Vishnu Gupta: LinkedIn Content Strategy & Writing Style

How I booked 23+ sales calls in a month without automating LinkedIn DMs. Most “AI outreach” systems fail for one reason: they automate messages, not decisions. So I built something different. This…

Why most AI outreach systems break after week 2 Most AI outreach doesn’t fail on day one. It fails when reality shows up. Messy data. Late replies. Wrong timing. APIs that don’t behave. Most setups…

Most people think AI agents are just smarter chatbots. They’re not. Chatbots respond. Agents remember. Chatbots wait. Agents act. What’s changing right now isn’t “better prompts”. It’s ownership.…

Most AI agents being built right now are dangerous. Not broken. Not buggy. Dangerous. Because they act with confidence in situations they don’t actually understand. They don’t know when data is inc…

Most people are building AI agents backwards. They start with prompts. Models. Tone. “How do I make it sound human?” None of that matters if the system can’t think in steps. Real agents don’t start…

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 didn’t disappear It just became slow That’s where…