Tag: ChatGPT

AI & Machine Learning Sep 30, 2026 • 5 min read

AI Code Review Is Not a Replace-and-Forget Tool, And This Benchmark Proves It

I got burned by an LLM code review last month. We integrated Claude into our PR workflow thinking it would catch the obvious stuff, unused imports, basic logic errors, that kind of thing. A junior dev submitted a change that looked clean on the surface: consolidating an authentica...

Read More →

Claude LLM

AI & Machine Learning Sep 26, 2026 • 5 min read

Why I Stopped Waiting for My AI to Answer Me

I catch myself doing this at least twenty times a day. I'm in VS Code, reading through some API documentation. I need Claude to explain a function signature. I open a new tab. I copy the text. I paste it into Claude. I wait for the response. I copy the answer. I switch back. I pa...

Read More →

Claude LLM

AI & Machine Learning Sep 25, 2026 • 5 min read

Fine-Tuning LLMs Locally Isn't Magic, But Unsloth Studio Made It Accessible Enough That I Actually Tried It

Last month, I found myself in a familiar situation: a client needed their chatbot to understand domain-specific terminology that no amount of RAG could fully solve. The obvious path was to call an API, pay per token, and hope the model didn't hallucinate. But I kept thinking, what...

Read More →

Claude LLM

Web Development Sep 9, 2026 • 4 min read

The AI Safety Trap I Didn't See Coming: When Doing Your Job Gets Flagged as Abuse

Three weeks ago, I was auditing an agent system I built. Simple enough, vulnerability testing, the kind of work I do every sprint. The model refused me. I switched to a different API tier. Refused again. I didn't think much of it until I realized what was happening: I was being tr...

Read More →

LLM ChatGPT

Web Development Sep 5, 2026 • 5 min read

I've Been Prompting AI Wrong, and It's Costing Me

Last month, I spent twenty minutes crafting the perfect prompt for Claude to refactor a payment module. I included verification instructions, step-by-step guidance, explicit constraints in ALL CAPS, and even a "double-check your work" clause at the end. The response came back sol...

Read More →

Claude ChatGPT

Web Development Aug 30, 2026 • 5 min read

The Agent Revolution Isn't Coming, It's Here, and the Pricing Tells the Real Story

I spent last Friday debugging a security scanner that kept refusing to explain its own findings. It would flag a vulnerability, then hit some invisible wall and clam up. I got frustrated, filed a bug report, then realized, that wasn't a bug. That was intentional. And last week, I...

Read More →

OpenAI ChatGPT

Web Development Aug 27, 2026 • 5 min read

Stop Hiding Behind "Cloud is Easier": The LLM Architecture Decision I Actually Had to Make

Last month, a client asked me to build a document analysis feature for their compliance platform. They wanted AI-powered categorization of sensitive financial documents. My first instinct? Spin up Claude API, done in an afternoon. Then their legal team said: "Nothing leaves our s...

Read More →

Claude Startups

AI & Machine Learning Aug 25, 2026 • 5 min read

Why I'm Building Local AI Agents Now (And Why You Should Consider It)

I spent the last two weeks trying to explain to our compliance officer why sending insurance claim data to OpenAI's API is a non-starter for our product roadmap. She pulled out a regulatory document, I pulled out a cost projection, and we both realized we were talking past each o...

Read More →

LLM OpenAI

AI & Machine Learning Aug 23, 2026 • 5 min read

AI Isn't Making Us Faster, It's Making Our Security Blind Spots Bigger

Last month, I watched a junior developer paste an entire microservice architecture into ChatGPT to debug a timing issue. Sensitive database credentials were right there in the logs. Database URL. API keys. Everything. When I pointed it out, they shrugged and said, "It's just Chat...

Read More →

ChatGPT LLM

AI & Machine Learning Aug 22, 2026 • 5 min read

I Built AI Into Our Workflow. Now I'm Worried About What Comes Out.

Last month, I was sitting with our product team during a sprint planning meeting when someone casually mentioned they'd asked Copilot to summarize a client contract and then used that summary as a base for our internal documentation. Seemed normal enough. Then I thought: what if...

Read More →

ChatGPT LLM