June 27, 2026 | Chris Lema
It's the Harness, Not the Model
It's not the model, it's the harness. Here's the one I built for content, plus a 7-minute demo of it running.
Everyone Keeps Saying "It's Not the Model"
You know how people talk about "harness" when it comes to Claude Code, or Codex or Factory.ai? What they keep saying is that "it's not the model." And they're right.
The model does great work. But it's the harness that makes those models able to produce code that works.
So What's a Harness?
So what's a harness? It's the code around the model that defines which tools are available, how they work collaboratively, what is off limits, and all that good stuff.
What If You're Not Writing Code?
What if you're not producing code? Does the idea of a harness disappear?
No way. In fact, over the last week or two, I've built my own. It's called ContentCreator, and it's my one-stop-shop for producing articles.
The Guides and Guardrails
You've likely heard me talk about a Voice Profile (yourvoiceprofile.com), or a Platform Profile for social media platforms (yourplatformprofile.com). You've likely heard that I created a solution to build Audience Segment profiles (youraudiencesegments.com), and all my frameworks (yourcontentagent.com).
All of those are guides, guardrails, rules to make sure your content has your voice, targets your customers, and leverages your approach to social media platforms.
But Guardrails Aren't Enough
But that's not enough, right?
A harness is more than guides and guardrails. It's about tools. Declaring which are available and how they work together.
Bringing Your Own Tools
So I built in a way for you to introduce your own MCPs. I have connections to my website, my newsletter platform (Kit.com), my Google Analytics and Google Search Console, and my tool for pushing content to social.
Working Across Multiple Models
I also created a way to work with multiple models (Opus 4.8, GPT 5.5, GLM 5.2).
Stitching the Workflows Together
And then I stitched workflows together. Like, before we brainstorm ideas, we pull data from our existing content, review our target audiences, draw on our search and analytics data, and create topics that would work.
Why Harnesses Are So Powerful
That little connection is why harnesses are so powerful. Because going to any model and simply asking it to produce an article is a one-shot slop maker.
But when you can pull all of those together, you get some really great (and powerful) brainstormed topics.
Want to try it out? ContentCreator is free (and runs on Mac for now) - https://github.com/chrislema/contentcreator
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About the Author
Chris Lema has spent twenty-five years in tech leadership, product development, and coaching. He builds AI-powered tools that help experts package what they know, build authority, and create programs people pay for. He writes about AI, leadership, and motivation.