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Murtez Alrohani
@theMurtez
Founder at Karthea - AI Stack Audits for AI-Native Operators
Canada
karthea.ai
Joined October 2024
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  • user avatar
    Murtez Alrohani
    @theMurtez
    Jul 15
    The right level of automation Not every step in a workflow should be automated. The useful question isn't "can AI do this?" - it's "what's the cost of AI getting this wrong?" Low cost of error, high volume, predictable input: automate fully. High cost of error, low volume,
  • user avatar
    Murtez Alrohani
    @theMurtez
    Jul 15
    System prompts are your most valuable IP If you've built something that works - a workflow, a tone of voice, a classification system, a customer-facing agent - the system prompt behind it is the asset. Treat it like one. Back it up. Version it. Don't let it live only in the
  • user avatar
    Murtez Alrohani
    @theMurtez
    Jul 10
    The model doesn't know what day it is Every AI model has a training cutoff. After that date, it knows nothing new. This matters more than most operators realize. If your AI workflow involves anything time-sensitive - current pricing, recent events, live data, regulatory
  • user avatar
    Murtez Alrohani
    @theMurtez
    Jul 9
    Temperature is a setting, not a mystery Most people who use AI APIs have never changed the temperature setting. Temperature controls how "creative" vs. how "predictable" the model is. Zero means near-deterministic output. One means more varied, less reliable. For
  • user avatar
    Murtez Alrohani
    @theMurtez
    Jul 7
    What "hallucination" actually means in practice Hallucination gets talked about like it's a bug that will eventually be fixed. It's not. It's a fundamental property of how language models work. The practical implication: any AI output that requires factual accuracy needs a

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