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Why Your LLM Can't Count the R's in 'Strawberry'

Ask a state-of-the-art language model a question a six-year-old can answer — how many R's are in "strawberry"? — and there's a decent chance it says two . The answer is three.

  • Language models tokenize words into chunks, not individual letters
  • Tokenization affects counting R's in "strawberry"
  • Tokenization is fundamental to LLM behavior limitations

I Replaced My Cold Email Templates with AI - Here's My 30-Day Data

As a developer who built a SaaS product, I needed to do my own outbound sales. Here's what happened when I stopped using templates and switched to AI-assisted cold emails.

  • Developer replaced cold email templates with AI tool called ColdMailAI
  • AI-generated personalized emails increased reply rate from 2.3% to 8.4%
  • Monthly subscription for ColdMailAI is $9 with free tier available

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