Stablecoin Ledger50%+$0.01
- 2Agent Economy Weekly50%+$0.01
Carries this dispatch’s question as context — never its answer. The next dispatch is read from sources bought for it.