About

I help small businesses with Branding and Content Strategy.

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Maker History

  • CalScri
    CalScriCreate & plan content calendars & scripts with anayltics!
    Mar 2025
  • 🎉
    Joined Product HuntMarch 9th, 2025

Forums

Plurai - Setting up the launchpad

Plurai is launching on Product Hunt this week, introducing the first vibe-training platform to build real-time, tailored evals for your AI agents, with high accuracy, at a fraction of the cost.

I had the opportunity to collaborate with their team on this first launch after months in stealth modeI - no pressure - and wanted to share with you some insights on how we prepped it.

CodeScene CodeHealth MCP Server - 30 Days Free Trial

Did you know that you can try out CodeScene's CodeHealth MCP server for free? Your AI generated code will be safeguarded within minutes and you find all you need to get started here.

Does state of your code determine an AI agent's performance?

Recently our team concluded in our peer-reviewed research that that code health determines AI-performance. The study "Code for Machines, Not Just Humans: Quantifying AI-Friendliness with Code Health Metrics" concluded that when agents operate on unhealthy code, the defect risk increases by 60% (at least).

It s was a large-scale study of 5,000 real programs using six different LLMs to refactor code while keeping all tests

passing.

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