Tag: AI Agents

Web Development Jul 9, 2026 • 5 min read

Stop Sending Your Code to OpenAI: Why Local AI Agents Just Became Actually Viable

Last month, I was sitting in a client meeting when their security officer asked a question that made me uncomfortable: "Where exactly does our source code go when you use ChatGPT for debugging?" I didn't have a great answer. Sure, I could mumble something about API agreements and...

Read More →

Python ChatGPT

Programming Jul 8, 2026 • 4 min read

Running 8,764 Sandboxes in Production Taught Me What Sandboxing Really Costs

I spent three days last month debugging why a CI/CD pipeline kept failing silently on GitHub Actions. The logs showed nothing. The code worked locally. It worked on my coworker's machine. When I finally SSH'd into the runner and manually ran the same command, it succeeded immedia...

Read More →

AWS AI Agents

AI & Machine Learning Jul 8, 2026 • 4 min read

Stop Building AI Agents Like They're Console Apps

I spent three weeks debugging an AI agent pipeline last month that was supposed to handle code reviews. It had access to everything, entire codebases, chat histories, documentation, deployment logs, previous reviews. By week two, the agent was hallucinating connections between unr...

Read More →

LLM AI Agents

AI & Machine Learning Jul 7, 2026 • 4 min read

Stop Pretending Fine-Tuning Models is a "Data Scientist Only" Problem

I spent three weeks last year trying to fine-tune a language model for a client's internal documentation system. Three weeks. What should've been a weekend project turned into me wrestling with conflicting PyTorch versions, CUDA compatibility nightmares, and a LoRA configuration...

Read More →

AI Agents Git

DevOps & Cloud Jul 4, 2026 • 5 min read

The Gap Nobody Talks About: Why Your Network Operations Still Live in Scattered Scripts

I spent three hours last Tuesday debugging why a health check was hitting the wrong subnet. Three hours. It wasn't a production incident, it was worse. It was preventable chaos that nobody had questioned before running the check. Someone had written a script six months ago, it wor...

Read More →

Enterprise Software AI Agents

Web Development Jul 4, 2026 • 4 min read

I Got Hacked Through My Own Workflow (And I Didn't Even Know It)

Last year, I built an automated bug-triage system for a client. It was elegant, pull data from Jira, analyze it with an LLM, write structured reports. Simple pipeline. I was proud of it.

Read More →

Python LLM

Programming Jul 3, 2026 • 4 min read

The Default That Almost Broke My API: Why Choosing How to Fail Matters More Than You Think

Three years into building production systems, I almost shipped a bug that would've been worse than any security vulnerability I've actually caught. It wasn't a SQL injection or a weak password hash, it was something quieter and more dangerous: a catch block that said `return tru...

Read More →

JavaScript AI Agents

Tech News Jul 3, 2026 • 4 min read

Stop Building MCP Servers Like It's 2019

Two weeks ago, I spent an entire afternoon wrestling with deployment configs for an MCP server I was building for Claude. YAML files, Docker nonsense, manual testing against three different client APIs, the works. By the time I got it running in production, I'd burned through hour...

Read More →

Claude ChatGPT

AI & Machine Learning Jul 3, 2026 • 5 min read

Why I'm Actually Excited About AI-Native Data Workspaces (And Why I Wasn't Before)

Last month, I spent three hours debugging why an analyst on my team kept getting stale data. Turns out they were running queries in Snowflake, copy-pasting results into a Slack message, and I was reading those Slack messages to build a report. We had a perfectly good data warehou...

Read More →

AI Agents

AI & Machine Learning Jul 2, 2026 • 5 min read

Stop Organizing Code for Machines. Organize It for AI.

Last month, I was running Claude on three parallel tasks across one of my projects, a schema migration, an API contract update, and frontend fixes to match it. By hour two, the agent started hallucinating file paths. It wasn't confused because the codebase was too big. It was conf...

Read More →

Claude AI Agents