Hi — I'm Ali. I build production AI for governments, infrastructure and capital markets across Africa. I also make things for people who just want to keep up with where the world is actually going. Let's build you the thinking.
The tools have arrived. They are incredibly powerful, weirdly accessible, and evolving at a pace that breaks intuition. But most people are treating them like slightly better search engines.
The gap isn't technical. It's structural. It's the difference between asking an LLM to write an email, and architecting an automated system that drafts, reviews, and stages 500 emails before you wake up.
I build these systems for institutions. But the underlying thinking — the architecture — applies to anyone trying to do meaningful work in this decade. This workshop is where I share how to build it.
The baseline capability is astonishing. The real edge is understanding their failure modes and latent spaces.
We moved from single prompts to multi-step reasoning loops. Software that can plan and execute is here.
You don't need to be a senior engineer to ship a product. You need to be a clear thinker with good taste.
Prompt engineering is a dead end. Workflow architecture is the moat.
Basics assumes you know nothing at all. Foundations builds the mental model. Both cost nothing. You only pay when you want the deeper work.
The curriculum comes directly from the trenches. Here is a selection of products and systems designed and deployed by AM Consultants.
Automated bid analysis for municipal procurement.
Town planning compliance verifier.
Bespoke market research agent.
Automated annual report synthesis.
Real-time creditworthiness dashboard.
AI-driven risk pooling model.
Once a week. Architectural patterns, production realities, and thoughts on building in the age of intelligence.
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