Blog - Web Development Articles & Tutorials

Web Development Oct 29, 2026 • 5 min read

Stop Blaming Your Content When Search Console Numbers Don't Add Up

I spent three hours last week staring at a Search Console report for a client's Portuguese marketplace page. Fifty-three impressions reported, but when I drilled into the query data, the numbers only accounted for twelve. My first instinct? The page must be broken. The content mu...

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AI & Machine Learning Oct 28, 2026 • 4 min read

I Stopped Trusting Latency Benchmarks Until I Measured From My Users' Locations

Last month, I was optimizing API calls for a fintech client in São Paulo. We'd done all the usual things, picked a "fast" inference provider based on benchmark comparisons, implemented caching, optimized our connection pooling. The response times were still mediocre. I was baffled...

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Python UX Design

Web Development Oct 28, 2026 • 4 min read

The Token Tax: Why I'm Finally Counting What I Send to LLMs in Production

Last month, a client's CRM integration started costing us three times what we quoted. I spent an afternoon digging through API bills only to realize we were sending entire sales call transcripts, complete with dead air, tangents, and repeated greetings, to an LLM endpoint *on every...

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LLM Python

AI & Machine Learning Oct 27, 2026 • 5 min read

We're Building Expensive Magic, and Nobody's Asking If We Can Afford It

Last month, I sat in a sprint planning meeting where someone suggested we "just use Claude to refactor this module." The suggestion landed like it always does, casual, reasonable, cost-free in the minds of everyone in the room. But I caught myself doing the math: if this module ge...

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Claude LLM

Web Development Oct 27, 2026 • 4 min read

Why I'm Seriously Reconsidering How My AI Agents Access the Web

I hit a wall last month that I didn't expect. I'd built a Claude-powered agent to help me research competitor pricing and API documentation across various SaaS platforms. It worked for maybe 30% of my targets. The rest? Either blocked by Cloudflare, or returning empty divs that t...

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Claude Python

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

Stop Paying $500/Month to Ask Dumb Questions About Your Brand

Last month, a client asked me something that made me realize how broken our assumptions about AI visibility are. They'd been paying a SaaS tool $49/month to tell them whether ChatGPT mentions their product, and the dashboard was giving them contradictory signals every week. One d...

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Claude LLM

Web Development Oct 26, 2026 • 4 min read

Stop Copy-Pasting Your Analytics Into ChatGPT Like It's 2023

I spent twenty minutes last Tuesday doing something stupidly manual. I pulled traffic data from my analytics dashboard, exported it as CSV, pasted it into ChatGPT, asked "which pages performed best," got an answer, and then had to manually cross-reference it with another report b...

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Claude ChatGPT

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

I Finally Understand Why Production AI Agents Need to Run Without a Human Watching

Last month, I was setting up a nightly script to analyze GitHub issues for a client's repository. I started with Claude Code in interactive mode, testing commands by hand, clicking through approvals, reading output from the terminal UI. It worked fine for exploration. Then I tried...

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Claude UI Design

Web Development Oct 25, 2026 • 5 min read

Why I Stopped Treating Dead-Letter Queues as a Trash Bin

Three months ago, I shipped a reservation expiry system that silently swallowed failures. A payment hold stayed open for days past its window because a webhook timed out, nobody logged it, and the retry logic just gave up. The customer's balance looked wrong. My manager asked wha...

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LLM Startups

AI & Machine Learning Oct 24, 2026 • 4 min read

Why I Stopped Assuming AI Assistants See What You See

Last month, I was working with a client who wanted to understand why their news content wasn't being cited in ChatGPT responses. They'd seen OpenAI's licensing deals with major publishers and assumed their own content would be swept into the training data automatically. When I du...

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Claude ChatGPT

Blog & Articles

Stop Blaming Your Content When Search Console Numbers Don't Add Up

I Stopped Trusting Latency Benchmarks Until I Measured From My Users' Locations

The Token Tax: Why I'm Finally Counting What I Send to LLMs in Production

We're Building Expensive Magic, and Nobody's Asking If We Can Afford It

Why I'm Seriously Reconsidering How My AI Agents Access the Web

Stop Paying $500/Month to Ask Dumb Questions About Your Brand

Stop Copy-Pasting Your Analytics Into ChatGPT Like It's 2023

I Finally Understand Why Production AI Agents Need to Run Without a Human Watching

Why I Stopped Treating Dead-Letter Queues as a Trash Bin

Why I Stopped Assuming AI Assistants See What You See

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