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[Dubai AI Hub] Knowledge Lab #1: Frontier Papers - Recursive Harness Self-Improvement

SEP19
10:00 · Asia / Dubai

About this event

Hello Dubai AI builders 👋🏼
We're back, and this time with something new. We're hosting our first ever Knowledge Lab, a new series that will run alongside our Builder Labs.
Why we're doing this
A lot of AI work right now happens at the surface level: vibe coding, copying patterns, shipping things nobody in the room fully understands. That's fine for POCs, or when you're new to these tools.
If you want to go deeper, Knowledge Lab is where we come together to properly work through research papers, books and podcasts, either to sharpen how you think and make you a better user of these tools, or to give you new ideas for what and how to build.
Future sessions will cover Software Fundamentals, Product Principles, System Design and others. We're starting with Frontier Papers.
Who we are
Dubai AI Hub is a builder-first AI community for engineers, founders, and indie hackers.
All our events are free, and it's just engineers talking to engineers. No sales pitches. Builder Labs are where we build. Knowledge Labs are where we think.
Knowledge Lab #1: Recursive Harness Self-Improvement
Most of the progress in AI engineering right now isn't in the models. It's in the harness: the scaffolding that decides what the model sees, what it can reach for, and how it recovers when it gets things wrong.
So what happens when the harness becomes part of the learning loop?
That's what we're working through, across a few papers:
Meta-harness
Continual Harness
DeepSeek Harness (via its Cordis paper)
and others
Come having skimmed them if you can. You don't need to have understood everything, just a rough idea of what each one is about. We'll cover each at a high level in 15 minutes, then open it up to the room.
Then the open mic. This is the main event: a full hour of the room working out what any of this means for how we actually build. Bring your opinions, and write them down as we go.
How the day runs
10:00am · Doors open, check-in and coffee
10:30am · Intro: what a harness is, and why "recu

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