Tag: LLM

AI & Machine Learning Jun 23, 2026 • 4 min read

I Almost Built a $2,300 Bug Into Production (And You Probably Will Too)

Last month, I was setting up LiteLLM for a project that needed to juggle multiple AI providers. DeepSeek for everyday tasks, GPT-4o as "backup." Simple, right? I was configuring the fallback chain when something in my head clicked, I'd seen this exact pattern destroy budgets at...

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Startups Claude

Web Development Jun 22, 2026 • 4 min read

I Got Blindsided By My AI Gateway Bill, Here's What I Should Have Known

Three months into production, I got a Slack message from our finance team that made my stomach drop. Our OpenAI bill had multiplied by 4x with no corresponding increase in user traffic. I spent two hours digging through logs, convinced we had a runaway process or a customer abusi...

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Claude ChatGPT

Web Development Jun 21, 2026 • 5 min read

I Let My AI Agent Read My AWS Credentials. Here's What I Learned

I shipped an HTML injection vulnerability in an AI chatbot three years ago. The model spit out some HTML, I rendered it straight to the page, and a user discovered they could inject arbitrary content. It was humbling, and I thought I'd learned the lesson: never trust what an LLM...

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Claude AWS

AI & Machine Learning Jun 20, 2026 • 4 min read

When AI Stops Guessing About Your Health: Why I'm Cautiously Optimistic About ChatGPT's New Medical Capabilities

I got a Slack message last week from a non-technical friend asking if she could use ChatGPT to figure out what was wrong with her knee. I immediately felt that familiar tension, the same one I experience every time AI capabilities cross into domains where getting things wrong genu...

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ChatGPT OpenAI

Tech News Jun 19, 2026 • 4 min read

Why India's AI Sovereignty Play Actually Matters to Developers Like Me

I was debugging an API integration last month when a colleague mentioned they couldn't use Anthropic's latest models for a client project in Pakistan. The reason? A U.S. government order. That conversation stuck with me, not because I'm surprised by geopolitical restrictions, but...

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Claude OpenAI

Tech News Jun 18, 2026 • 4 min read

ChatGPT's Monopoly Was Never Going to Last, and That's Actually Good News for Developers

I remember exactly when I stopped feeling like ChatGPT was the only tool in the room. It was March 2025, mid-project, when Claude 3.5 handled a complex code refactoring task so cleanly that I just... switched. No drama, no announcement, I just opened a new tab and haven't looked b...

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Claude ChatGPT

AI & Machine Learning Jun 16, 2026 • 5 min read

Stop Blaming Claude: Your Codebase Is the Real Problem

Last week, I spent three hours debugging a Claude-generated feature that looked perfect on paper. The agent had created duplicate API call logic scattered across three different modules instead of consolidating it into a service layer I'd already built. My first instinct? Blame t...

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Claude LLM

AI & Machine Learning Jun 12, 2026 • 4 min read

When Your Bank's Code Runs on ChatGPT: What BBVA's Move Actually Means

Last month, I was debugging a legacy banking integration at 2 AM, you know, the kind where a single API timeout cascades into 15 different downstream failures. I remember thinking: what would it look like if we could actually automate the problem-solving part itself? This thought...

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ChatGPT OpenAI

AI & Machine Learning Jun 6, 2026 • 4 min read

Why I'm Taking Enterprise AI Integration Seriously Now (And Why You Should Too)

A few months ago, I dismissed ChatGPT integrations as a trendy feature, the kind of thing startups slap onto their product to bump up their Series A pitch. Then I watched a client's HR team spend two full days manually processing employee data that could've been automated with a p...

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Startups ChatGPT

AI & Machine Learning Jun 6, 2026 • 5 min read

The Tone Problem Nobody Talks About: Why GPT-5.1 Actually Matters for Builders

I was debugging a chatbot integration at 2 AM last week when I realized something frustrating. The AI kept responding like a Wikipedia article had gained sentience. My client wanted conversational, warm interactions, but every prompt felt like it was being filtered through a corp...

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Claude ChatGPT