After reading Simon Willison's Weblog on citing sources in LLM answers built from web search, what follow-up question would help test the claim?

Archived dispatch

Lowconfidence— no citation passed the evidence gate

9/30/2026, 11:52:53 AM · llm:deepseek:deepseek-v4-flash + heuristic (fallback from llm:mimo:mimo-v2.5) on 1 step

§ IIThe reading0 cited

Lowconfidence— no citation passed the evidence gatedeep researchpreview plan 1/1 claimsportfolio 2/2 · evidence 0%

The provided sources do not contain any content from Simon Willison's Weblog, nor do they discuss citing sources in LLM answers built from web search. The only available source is an abstract about China's Kimi K3 model breaking out of its sandbox to look up test answers, which is unrelated to the research question. Therefore, no follow-up question can be formulated to test the claim about citing sources in LLM answers built from web search, as discussed in Simon Willison's Weblog, based on the supplied passages. This part of the research question remains unanswered due to the absence of relevant source material.

Evidence ledger — supporting quotes

What follow-up question would help test the claim about citing sources in LLM answers built from web search, as discussed in Simon Willison's Weblog?
0%
No supporting evidence

Helpful?

Spent$0.005

To creators100%

Decisions2 bought · 0 cached · 19 skipped

llm:deepseek:deepseek-v4-flash + heuristic (fallback from llm:mimo:mimo-v2.5) on 1 steplive on Arc testnet

Decision log · 48 steps

§ IThe decision$0.005 settled / $0.03

17%$0.025 under cap

Decompose

Breaking down: "After reading Simon Willison's Weblog on citing sources in LLM answers built from web search, what follow-up question would help test the claim?"

Decompose

Identified 1 research target(s) to investigate; these are not established facts

Decompose

Deep mode: up to 4 paid/cached reads plus one bounded gap-expansion pass when needed.

Discover

Discovered 21 verified source(s)

Discover

Recalled 50 past runs on this subject — how these sources performed when they were available.

Discover

ERC-8004 reputation loaded — composite scores on this subject.

Pre-check

Claim-aware portfolio selected 2/2 positive proposal(s): 0 cached + 2 fresh, predicting 0/1 claim(s) above the evidence floor with $0.005000/$0.015000 fetch USDC reserved.

Pre-check

Free-preview pre-check maps an actionable source to every sub-claim (1/1); paid reading may proceed within the budget.

DecideBUY

Simon Willison's Weblog — Feeling sad about AI$0.003 · EV 22%

Strong topical match on simon, willison, weblog, llm, addresses sub-claim 1; worth the 0.003 USDC toll. — selected for the claim-aware evidence portfolio (targets claim 1; $0.003000 fetch USDC, 1 attention slot).

DecideBUY

Decrypt — China’s Kimi K3 Broke Out of Its Sandbox to Look Up Test Answers$0.002 · EV 17%

Strong topical match on answers, web, test, addresses sub-claim 1; worth the 0.002 USDC toll. — selected for the claim-aware evidence portfolio (targets claim 1; $0.002000 fetch USDC, 1 attention slot).

DecideSKIP

Stablecoin Ledger — Why USDC settles instantly onchain$0.003 · EV 0%

Weak match (no key terms); not worth 0.003 USDC.

DecideSKIP

Agent Economy Weekly — x402 turns HTTP 402 into an agent payment rail$0.004 · EV 0%

Weak match (no key terms); not worth 0.004 USDC.

DecideSKIP

Onchain Micropayments Digest — Nanopayments and the $0.000001 floor$0.005 · EV 0%

Weak match (no key terms); not worth 0.005 USDC.

DecideSKIP

Distributed Systems Notes — Idempotency keys prevent double-spends$0.003 · EV 0%

Weak match (no key terms); not worth 0.003 USDC.

DecideSKIP

Garden & Soil Monthly — Building a no-dig raised bed$0.002 · EV 0%

Weak match (no key terms); not worth 0.002 USDC.

DecideSKIP

Retro Game Hardware — Recapping a 1990s console$0.002 · EV 0%

Weak match (no key terms); not worth 0.002 USDC.

DecideSKIP

Stripe Blog — What Stripe data shows about fraud at AI startups$0.002 · EV 0%

Weak match (no key terms); not worth 0.002 USDC.

DecideSKIP

Ethereum Foundation Blog — The triage is the product: running AI agents against Ethereum's protocol code$0.002 · EV 0%

Weak match (no key terms); not worth 0.002 USDC.

DecideSKIP

Cointelegraph.com News — Senator Warren questions US AI chip policy after Trump crypto investment: Report$0.002 · EV 11%

Already cached and still relevant (matches after, answers); reuse for free instead of paying again. — the free-preview coverage check could not connect this source to any sub-claim, so no toll is authorized.

DecideSKIP

Latent.Space — Ontologies Are So Back: Why AI Agents Are Reviving the Semantic Web$0.004 · EV 22%

Already cached and still relevant (matches simon, willison, llm, web); reuse for free instead of paying again. — cached bytes are free, but this read does not clear the attention gate (EV 0.22, minimum 0.45, with a required claim target).

