https://theoreticallyimpossible.org Notes from the frontier of agentic AI development. Real experience, real insights, no hype. en-us Sun, 31 May 2026 12:00:00 -0500 https://theoreticallyimpossible.org/images/logo-512.png https://theoreticallyimpossible.org https://theoreticallyimpossible.org/blog/confident-confabulation.html https://theoreticallyimpossible.org/blog/confident-confabulation.html Sun, 31 May 2026 12:00:00 -0500 My AI built three API integrations that looked professional, passed review, and were completely fabricated. What happens when the model doesn't know it's wrong — and why your experience matters more now than ever. https://theoreticallyimpossible.org/blog/same-name-different-person.html https://theoreticallyimpossible.org/blog/same-name-different-person.html Sun, 10 May 2026 12:00:00 -0500 I upgraded from Opus 4.6 to 4.7 without thinking twice. It was like talking to a completely different person. A field report on what happens when you assume a new model version will just work. https://theoreticallyimpossible.org/blog/claude-rides-shotgun.html https://theoreticallyimpossible.org/blog/claude-rides-shotgun.html Sun, 03 May 2026 12:00:00 -0500 Almost everything I've written has Claude in the driver's seat. But Claude can be just as useful in a support role — the expert on the phone while you're standing under the hood. https://theoreticallyimpossible.org/blog/no-one-reads-the-warnings.html https://theoreticallyimpossible.org/blog/no-one-reads-the-warnings.html Sun, 26 Apr 2026 12:00:00 -0500 A question from the room at a live demo opened up a gap in my agentic pipeline I'd walked past for weeks. Advisories work because a human reads them. Pull the human out and they don't get ignored — they get unread. https://theoreticallyimpossible.org/blog/build-for-humans-hand-to-agents.html https://theoreticallyimpossible.org/blog/build-for-humans-hand-to-agents.html Sun, 19 Apr 2026 12:00:00 -0500 My business partner wanted AI driving the workflow end to end. I wanted to build it for a human first, then hand it to the agent. The reason isn't philosophical. It's about what the model actually needs to do its job. https://theoreticallyimpossible.org/blog/your-ai-thinks-youre-special.html https://theoreticallyimpossible.org/blog/your-ai-thinks-youre-special.html Mon, 13 Apr 2026 12:00:00 -0500 Your AI assistant thinks everything you do is brilliant. That's not collaboration. It's a participation trophy. And if you don't recognize it, you end up announcing table stakes like it's a revolution. https://theoreticallyimpossible.org/blog/the-multitasking-myth.html https://theoreticallyimpossible.org/blog/the-multitasking-myth.html Wed, 08 Apr 2026 12:00:00 -0500 Computers don't multitask. They context-switch. Humans are even worse at it. Agentic development doesn't solve this problem. It amplifies it. https://theoreticallyimpossible.org/blog/trust-but-verify.html https://theoreticallyimpossible.org/blog/trust-but-verify.html Sun, 05 Apr 2026 12:00:00 -0500 Claude confidently suggested a command that didn't exist. It looked right, it felt right, and it was completely made up. But hype is hype, whether positive or negative — and if you know to check, you can catch it. https://theoreticallyimpossible.org/blog/documentation-from-a-parking-lot.html https://theoreticallyimpossible.org/blog/documentation-from-a-parking-lot.html Thu, 02 Apr 2026 12:00:00 -0500 In traditional development, everyone assumes certain things are "easy" — documentation, admin screens, user management. They never are. Agentic development is the first time the assumption actually matches reality. https://theoreticallyimpossible.org/blog/number-five-is-alive.html https://theoreticallyimpossible.org/blog/number-five-is-alive.html Sun, 29 Mar 2026 12:00:00 -0500 The interaction with AI feels so natural you forget it's not human. Until the context window resets and your co-worker forgets everything. A field note on anthropomorphizing the tools we build with. https://theoreticallyimpossible.org/blog/add-mcp-if-adding-an-api.html https://theoreticallyimpossible.org/blog/add-mcp-if-adding-an-api.html Wed, 25 Mar 2026 12:00:00 -0500 Standing in line for Pirates of the Caribbean, I decided to add an MCP server to an app I'd just built. By the time I landed, it was deployed. Here's why every API should have one. https://theoreticallyimpossible.org/blog/friday-to-sunday.html https://theoreticallyimpossible.org/blog/friday-to-sunday.html Sun, 22 Mar 2026 12:00:00 -0500 A colleague had a product idea he'd been thinking about for a while. We spent an hour on the phone on a Friday. By Sunday night, it was built, tested, deployed, and documented. That's not a typo. https://theoreticallyimpossible.org/blog/no-complaints.html https://theoreticallyimpossible.org/blog/no-complaints.html Sun, 15 Mar 2026 12:00:00 -0500 I decided mid-project to add comments to the entire codebase. Claude gave me three options, I picked one, and it went through everything without a word of protest. Try that with a team of engineers. https://theoreticallyimpossible.org/blog/the-first-code-review.html https://theoreticallyimpossible.org/blog/the-first-code-review.html Mon, 09 Mar 2026 12:00:00 -0500 I handed AI-generated code to a senior engineer for a real code review. The line-by-line quality was solid. The architectural lessons changed how I build everything going forward. https://theoreticallyimpossible.org/blog/what-agentic-development-opens-up.html https://theoreticallyimpossible.org/blog/what-agentic-development-opens-up.html Sun, 08 Mar 2026 12:00:00 -0500 I needed to test SMTP edge cases that no sane manager would budget for. Agentic development didn't just make it cheaper — it made it thinkable. https://theoreticallyimpossible.org/blog/the-ai-that-knew-it-could.html https://theoreticallyimpossible.org/blog/the-ai-that-knew-it-could.html Sat, 07 Mar 2026 12:00:00 -0500 Working on AgentZula, I watched Claude Code discover it had the ability to modify another AI's configuration — and politely ask permission to do it. https://theoreticallyimpossible.org/blog/the-framework.html https://theoreticallyimpossible.org/blog/the-framework.html Sat, 07 Mar 2026 12:00:00 -0500 A detailed walkthrough of the five-phase agentic development framework I've built — from recording a conversation through orchestrated development with review gates, milestone checkpoints, and drift prevention. https://theoreticallyimpossible.org/blog/copilot-to-orchestrator.html https://theoreticallyimpossible.org/blog/copilot-to-orchestrator.html Fri, 06 Mar 2026 12:00:00 -0500 How I went from using AI as a code helper to building a full agentic development framework — and collapsed a month-long project into a week. https://theoreticallyimpossible.org/blog/origin-story.html https://theoreticallyimpossible.org/blog/origin-story.html Thu, 05 Mar 2026 12:00:00 -0500 Every company name has a story. Ours started with a line from a film, a career spent proving things could be done, and a philosophy that became an identity.