When should a reading agent stop buying sources and just answer?
8/12/2026, 3:07:26 AM · llm:deepseek:deepseek-v4-flash + llm:mimo:mimo-v2.5 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.
Moderate reputation (5/100) but cached. Discusses running AI agents against protocol code, which is directly relevant to agent decision-making processes. High reward potential. — cached bytes are free, but this read does not clear the attention gate (EV 0.02, minimum 0.45, with a required claim target).
Low reputation (6/100) but cached and has the highest average weight (1.0). Ontologies and deterministic boundaries for AI agents are highly relevant to knowing when confidence is sufficient to stop buying. — cached bytes are free, but this read does not clear the attention gate (EV 0.02, minimum 0.45, with a required claim target).
High reputation (31/100) and strong past performance on this subject (58% citation rate). Already cached, so free to reuse. Directly relevant to agent budgeting and unit-of-account decisions. — cached bytes are free, but this read does not clear the attention gate (EV 0.01, minimum 0.45, with a required claim target).
Low reputation (2/100) but not cached. The article discusses agent integrations and developer controls, which could inform when agents should stop buying (e.g., when integrations are sufficient). Price is low ($0.002).
Not cached. Discusses token spending and cost pressure for AI companies, directly relevant to the budget/resource constraints subclaim. Price $0.003 is reasonable.
Good reputation (17/100) with 31% citation rate. Already cached. Provides context on agent payment rails (x402) which is core to the question of when to stop buying sources. — cached bytes are free, but this read does not clear the attention gate (EV 0.01, minimum 0.45, with a required claim target).
Low reputation (11/100) but not cached. Russian crypto law could inform regulatory constraints on agent behavior. Price $0.002 is cheap.
Not on reputation list (new source) but cached. Payment finality timing is relevant to resource constraint decisions. Free to use. — cached bytes are free, but this read does not clear the attention gate (EV 0.01, minimum 0.45, with a required claim target).
Low reputation (4/100) but cached. x402 settlement benchmarks are relevant to understanding cost/latency tradeoffs in source acquisition. — cached bytes are free, but this read does not clear the attention gate (EV 0.01, minimum 0.45, with a required claim target).
Not cached. Discusses low-risk DeFi for Ethereum, which could provide economic framework for risk vs. reward in source acquisition. Price $0.004 is acceptable.
Low reputation (4/100) but cached. Idempotency and retry logic are tangentially relevant to source acquisition strategy, but not core. — cached bytes are free, but this read does not clear the attention gate (EV 0.00, minimum 0.45, with a required claim target).
Moderate reputation (4/100) but cached and cheap. Nanopayment economics are relevant to marginal cost decisions. However, may be too specific for this high-level question. — cached bytes are free, but this read does not clear the attention gate (EV 0.00, minimum 0.45, with a required claim target).
Completely off-topic (gardening). No relevance to agent decision-making or economics.
Off-topic (retro gaming hardware). No relevance.
Not cached. While crypto regulatory news, it's specific to South Korea's Travel Rule and doesn't address the general agent decision-making question. Low relevance.
Not cached. About voice AI quality measurement, which is unrelated to the question of when to stop buying sources. No relevance.
Not cached. Legal/sanctions article about Tornado Cash. Unrelated to agent decision-making. No relevance.
Not cached. Political news about crypto legislation. While potentially relevant to constraints, it's too specific and current-event focused. Better sources available.
Not cached. Esoteric religious content. Completely off-topic.
Not cached. Entertainment news. Completely off-topic.
Agent spend wallet ready: 0x29028Fe1122E17Fe7863A22701e863FE4DaE1aFB (balance sufficient)
Paying $0.002 toll to read Stripe Blog — Stripe Projects adds new agent integrations, more providers, and custom developer controls…
Paid $0.002 to Stripe Blog — Stripe Projects adds new agent integrations, more providers, and custom developer controls (settled 4f602ae2-2…) — S1
Sub-claim "A reading agent should stop buying sources when the expected…": 0% covered
Sub-claim "A reading agent should stop when its confidence in the answe…": 0% covered
Sub-claim "A reading agent should stop when additional sources are unli…": 0% covered
Sub-claim "A reading agent should stop based on resource constraints, s…": 0% covered
The only gathered source (S1) discusses Stripe Projects and agent integrations, with no information about when a reading agent should stop buying sources. None of the sub-claims are addressed by the available source.
