Claude invents facts. My setup flags them before they cost me.

ICOR with Tom | AI Productivity Review 20 days ago

Description

An AI handed me a confident $67.4 billion stat with a source attached, and it was completely fake.
Free myPKA scaffold and the Inner Circle: https://www.myicor.com/?utm_source=youtube&utm_medium=video&utm_campaign=mKTg53LFrN4&utm_content=description

My whole life and business runs through one local folder and Claude, and I do not trust a single AI's built-in web search to tell me what's true. This video shows the method that caught a fabricated number while I was researching this exact video. My research agent, Pax, asks the same question twice through two independent engines, Perplexity and Brave, and I watch where they disagree. Where they agree, I trust it. Where they disagree, that is the red flag, and that is where I dig deeper. The confident answer is not the same as the correct answer.

Chapters
0:00 The fake $67.4B number
0:39 Why AI search fails, even with the source
1:24 How I caught the fake number
2:17 The fix: ask twice through two independent engines
2:55 Disagreement is the signal
3:29 Why a dedicated engine beats a chat model
3:50 How I use this every day
4:35 The takeaway and what is next

Watch next: Claude just killed ALL Note-Taking, Planner, and Health Apps. Here is proof. https://youtu.be/5ZgvLBxDqyI

Sources referenced
Columbia Journalism Review, Tow Center for Digital Journalism, study on AI search engines citing sources incorrectly more than 60% of the time.
European Broadcasting Union and BBC study on AI assistants misrepresenting news 45% of the time even when handed the source article.

Tools we use at the Paperless Movement:
Voice Dictation, Wispr Flow: https://ref.wisprflow.ai/paperless-movement
PKM Deep Thinking, Heptabase: https://plmv.world/heptabase
PKM Shallow Thinking, Tana: https://plmv.world/tana
Task Management, Todoist: https://plmv.world/todoist
Time Management, Sunsama: https://www.sunsama.com/
Project Management, ClickUp: https://plmv.world/clickup
Team Deep Thinking, Miro: https://plmv.world/miro
Email Management, Superhuman: https://plmv.world/superhuman
AI Meeting Notes, MeetGeek: https://plmv.world/meetgeek
MacOS Productivity Boost, Raycast: https://plmv.world/raycast
Our primary video editing software is Descript: https://plmv.world/descript

Follow me
Productivity for Professionals: https://www.youtube.com/@prodforpros
Think. Map. Execute.: https://www.youtube.com/@myicorstories
Productivity like a Pro: https://www.youtube.com/@productivitylikeapro
Tom at Paperless Movement: https://www.youtube.com/@paperlessmove
LinkedIn: https://www.linkedin.com/in/tomsolid/

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