Library

Everything I have published: essays and manuals from From Lab to Life, research papers, and the archive. Each work tells you where you can read it.

tr_notes from real builds

Start here

Showing 8 of 8 works · newest first · topic: MCP

Reset filters
From Lab to Life20 Sep 2026 · Essay

The Context Engine

Three kinds of context, three write rules, and a project that outlives the session, the harness, the model and the machine

The CuratorMedium (canonical) · Substack
From Lab to Life30 Aug 2026 · Essay

The Handoff Writes Itself

The confession piece about two years of hand-written handoff files. The flaw: the most degraded model writes the most important document.

The CuratorMedium (canonical) · Substack
From Lab to Life22 Jun 2026 · Essay

I Built Auto Loops Before They Had a Name

How Claude Code plus Playwright via MCP became an autonomous testing loop in early 2025, before "loop engineering" had a name.

Medium (canonical) · Substack

Get the next one first

New essays from From Lab to Life arrive on Substack before they reach this library.

From Lab to Life12 Aug 2025 · Essay

Exploring Early Indicators of AGI in Coding Agents: MCP + Cline Case Study

What happens when you give an entry-level AI model the right tools and see if it can build complex software? That’s exactly what I tested in my latest research, and the results reveal something fascinating about the path toward Artificial General Intelligence (AGI).

Medium
Every work, by year (77)