Tag: Compliance

Web Development Sep 30, 2026 • 4 min read

I'm Done Betting On "Enterprise" Secrets Managers For Small Teams

Six months ago, I spent three days setting up HashiCorp Vault for a four-person team. We spent another week writing deployment scripts, managing encryption keys, and debugging authentication flows. By month two, nobody could remember how to rotate a key without breaking staging....

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AWS UI Design

AI & Machine Learning Sep 28, 2026 • 5 min read

When AI Attributes Its Own Work, Who's Actually Honest?

I was reviewing a pull request last week where a junior developer had written a commit message claiming they'd "refactored the authentication flow," when in reality they'd copy-pasted a Claude snippet and made three tweaks. The code worked. The message was technically true. But i...

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Claude LLM

Web Development Sep 26, 2026 • 4 min read

I Finally Understand Why My PRDs Keep Dying in Production

Two years ago, I watched a payment feature I built fail spectacularly because "instant refunds" meant something completely different to our finance team than it did to me. The PM wrote "instant," I designed async eventual consistency, and we shipped a system that technically work...

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LLM Compliance

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...

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LLM ChatGPT

Web Development Aug 31, 2026 • 4 min read

Why I'm Rethinking How We Bill LLM Work at Scale

I got a message from our finance team last week asking why one batch summarization job cost 3x more than another, even though they processed similar data. I couldn't answer them without digging through logs for twenty minutes. That's when I realized we've built the entire LLM int...

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Startups LLM

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...

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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...

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LLM OpenAI

Web Development Aug 24, 2026 • 5 min read

I Built a Private Health App in the Browser, And I'm Actually Impressed It Works

A few months ago, a friend asked me to help build a health logging app for his startup. My first instinct? Spin up a Node backend, throw it on AWS, use some managed LLM API. Standard playbook. Then he mentioned the regulatory requirements, the compliance overhead, and the fact th...

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Startups AWS

Programming Aug 19, 2026 • 5 min read

Stop Asking Users to "Have a Look": The UAT Lesson I Learned the Hard Way

I still remember the migration project that taught me this lesson. It was a healthcare system overhaul, data, workflows, everything. We spent four months rebuilding the database, testing the ETL pipeline obsessively, and felt genuinely confident about go-live. Then we sent the san...

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Compliance

Programming Aug 19, 2026 • 4 min read

I Learned the Hard Way: Data Migration Isn't What I Thought It Was

Three years ago, I was asked to help move customer data from an old CRM into a shiny new system. I thought I had this, extract some SQL, transform it, load it, done. I was confidently wrong. Six weeks later, staring at a production issue where 47 customer records had split into du...

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Compliance