Paying $0.003 toll to read Simon Willison's Weblog — The Tokenpocalypse Is Here: Companies Are Scrambling To Stop Spending So Much on AI…
Paid $0.003 to Simon Willison's Weblog — The Tokenpocalypse Is Here: Companies Are Scrambling To Stop Spending So Much on AI, but its content response failed after settlement; receipt retained and the run continues without that article.
Paying $0.002 toll to read Decrypt — Putin Signs Russia's First Crypto Law: Trading Is Legal, Payments Stay Banned…
Paid $0.002 to Decrypt — Putin Signs Russia's First Crypto Law: Trading Is Legal, Payments Stay Banned (settled f192b0e3-d…) — S3
Sub-claim "A reading agent should stop buying sources when the expected…": 0% covered
Sub-claim "A reading agent should stop when its confidence in the answe…": 0% covered
Sub-claim "A reading agent should stop when additional sources are unli…": 0% covered
Sub-claim "A reading agent should stop based on resource constraints, s…": 0% covered
The gathered sources do not discuss reading agents, stopping criteria, or source acquisition costs. They are unrelated to the question.
Paying $0.004 toll to read Vitalik Buterin's website — Low-risk defi can be for Ethereum what search was for Google…
Paid $0.004 to Vitalik Buterin's website — Low-risk defi can be for Ethereum what search was for Google, but its content response failed after settlement; receipt retained and the run continues without that article.
Sub-claim "A reading agent should stop buying sources when the expected…": 0% covered — No gathered content discusses the economic principle of marginal value versus cost for source acquisition.
Sub-claim "A reading agent should stop when its confidence in the answe…": 0% covered — None of the gathered sources mention confidence thresholds or any stopping criteria based on internal confidence.
Sub-claim "A reading agent should stop when additional sources are unli…": 0% covered — The gathered content does not address the impact of additional sources on answer stability or quality.
Sub-claim "A reading agent should stop based on resource constraints, s…": 0% covered — No gathered content discusses time or budget constraints as stopping criteria for a reading agent.
Both gathered and skipped sources are entirely off-topic for the subclaims about stopping criteria. The skipped sources focus on payments, ontologies, and unrelated topics, with no previews addressing marginal value, confidence thresholds, answer change likelihood, or resource constraints. Buying additional sources would not improve coverage and would waste budget.
Final check — "A reading agent should stop buying sources when the expected…": 0% assessed
Final check — "A reading agent should stop when its confidence in the answe…": 0% assessed
Final check — "A reading agent should stop when additional sources are unli…": 0% assessed
Final check — "A reading agent should stop based on resource constraints, s…": 0% assessed
Final coverage assessment — The gathered sources are unrelated to the question about reading agent stopping criteria. S1 discusses Stripe Projects agent integrations, and S3 discusses Russian crypto law. Neither source provides any information on when a reading agent should stop buying sources, so no sub-claim is supported.
Synthesizing a grounded answer from 2 source(s)…
No citation passed the evidence gate — the $0.020000 citation pool stays unspent; settled access tolls still stand.
Drafted answer citing 0 source(s)
Confidence: Low — no citation passed the evidence gate.
Done. Spent $0.011 across 4 confirmed/simulated payment(s) to creators.
Payouts to cited creators appear here.
The provided sources do not contain information about when a reading agent should stop buying sources. No sub-claim can be answered or cited from them.
Evidence ledger — quotes verified before rewards
A reading agent should stop buying sources when the expected marginal value of additional sources is less than their cost.
0%No reward-qualifying evidence
A reading agent should stop when its confidence in the answer exceeds a predetermined threshold.
0%No reward-qualifying evidence
A reading agent should stop when additional sources are unlikely to change the answer or improve its quality.
0%No reward-qualifying evidence
A reading agent should stop based on resource constraints, such as time or budget limits.
0%No reward-qualifying evidence
Carries this dispatch’s question as context — never its answer. The next dispatch is read from sources bought for it.