BlindToChange
arXiv:2610.41435v1 Announce Type: new Abstract: Given that AI agents can search the web broadly and deeply in real time, it is tempting to conclude that their outputs account for recent world events. We show that this conclusion does not hold in practice. While agents can search and easily find recent changes, the correctness of their responses depends on wh
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- First observed in our collection
- Nov 2, 2026, 5:00 AM UTC
- Earliest cited publication
- Nov 2, 2026, 5:00 AM UTC
- Last observed
- Nov 2, 2026, 5:00 AM UTC
Evidence in the last complete seven days
- Source mentions
- 1 Previous seven days 0
- Distinct sources
- 1 Previous 0
- Comparable growth
- Not comparable
- Ranking appearances
- 0
Collection observations and undated records are separate from dated publication counts. Observed in 7d：1 · Undated records：0
Collection coverage · Limited historyCurrent / previous observed days 7 / 3
Counts use complete UTC days. First observed means first seen by this collection, not when a term was coined.
Current window：2026-10-29 → 2026-11-05 (end excluded) · History 11 days
| Source | Current days | Previous days | Last success |
|---|---|---|---|
| arXiv | 6 | 3 | Nov 5, 2026, 10:00 AM UTC |
| arXiv | 7 | 2 | Nov 5, 2026, 10:01 AM UTC |
| Ask HN | 7 | 3 | Nov 5, 2026, 9:15 PM UTC |
| Ask HN | 7 | 3 | Nov 5, 2026, 8:30 PM UTC |
| Ask HN | 7 | 3 | Nov 5, 2026, 9:15 PM UTC |
| Ask HN | 7 | 3 | Nov 5, 2026, 9:15 PM UTC |
| GitHub | 7 | 3 | Nov 5, 2026, 12:15 PM UTC |
| GitHub Issues | 7 | 3 | Nov 5, 2026, 4:00 PM UTC |
| GitHub Releases | 7 | 1 | Nov 5, 2026, 12:00 PM UTC |
| GitHub | 7 | 3 | Nov 5, 2026, 2:30 PM UTC |
| GitHub Issues | 7 | 3 | Nov 5, 2026, 4:15 PM UTC |
| GitHub Releases | 7 | 3 | Nov 5, 2026, 4:15 PM UTC |
| GitHub | 7 | 3 | Nov 5, 2026, 2:30 PM UTC |
| GitHub Issues | 7 | 3 | Nov 5, 2026, 4:45 PM UTC |
| GitHub Releases | 7 | 3 | Nov 5, 2026, 4:15 PM UTC |
| GitHub Discovery | 0 | 0 | Nov 5, 2026, 9:15 PM UTC |
| GitHub Trending | 7 | 3 | Nov 5, 2026, 6:45 PM UTC |
| 7 | 2 | Nov 5, 2026, 10:00 AM UTC | |
| Hugging Face | 7 | 2 | Nov 5, 2026, 8:15 AM UTC |
| Hugging Face Spaces | 0 | 0 | Nov 5, 2026, 9:15 PM UTC |
| Hacker News | 7 | 3 | Nov 5, 2026, 6:45 PM UTC |
| Hacker News | 7 | 3 | Nov 5, 2026, 9:30 PM UTC |
| Hacker News | 7 | 3 | Nov 5, 2026, 9:30 PM UTC |
| Hacker News | 0 | 0 | Nov 5, 2026, 9:15 PM UTC |
| Show HN | 0 | 0 | Nov 5, 2026, 9:15 PM UTC |
| MIT News | 7 | 2 | Nov 5, 2026, 4:15 PM UTC |
| OpenAI | 7 | 3 | Nov 5, 2026, 11:30 AM UTC |
| Product Hunt | 7 | 3 | Nov 5, 2026, 6:45 PM UTC |
| 量子位 | 7 | 3 | Nov 4, 2026, 10:15 AM UTC |
| OpenRouter | 0 | 0 | Nov 5, 2026, 11:27 PM UTC |
| Hugging Face Models | 0 | 0 | Nov 5, 2026, 11:27 PM UTC |
| HF Daily Papers | 0 | 0 | Nov 5, 2026, 11:27 PM UTC |
| OpenRouter | 0 | 0 | Nov 5, 2026, 11:27 PM UTC |
| SEC EDGAR | 7 | 3 | Nov 5, 2026, 10:30 PM UTC |
| Sequoia Capital | 7 | 2 | Nov 5, 2026, 10:00 AM UTC |
| Simon Willison | 0 | 0 | Nov 5, 2026, 3:13 PM UTC |
| TechCrunch | 7 | 3 | Nov 5, 2026, 8:30 PM UTC |
| Contracts Finder | 7 | 3 | Nov 5, 2026, 7:45 PM UTC |
| V2EX | 7 | 3 | Nov 5, 2026, 8:30 PM UTC |
- Counts describe monitored public sources, not the whole web or search demand.
