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The Signal

Marketing + Code

Practical writing on AI, health tech, and building — straight from the trenches.

Constellation, Upgraded: A Tour of the System That Runs Everything
AI & Automation24 June 2026

Constellation, Upgraded: A Tour of the System That Runs Everything

A six-minute walk through the single app that now runs the projects, the day and the entire AI software team.

Matt Martin · 6 min read
How One Person Can Run a Medical Software Company
13 June 2026

How One Person Can Run a Medical Software Company

Inside Medware's AI Development System. How you can create a system driven by three applications and Claude sitting underneath all of it.

Matt Martin · 15 min read
The Practical Evolution of AI for Doctors
Health Tech18 May 2026

The Practical Evolution of AI for Doctors

A 6, 12, 24 and 36 Month Projection of the Clinical AI Operating Layer

Matt Martin · 1 min read
Is A.I malevolent and does it matter?
AI & Automation27 April 2026

Is A.I malevolent and does it matter?

Anthropic and others have published about how Claude actually behaves during training, how much of it supports Hinton's worries, and the honest counter-argument that most of it isn't malevolence — though that may be a smaller consolation than it first appears.

Matt Martin · 18 min read
Stop Teaching AI Prompts. Start Building AI Workflows.
AI & Automation16 April 2026

Stop Teaching AI Prompts. Start Building AI Workflows.

What training sales teams on Microsoft Copilot taught me about real AI adoption

Matt Martin · 5 min read
CellMap: Building a Living, Breathing Cell You Can Explore
Health Tech13 April 2026

CellMap: Building a Living, Breathing Cell You Can Explore

What happens when you try to model the real complexity of a human cell — not a textbook diagram, but the actual molecular machinery?

Matt Martin · 4 min read
From Public Medical Knowledge to Sovereign Clinical Intelligence
Health Tech28 March 2026

From Public Medical Knowledge to Sovereign Clinical Intelligence

Consumer medical AI is hitting its ceiling. What comes next. Forbes 2026

Matt Martin · 2 min read
AI software development. From liability to preferred
17 March 2026

AI software development. From liability to preferred

In regulated industries, "built with AI" is currently a procurement liability because no trusted verification standard exists. So builders hide it. And adoption stalls.

Matt Martin · 1 min read
Augmented Peer Review: A Framework for AI-Supervised Academic Publishing
AI & Automation10 March 2026

Augmented Peer Review: A Framework for AI-Supervised Academic Publishing

The traditional academic peer review process is facing a sustainability crisis characterized by 6–18 month publication delays, persistent geographic bias, and a reproducibility crisis.

Matt Martin · 1 min read
Beyond Popularity: Authority-Weighted Rating Systems for Evidence-Based Medical Content Evaluation
AI & Automation10 March 2026

Beyond Popularity: Authority-Weighted Rating Systems for Evidence-Based Medical Content Evaluation

Traditional 5-star rating systems conflate popularity with quality, a critical flaw in healthcare where clinical validity depends on domain expertise rather than mass appeal. Existing platforms lack mechanisms to distinguish expert consensus from layperson opinion, leaving medical content vulnerable to misinformation and gaming.

Matt Martin · 2 min read
I Built an App in Minutes. Here's Exactly How I Did It.
Health Tech23 February 2026

I Built an App in Minutes. Here's Exactly How I Did It.

The trick isn't knowing how to code. It's knowing how to ask. Video at the bottom of the page

Matt Martin · 3 min read
What I Learned After 12,000 Hours with AI
AI & Automation22 February 2026

What I Learned After 12,000 Hours with AI

Practical lessons from 12,000+ hours of daily AI use. No hype, no jargon — just what works.

Matt Martin · 5 min read
The Two Rules That Changed Everything
Health Tech22 February 2026

The Two Rules That Changed Everything

Start a fresh conversation. Start a fresh conversation.

Matt Martin · 1 min read
AI Can Do Far More Than you May Realise.
Health Tech22 February 2026

AI Can Do Far More Than you May Realise.

The biggest leap in AI usefulness isn't a smarter model — it's that AI can now **take action** in your world. And most people haven't noticed.

Matt Martin · 3 min read