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Author name: Alex Chen

Alex Chen is a senior software engineer with 8 years of experience building AI-powered applications. He has worked at startups and enterprise companies, shipping production systems using LangChain, OpenAI API, and various vector databases. He writes about practical AI development, tool comparisons, and lessons learned the hard way.

Strategy

My March 2026 AI SEO Experiments: What I Learned

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Alright, folks, David Park here, back on clawseo.net. It’s March 2026, and if you’re like me, your inbox is probably overflowing with “AI this” and “AI that” – especially when it comes to SEO. For a while, I felt like I was drowning in the hype, trying to figure out what was actually useful versus

SEO for AI

CrewAI vs PydanticAI: Which One for Startups

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CrewAI vs PydanticAI: Which One for Startups

CrewAI has 46,953 GitHub stars while PydanticAI sits at 15,696. But honestly, stars aren’t the only thing to consider when choosing between the two for a startup’s development stack.

SEO for AI

7 AI Agent Security Mistakes That Cost Real Money

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7 AI Agent Security Mistakes That Cost Real Money
I’ve seen 12 production AI agent deployments fail this month. All 12 made the same 7 mistakes. It’s an alarming situation, given that the average data breach costs companies around $4.24 million as of 2021 (see IBM). Security for AI agents isn’t just optional; it’s essential

Strategy

My AI-Driven SEO Strategy: Understanding User Intent

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Alright, folks. David Park here, back from a caffeine-fueled dive into the ever-shifting sands of Google. Or, more accurately, the ever-shifting sands of how we try to make Google notice us. Today, I want to talk about something that’s been nagging at me, something I’ve seen pop up in client reports and my own analytics

Strategy

My March 2026 Take on Google SGEs SEO Impact

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Hey everyone, David Park here, back on clawseo.net. It’s March 22nd, 2026, and if you’re anything like me, you’ve been feeling the ground shift under your feet in the SEO world. Specifically, I’m talking about what Google’s been doing with SGE (Search Generative Experience) and how it’s not just a fancy new UI, but a

SEO for AI

How to Implement Tool Calling with TGI (Step by Step)

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How to Implement Tool Calling with TGI

We’re building a system that calls external tools using TGI (Text Generation Inference) to bridge the gap between AI-generated output and real-world APIs.

Prerequisites

  • Python 3.11+
  • pip install TGI library
  • Familiarity with REST APIs
  • Basic
    • SEO for AI

    LangSmith vs Arize: Which One for Startups

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    LangSmith vs Arize: Which One for Startups?

    LangSmith and Arize are two rising names in the world of language model observability and management platforms, but surprisingly, there’s no public GitHub data on LangSmith and even for Arize, the repositories are either private or limited in scope. Still, at the startup level, this lack of open-source

    Strategy

    Im Decoding Googles New AI Ranking Factors (March 2026)

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    Hey everyone, David Park here, back on clawseo.net.

    It’s March 21, 2026, and if you’re like me, you’ve probably spent the last few weeks staring at your traffic analytics, wondering if Google just decided to have a personal vendetta against your site.

    The recent chatter around Google’s evolving ranking factors, especially with the

    SEO for AI

    Chunking Strategy: A Developer’s Honest Guide

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    Chunking Strategy: A Developer’s Honest Guide

    I’ve seen 5 production deployments suffer crashes this year. All 5 skipped a proper chunking strategy and faced unforeseen repercussions.

    The Chunking Strategy List

    1. Understand Chunking Basics
    Why it matters: Knowing what chunking is lays the groundwork for everything that follows. Understand the principles behind chunking and how

    SEO for AI

    Supabase vs Neon: Which One for Enterprise

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    Supabase vs Neon: Which One for Enterprise?

    Supabase boasts a colossal 99,365 GitHub stars, while Neon is a newer contender without the same volume of public attention yet solidifying its presence. But let’s get real—stars don’t ship features, and star counts alone don’t mean it’s the right choice for your enterprise stack. When you’re picking

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