Theo bài tại https://research.google/blog/open-and-emergent-problems-in-agentic-privacy-and-security-a-contextual-angle/, Bài viết phân tích vấn đề quyền riêng tư của agent theo ngữ cảnh như thế nào? Trả lời ngắn bằng tiếng Việt, trích dẫn đúng bài và một đoạn nguyên văn hỗ trợ không quá 25 từ. Nêu rõ giới hạn bằng chứng, không suy diễn từ tiêu đề.
· llm:deepseek:deepseek-v4-flash
Decision log · 70 steps
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Read checkpoints
Read checkpoint evidence is unavailable for this report. Historical, private and unsupported native runs are not reconstructed.
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.
Recorded purchase outcomes
Did the exact article versions bought for this answer appear in its citations? This view scores retained BUY decisions against payment observations recorded in the same dispatch trace.
Recorded settlement bookkeeping only; Circle and chain settlement have not been independently rechecked here.
This is a partial retained trace sample, not a full payment ledger. An absent matching payment does not prove that no payment occurred; excluded and unconfirmed costs remain unknown.
- Recorded network
- eip155:5042
- Dispatch recorded at
- 2026-10-13T18:01:43.252Z
Participant cohort: unknown. No outside-customer usage is inferred.
0 scored exact-version purchases from 0 recorded BUY decisions; 0 BUY decisions unscored. 0 of 0 trace payment observations excluded.
Each unique source + item + content version with positive matching recorded settled access counts once. Duplicate BUYs, missing identities, zero/unconfirmed access and incompatible payment observations cannot create a scored purchase. CACHE and SKIP decisions are outside this sample.
- Exact-version citation hit rate
- Unmeasured
- Recorded access cost of uncited purchases
- Unmeasured
No scored purchases; the hit rate is unmeasured.
Counts only scored purchases. Descriptive access cost, not causal regret or proof that the purchase was useless.
Predicted value and observed citations
Bins compare the recorded predicted value with citation occurrence in this one dispatch. Small samples do not validate a probability model.
| Value band | Purchases | Predicted mean (0–1) | Citation rate |
|---|---|---|---|
| 0–0.2 | 0 | Unmeasured | Unmeasured |
| 0.2–0.4 | 0 | Unmeasured | Unmeasured |
| 0.4–0.6 | 0 | Unmeasured | Unmeasured |
| 0.6–0.8 | 0 | Unmeasured | Unmeasured |
| 0.8–1 | 0 | Unmeasured | Unmeasured |
Missed value, cost per supported claim, budget alternatives and counterfactual outcomes are unmeasured. No extra reading or learning was performed.
Carries this dispatch’s question as context — never its answer. The next dispatch is read from sources bought for it.