From Lab to Life21 Oct 2026 · Case study
One Founder, Eight Weeks, Four Hundred Agents
I delivered a working, deployed MVP in eight weeks, alone, by directing more than four hundred AI agents.
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.
Start here
The thesisChasing Jarvis: The Bottleneck Was Never the CodeWe are learning to build and ship real digital products using AI coding agents. The gap between idea and shipped product is no longer technical, it is contextual.The methodEvery Product Needs a HomeBuilding a modern website in the age of AI agents: a manual, told through the new website of The CuratorThe researchContext as Architecture: Full-Corpus Grounding, Orchestrated Agentic Development, and Compliance-by-Design in a Production AI Assistant PlatformThis paper reports a longitudinal design-science case study of a single production artefact — Lumina, a multi-tenant AI assistant platform — across two complete generations built fourteen months apart in capability terms and seven months apart in calendar terms.
Research30 Sep 2026 · Paper
Knowledge Accumulates, State Supersedes: Structuring and Carrying Context for Multi-Session, Multi-Harness AI Agent Work — A Design Study of The Curator, an Open-Source Context Engine
Large language model (LLM) agents now carry out work that outlasts a single session: building software, running literature reviews, writing books, producing campaigns. Every session, however, begins with an empty context window, and when the work moves to a different agent harness, a different model or a different computer, whatever the previous session knew is lost.
From Lab to Life30 Sep 2026 · Essay
The Right Context, Not All of It
Written deliberately as a lesson rather than a product story, taught through The Curator v3.80.0.
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
From Lab to Life16 Sep 2026 · Essay
Every Product Needs a Home
Building a modern website in the age of AI agents: a manual, told through the new website of The Curator
From Lab to Life3 Sep 2026 · Essay
Where Your Context Lives
The Curator ships as a native Mac app (v3.45.0). Covers the three layers (personal wiki, Shared Brain, agent working state), the menu-bar widget, bring-your-own-key across three providers at about €5 a month, and plain-markdown portability.
Get the next one first
New essays from From Lab to Life arrive on Substack before they reach this library.
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.
From Lab to Life24 Aug 2026 · Essay
Field Notes
I turned fifty-plus articles into a corpus you can question, download, and hand to your own AI.
From Lab to Life17 Aug 2026 · Essay
The Mixed Fleet
Can a frontier orchestrator on a subscription delegate to local open-weight models?
From Lab to Life6 Aug 2026 · Essay
I Could Tell You My AI Has Never Lied. I'm Not Going To.
Seven months, two generations, one production rebuild — and five things I learned that I did not expect to learn.
Research1 Aug 2026 · Paper
Context as Architecture: Full-Corpus Grounding, Orchestrated Agentic Development, and Compliance-by-Design in a Production AI Assistant Platform
This paper reports a longitudinal design-science case study of a single production artefact — Lumina, a multi-tenant AI assistant platform — across two complete generations built fourteen months apart in capability terms and seven months apart in calendar terms.
From Lab to Life31 Jul 2026 · Essay
Lumina: An AI Agent Your Business Can Stand Behind
The behind-the-scenes rebuild of Lumina from Gen-1 to an enterprise-grade Gen-2.
From Lab to Life20 Jul 2026 · Essay
From 0 to Dev in One Day: What a Real Coding Harness Actually Looks Like
A summer manual for the curious non-developer who keeps seeing people build apps out of thin air and wondering: could I actually do that?
From Lab to Life10 Jul 2026 · Essay
Six Months After I Shipped Lumina; Here's What Actually Happened
Running Lumina with real customers six months after launch. A Ljubljana massage studio hit a forgotten 2,000-character personality limit mid-conversation; the systemic fix raised the limit fourfold and added live counters.
Research8 Jul 2026 · Paper
The Fight for Intelligence — Putting the ØØT to Work: Use Cases, Vendor Independence, and the Brain Behind the Framework
Argues that competition has shifted from a fight for resources to a fight for intelligence, using the 19-day frontier-model suspension of June 2026 as evidence of single-vendor risk.
From Lab to Life8 Jul 2026 · Essay
The Fight for Intelligence
Putting the Organisation of Tomorrow to Work; Use Cases, Vendor Independence, and the Brain Behind the Framework
From Lab to Life3 Jul 2026 · Essay
Second Brain to Shared Brain: Building a Neural Network of Your Own Knowledge
A follow-up seven weeks after the Shared Brain launch. The author's own wiki has 3,305 nodes and 15,095 edges at v3.0.6.
From Lab to Life1 Jul 2026 · Essay
Anthropic Shipped Two Models This Week. I Only Wanted One Back.
Two Anthropic announcements 24 hours apart. Sonnet 5 (30 June) becomes the new default, and its real story is follow-through on multi-step tasks.
From Lab to Life28 Jun 2026 · Essay
Chasing Jarvis: The Bottleneck Was Never the Code
We are learning to build and ship real digital products using AI coding agents. The gap between idea and shipped product is no longer technical, it is contextual.
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.
From Lab to Life19 Jun 2026 · Essay
I Built a 24/7 AI Email Support Agent for My App. Here's the Exact Stack.
Every founder I know has the same problem with email support. In the early days, you handle it yourself. You are fast, you are personal, and you actually know the product. Then you get busier. Response times slip. Users start to notice. You think about hiring someone, but the volume does not justify it yet. So you buy a helpdesk tool, set up some canned responses, and tell yourself you will get to the backlog this weekend. You never get to the backlog.
From Lab to Life18 Jun 2026 · Essay
16x Cheaper, Open Weights, and the Model That Doesn't Disappear on Fridays
Compares Kimi K2.7 and Claude Fable 5 using real production data (24 landing pages, 12 prompts).
From Lab to Life18 Jun 2026 · Essay
The Curator — Product Update (v3.0.1-beta.20 → beta.23)
Release notes for The Curator v3.0.1 beta.20 to beta.23: Shared Brain synchronisation improvements, a new test-automation infrastructure, and stability fixes.
From Lab to Life14 Jun 2026 · Essay
Blueprint of a Frontier Coding Agent
Inside the machinery that powers modern AI development, and why understanding it matters even if you never write a line of code