Fragmentation isn’t technical debt. It’s how complex systems survive contact with reality. AI breaks when you treat it as a single, unified intelligence instead of a tool that needs boundaries, scope, and separable parts.
Fragmentation Isn’t a Bug. It’s How AI Stops Wrecking Your Work. Read More »
Your AI customer service chatbot works perfectly in testing. Fluent responses, fast resolution times, impressed stakeholders. Then you deploy it. Within a week: complaints spike, tickets increase, and human agents are cleaning up messes the chatbot confidently created. Here’s why “working” chatbots still fail customers and how to test them before production destroys your CSAT scores.
AI Chatbots in Customer Service: The Reality Behind “It Works” Read More »
Claude’s context limit makes serious AI work impossible. I fixed it by running a hybrid stack, Claude for reasoning, a local LLM for recall. No paid tier, no token resets, just continuous workflow.
How I Use a Local LLM to Extend Claude’s Context (Without Hitting Limits) Read More »
AI code passes tests but breaks in production. Why “logically correct” ≠ works for users. Real bugs, real costs, and how to use AI without shipping broken code.
Why AI-Generated Code Passes Tests But Breaks in Production Read More »
Most teams skip data evaluation in LLM development. Here’s why structured testing before SFT, RAG, and function calling is the actual foundation.
Teaching LLMs the Right Way: Why Data Evaluation Isn’t Optional Read More »
How I built a custom WordPress spam filter that learns from every spam comment, accidentally roasted pingbacks, and recovered everything. A deep dive into building intelligent, self-improving plugins.
Building EAI Anti-BS Filter: From Spam Hell to Smart Learning Plugin Read More »
AI IDEs help you code faster—but they’re also reshaping how you think. This post compares Copilot vs. v0.dev on a real task and reveals the mental tradeoffs developers need to confront. A tactical look at the tools, the results, and the real cost of speed.
Vibe coding got you through your first JavaScript app—but is it enough? Here’s what happens when AI shortcuts replace real dev skill, and why vibe coding should be a gateway, not your whole career.
Vibe Coding with AI: How We Went from Debugging Code to Debugging Prompts Read More »
Forget the buzzwords. This post dives into how developers are really using AI tools like ChatGPT, Copilot, and Gemini—from debugging and drafting features to avoiding overcomplicated solutions. A grounded look at what actually happens in a dev’s workflow with AI.
How Developers Actually Use AI: No Hype, Just Workflow Read More »