- Both weeks need adequate, comparable collection coverage.
Daily history · up to 90 days
Bars show dated source mentions. The latest UTC day may be incomplete. Zero mentions and missing collection coverage are different conditions.
View accessible daily data
| UTC date | Mentions | Sources | Observations | Ranking appearances |
|---|---|---|---|---|
| 2026-10-22 | 0 | 0 | 0 | 0 |
| 2026-10-23 | 0 | 0 | 0 | 0 |
| 2026-10-24 | 0 | 0 | 0 | 0 |
| 2026-10-25 | 0 | 0 | 0 | 0 |
| 2026-10-26 | 0 | 0 | 0 | 0 |
| 2026-10-27 | 0 | 0 | 0 | 0 |
| 2026-10-28 | 0 | 0 | 0 | 0 |
| 2026-10-29 | 0 | 0 | 0 | 0 |
| 2026-10-30 | 0 | 0 | 0 | 0 |
| 2026-10-31 | 0 | 0 | 0 | 0 |
| 2026-11-01 | 0 | 0 | 0 | 0 |
| 2026-11-02 | 1 | 1 | 1 | 0 |
| 2026-11-03 | 0 | 0 | 0 | 0 |
| 2026-11-04 | 0 | 0 | 0 | 0 |
| 2026-11-05 | 0 | 0 | 0 | 0 |
Source evidence
Sources in the evidence shown：arXiv 1
arXiv · Published Nov 2, 2026
BlindToChange: AI Agents Can Find Changes When Asked But Do They Look When Needed?
arXiv:2610.41435v1 Announce Type: new Abstract: Given that AI agents can search the web broadly and deeply in real time, it is tempting to conclude that their outputs account for recent world events. We show that this conclusion does not hold in practice. While agents can search and easily find recent changes, the correctness of their responses depends on wh
View source record →
Review priority 36 / 100
This score orders research candidates. It is not search volume, a forecast or verified commercial demand.
Evidence
8 / 30Distinct dated articles or first observations; repeat crawling adds nothing.
Publisher diversity
8 / 25Conservative owner grouping; syndicated copies count once.
Comparable change
0 / 20Comparable complete weeks only; no percentage from a zero baseline.
Recent evidence
11 / 15Latest publication or first observation, not repeated fetch time.
Name specificity
8.5 / 10Explicit entities and technical concepts outrank ambiguous acronyms.
Limitations and interpretation
- First observation is a collection milestone, not proof that a word or product is new to the world.
- Counts describe monitored public sources, not the whole web or search demand.
- First observed here is not the invention date of a name or idea.
- Candidates come from public titles, summaries and entity URLs, not verified full-text analysis.
- Owner grouping is conservative; undisclosed syndication may remain.
- Both weeks need adequate, comparable collection coverage.
- Sources behind this term changed or lack a comparable baseline.
- The previous week is too small for a reliable percentage change.
- Current evidence comes from one publisher or owner.