% OCR accuracy, 100 % Fraud – AI vs. template based fraud
Over the twelve months to 15 May 2026 it caught 1,471 of them, submitted by 745 employees across 174 companies, claiming $148,143 between them. Those are amounts employees asked for, not amounts any employer paid. Generated for this article from one prompt, using Nano Banana 2.
- ▪Over the twelve months to 15 May 2026 it caught 1,471 of them, submitted by 745 employees across 174 companies, claiming $148,143 between them.
- ▪Those are amounts employees asked for, not amounts any employer paid.
- ▪Generated for this article from one prompt, using Nano Banana 2.
Hacker News (AI / LLM) files mainly under ai. We currently carry 2,502 of its stories.
Story provenance
Source · retrieval · rights · ranking — open for full record
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Attribution is not the same as permission. This drawer separates discovery metadata, excerpts, WeSearch-generated summaries, reuse status, and whether the publisher receives the visit. Nothing here claims a legal grant the publisher has not made.
Record
| Original publisher | Idp-software |
| Canonical URL | https://idp-software.com/news/the-100-dollar-forgery/ |
| Publication time | Mon, 27 Jul 2026 18:58:25 +0000 |
| Retrieval time | 2026-07-27T19:01:41.393Z |
| Last seen | 2026-07-27T19:01:41.393Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | NEBOdTxHAeio · 1 stories |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
Rights status (four layers)
WeSearch handling by dimension
| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
News The $100 Forgery: Confidence Scores Measure Reading Only Published 2026-07-27 · Updated 2026-07-27 · 15 min read On This Page The fake receipts got smaller The 70.8% is fifteen days A clean forgery has nothing wrong with its characters A forger controls scan quality; an applicant does not Detection accuracy comes from the vendors selling detection Flattening the file beats the forensics Document fraud fell 13% while generated media rose The second attempt removed the watermark What this means if you are buying Caveats On This Page The fake receipts got smaller The 70.8% is fifteen days A clean forgery has nothing wrong with its characters A forger controls scan quality; an applicant does not Detection accuracy comes from the vendors selling detection Flattening the file beats the…
Excerpt limited to ~120 words for fair-use compliance. The full article is at Idp-software.
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