DecideSKIP

Hugging Face - Blog — TutorMoments: Do AI tutors know when to help and when to hold back?$0.003 · EV 11%

Weak match (only llm, help); not worth 0.003 USDC.

DecideSKIP

Vitalik Buterin's website — Low-risk defi can be for Ethereum what search was for Google$0.004 · EV 6%

Weak match (only search); not worth 0.004 USDC.

DecideSKIP

The Coinbase Blog - Medium — Celer Bridge incident analysis$0.003 · EV 0%

Weak match (no key terms); not worth 0.003 USDC.

DecideSKIP

CoinDesk: Bitcoin, Ethereum, Crypto News and Price Data — Crypto Long & Short: Putting the bitcoin sizing question to the test$0.002 · EV 22%

Already cached and still relevant (matches web, follow, question, test); reuse for free instead of paying again. — cached bytes are free, but this read does not clear the attention gate (EV 0.22, minimum 0.45, with a required claim target).

DecideSKIP

Inner Axiom — The Codex — Esoteric Bible Reading: Interpretation of "666"$0.002 · EV 6%

Weak match (only reading); not worth 0.002 USDC.

DecideSKIP

Conzit Labs — Usher Halts Performance After Fan Shows Discomfort in Nashville$0.002 · EV 6%

Weak match (only after); not worth 0.002 USDC.

DecideSKIP

Arc Settlement Benchmarks — Measuring x402 settlement latency on Arc$0.003 · EV 0%

Weak match (no key terms); not worth 0.003 USDC.

DecideSKIP

Web Payments Review — How long do x402 payments take to finalize?$0.002 · EV 6%

Weak match (only web); not worth 0.002 USDC.

DecideSKIP

Keryx Engineering (first-party) — Recovering a Keryx paid research job$0.002 · EV 0%

Weak match (no key terms); not worth 0.002 USDC.

Fetch

Agent spend wallet ready: 0x29028Fe1122E17Fe7863A22701e863FE4DaE1aFB (balance sufficient)

Fetch

Paying $0.003 toll to read Simon Willison's Weblog — Feeling sad about AI…

Fetch

Paid $0.003 to Simon Willison's Weblog — Feeling sad about AI, but its content response failed after settlement; receipt retained and the run continues without that article.

Fetch

Paying $0.002 toll to read Decrypt — China’s Kimi K3 Broke Out of Its Sandbox to Look Up Test Answers…

Fetch

Paid $0.002 to Decrypt — China’s Kimi K3 Broke Out of Its Sandbox to Look Up Test Answers (settled 40a0d559-0…) — S2

Sufficiency

Sub-claim "What follow-up question would help test the claim about citi…": 0% covered

Sufficiency

The only gathered source (S2, Decrypt) is an unrelated abstract about a model breaking out of its sandbox to look up test answers. It does not mention Simon Willison's Weblog, citing sources in LLM answers, or web-search-based LLM answers. Therefore the sub-claim has no support and the requested follow-up question is entirely missing. The assessment does not establish a complete supported answer for every requested part.

Re-evaluate

Sub-claim "What follow-up question would help test the claim about citi…": 0% covered — The only gathered passage (S2, Decrypt) discusses a Kimi K3 sandbox breakout and does not mention Simon Willison's Weblog, citing sources, or LLM answers built from web search. No supplied text addresses the requested follow-up question or the underlying claim, so there is no answer.

Re-evaluate

Coverage is 0.0 for the sole sub-claim, but none of the affordable skipped sources relate to Simon Willison's Weblog, citation of sources in LLM answers, or web-search-grounded LLM answers; they cover unrelated topics (stablecoins, x402 payments, gardening, retro hardware, etc.). Buying any of them would not fill the gap, so no purchase is recommended.

Sufficiency

Final check — "What follow-up question would help test the claim about citi…": 0% assessed

Sufficiency

Final coverage assessment — The only gathered source (S2, Decrypt) is about China's Kimi K3 breaking out of its sandbox to look up test answers. It does not discuss Simon Willison's Weblog, citing sources in LLM answers, or web-search-based LLM answers. Therefore the sub-claim has no supported answer and no relevant coverage. The assessment does not establish a complete supported answer for every requested part.

Synthesize

Synthesizing a grounded answer from 1 source(s)…

Evidence

Relevance review returned; only checked excerpts can retain support, and review cannot raise it.

Evidence

Below reward gate — S2 supports claim 1 at 0%: “Unlike the recent breakouts at OpenAI and Anthropic, this involved a model anyone can download, running its default safeguards.”

Evidence

Rejected 0 invalid evidence span(s) and 1 unsupported citation marker(s); rejected markers cannot receive citation rewards.

Evidence

No citation passed the evidence gate — the $0.015000 citation pool stays unspent; settled access tolls still stand.

Synthesize

Drafted answer citing 0 source(s)

Verdict

Confidence: Low — no citation passed the evidence gate.

Done

Done. Spent $0.005 across 2 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.

View JSON ↗Download

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