How I booked 23+ sales calls in a month without automating LinkedIn DMs. Most âAI outreachâ systems fail for one reason: they automate messages, not decisions. So I built something different. ThisâŚ



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How I booked 23+ sales calls in a month without automating LinkedIn DMs. Most âAI outreachâ systems fail for one reason: they automate messages, not decisions. So I built something different. ThisâŚ

Why most AI outreach systems break after week 2 Most AI outreach doesnât fail on day one. It fails when reality shows up. Messy data. Late replies. Wrong timing. APIs that donât behave. Most setupsâŚ

Most people think AI agents are just smarter chatbots. Theyâre not. Chatbots respond. Agents remember. Chatbots wait. Agents act. Whatâs changing right now isnât âbetter promptsâ. Itâs ownership.âŚ
Most AI agents being built right now are dangerous. Not broken. Not buggy. Dangerous. Because they act with confidence in situations they donât actually understand. They donât know when data is incâŚ
Most people are building AI agents backwards. They start with prompts. Models. Tone. âHow do I make it sound human?â None of that matters if the system canât think in steps. Real agents donât startâŚ
Is manual coding becoming the new hand-stitched? There was a time when stitching clothes by hand was normal. Then machines showed up. Hand-stitched didnât disappear It just became slow Thatâs whereâŚ
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