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AI & Machine Learning Oct 20, 2026 • 5 min read

AI Assistants Finally Got Good Enough to Automate My Content Pipeline, And I'm Actually Using It

Last month, I was sitting in a coffee shop in Islamabad, watching a colleague manually trim and caption a 45-minute developer talk for TikTok. He was using three separate tools, jumping between them constantly, losing focus, making mistakes. I thought: this shouldn't exist as a m...

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Claude ChatGPT

Web Development Oct 20, 2026 • 4 min read

I Built an Audio Story Generator Last Weekend, Here's What Actually Matters

Three weeks ago, a client asked me if we could turn user prompts into narrated stories for their education platform. My first instinct was to say "that's too complex, too expensive." Then I remembered seeing something about ElevenLabs and realized I could build a proof-of-concept...

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LLM Python

AI & Machine Learning Oct 19, 2026 • 4 min read

Why I Finally Stopped Paying for Expensive LLM APIs and Built My Own Inference Stack

I was sitting in a standup last month when our product manager mentioned we'd spent $4,200 on OpenAI API calls in the previous week. That number hit me differently than it should have. We're a bootstrapped startup, every dollar matters. And I realized we were essentially renting i...

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LLM Startups

Web Development Oct 19, 2026 • 5 min read

I've Been Letting AI Lie to Me About My Smart Contracts, And I'm Done With It

Six months ago, I watched Claude confidently suggest that a failed deposit transaction needed an ERC20 approval, even though I'd already approved the token three times. The agent was pattern-matching. It wasn't thinking. I pasted the error message, got a plausible-sounding guess...

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Claude LLM

AI & Machine Learning Oct 18, 2026 • 4 min read

Stop Calling Everything AI: A Developer's Reality Check

Last month, I spent two hours in a client meeting defending why their "AI-powered" recommendation system was just collaborative filtering with a glorified name. They'd read somewhere that AI was the future, saw their competitor use the word in a press release, and suddenly everyt...

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ChatGPT Machine Learning

Web Development Oct 18, 2026 • 5 min read

I Wasted a Week Running Ollama on K3s Before Understanding GPU Pass-Through

I remember the exact moment I realized my "private AI infrastructure" was a lie. I'd spun up K3s on a server with an RTX 4090, deployed Ollama with Open-WebUI, and asked it a simple question. Then I watched the cursor blink. One token per second. The GPU sat there, idle, while my...

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LLM Kubernetes

AI & Machine Learning Oct 17, 2026 • 4 min read

I've Been Billing Phantom AI Costs (And So Have You)

Last month, I got a Slack message that made my stomach drop. Our OpenAI bill had tripled overnight. Tripled. I spent four hours digging through logs, trying to figure out which service was hemorrhaging tokens, and I couldn't trace it back to anything. Turns out it was a junior de...

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LLM ChatGPT

Web Development Oct 17, 2026 • 4 min read

I Built a Supabase App Without Thinking About Key Management, and I Got Lucky

Three months into production with a client project, I was debugging why our encrypted API tokens kept failing on refresh. I realized mid-coffee that our decryption key was sitting in a `.env` file that got committed to git *once*, and I'd been losing sleep over something I'd alre...

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JavaScript Git

AI & Machine Learning Oct 16, 2026 • 4 min read

Why I'm Done Pretending AI Coding Agents Have Consistent Interfaces

I spent two hours last week debugging what I thought was a feature bug in Claude Code, only to realize I'd been typing `/compress` instead of `/compact`. The command works fine in Gemini CLI, that's literally its name there. By the time I figured it out, I'd already started writin...

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Claude UX Design

Web Development Oct 16, 2026 • 4 min read

Why I Finally Stopped Pretending My Notes System Works, and What I Learned Testing Seven AI Tools

Three months ago, I realized I had notes scattered across four different apps. Meeting summaries lived in one place, project ideas in another, code snippets in a third, and half my technical decisions were just... gone. The irony hit me hard: I build full-stack applications for a...

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Claude Startups

Blog & Articles

AI Assistants Finally Got Good Enough to Automate My Content Pipeline, And I'm Actually Using It

I Built an Audio Story Generator Last Weekend, Here's What Actually Matters

Why I Finally Stopped Paying for Expensive LLM APIs and Built My Own Inference Stack

I've Been Letting AI Lie to Me About My Smart Contracts, And I'm Done With It

Stop Calling Everything AI: A Developer's Reality Check

I Wasted a Week Running Ollama on K3s Before Understanding GPU Pass-Through

I've Been Billing Phantom AI Costs (And So Have You)

I Built a Supabase App Without Thinking About Key Management, and I Got Lucky

Why I'm Done Pretending AI Coding Agents Have Consistent Interfaces

Why I Finally Stopped Pretending My Notes System Works, and What I Learned Testing Seven AI Tools

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