Casey Tran

Blog

Thoughts on AI, manufacturing, security, and beyond.

· 4 min read

The Scholastic Trap

The medieval Church controlled how Aristotle re-entered Europe. Frontier labs control how transformers reach you. The genealogy is invisible at the receiving end. The cracks are already showing.

Philosophy AI Power
· 5 min read

The Aristotle Moment

Prompt engineering was Pre-Socratic. Vibe coding was Socratic. Agentic engineering is the Aristotelian moment. Gödel and Wittgenstein are the same insight, and the harness is where they meet.

Agentic Engineering Philosophy LLM
· 4 min read

I Let Claude Research My Own Model While I Slept

I pointed Claude Code running Opus 4.6 at a research repo and went to bed. The task: autonomously optimize a defect segmentation model for additive manufacturing using Andrej Karpathy's AutoResearch workflow. Roughly 16 experiments overnight. Some noise, some signal.

AutoResearch Claude Opus 4.6 Agentic Engineering ML
· 2 min read

Agentic Era

Local models are great, but having used Qwen 3.5 30b-a2b and Qwen 3.5 27b, I must say that I have so far been very impressed with 27b performance on OpenCode while building agents. Agentic coding, even with local and open source tools is here indeed in this third month of 2026 🐎. The a3b models were a bit "unreasonable" when trying to build a windows installer. This is because mixture of expert models like this only uses a fraction of its parameters for thinking. The 27b utilizes all of it for every calculation leading to better "thinking," logic and agentic performance (which as of now means building my OpenCode agents). To these new agents today, "Welcome to the team!"

Agentic Flow OpenCode Qwen Local LLM