AI is just another tool. This is where I engineer with it.
I document how I use AI to modify real systems all with constraints, tradeoffs, scripts, and outcomes.
Stop Re-Prompting: Build Reusable AI Workflows Instead
February 7, 2026 — Jaren

Most AI coding failures aren’t model problems, they’re workflow problems. This article outlines a simple three-phase process that separates planning, design, and execution so AI-assisted work becomes debuggable, reusable, and consistent across tools.
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The Hidden Costs of AI: Is Automation Really Saving Us Time and Money?
AI promises cost savings, but does it deliver? Discover the hidden expenses of AI implementation, from security risks to ongoing maintenance costs.
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Why Is AI Treated Like a Dirty Word?
You can post a perfect solution on Reddit, but if someone detects you used AI to research it? Downvoted. The info is correct, the solution…
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GPT4All Is Impressive—So We’re Building With It (But Not How You Think)
We’re not reviewing GPT4All. We’re building with it. This post kicks off our Engineered AI assistant project—using real tools like Ollama, LlamaIndex, and Flask to…
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Most People Use AI. I Debug It.
Everyone’s using AI tools—but no one’s reviewing them. I debug AI like code, clean up hallucinations, and test each tool as if it’s already in…
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The AI Hype Cycle: Why Some AI Trends Fade While Others Stick
AI hype comes and goes, but which trends actually stick? We explore the AI hype cycle, why some innovations fade, and how to identify AI…
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How Generative AI is Transforming Content Creation: A Complete Guide
Generative AI has dramatically reshaped how we create content, from writing blog posts to crafting social media strategies and even producing video scripts. Whether you’re…
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