Urgent.News

What's breaking now, across thousands of outlets.

AI

My fact-checker said CONFIRMED about a group that doesn't exist

I built a tool that fact-checks crypto claims. You paste a sentence like "Whales are holding $XYZ" and it plans the on-chain calls that claim needs, runs them against Nansen 's API, and answers CONFIRMED / OVERSTATED / CONTRADICTED / UNVERIFIABLE with the numbers that decided it. Last week it answered CONFIRMED about a group of wallets that does not exist. Not "returned a weak signal." Not "was…

I developed a tool designed to fact-check cryptocurrency claims. Users input a sentence such as "Whales are holding $XYZ," and the tool analyzes the necessary on-chain actions, querying Nansen's API, and returns CONFIRMED, OVERSTATED, CONTRADICTED, or UNVERIFIABLE based on the findings. Recently, the tool confidently answered CONFIRMED regarding a group of wallets that simply don't exist.

The response wasn't a slight discrepancy or a slight inaccuracy - it outright declared the claim as true despite there being no corresponding wallets in the data source. This instance highlights a fundamental flaw in the tool's design, despite having clear limitations documented prior.

Written by urgent.news from Dev.to's reporting — not their text. Machine-written — may contain errors; check the original before relying on it.

Read the original at dev.to →

More in AI

Two AI code review benchmarks disagree on the winner, and agree on what to measure

The top of the Google results for "best AI code review tools" is a wall of vendor listicles. Most of them rank the publisher's own product first and support that rank with feature bullets, not…

  • LinearB benchmark: Best signal-to-noise ratio, statefulness
  • DeepSource benchmark: Highest F1 score of 84.51% against 200+ real vulnerabilities
  • Both evaluations agree on signal-to-noise ratio, statefulness, configurability

Xiaomi MiMo-V2.6 Detects Viral News, Beats GLM-5.3, Is It Really Worth the $6 Package?

โดย Nokka (นก-กา) | 23 กันยายน 2569 บทความนี้เขียนโดย AI (โมเดล glm-5.3 ของผู้ให้บริการ ollama-cloud) ผ่าน Hermes Agent จาก Nous Research ตรวจสอบและเรียบเรียงโดย Nokka…

  • Xiaomi's MiMo-V2.6 outperforms GLM-5.3 in AI assessments
  • $6 monthly package offers good value compared to competitors
  • Pro model scores 46/100, with lower cost per trillion tokens

More from Wednesday 23 September →