South Africa · For anyone who senses something is shifting

The tools are here.
The thinking hasn't caught up. Yet.

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.

Start with The Notebook →See what I've built
Currently shipping: MCW Terminal · a real-time creditworthiness dashboard for 257 South African municipalities.
01
What this is
A letter
/ from the workshop

There's a strange gap — and almost everyone is standing in it.

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.

02
Right now
0.

Models got good. Then they got weird.

The baseline capability is astonishing. The real edge is understanding their failure modes and latent spaces.

0.

Agents became real.

We moved from single prompts to multi-step reasoning loops. Software that can plan and execute is here.

0.

Building software got 100× faster.

You don't need to be a senior engineer to ship a product. You need to be a clear thinker with good taste.

0.

The winners think in systems.

Prompt engineering is a dead end. Workflow architecture is the moat.

03
The Map

Five layers. The first two are free.

Basics assumes you know nothing at all. Foundations builds the mental model. Both cost nothing. You only pay when you want the deeper work.

0

Basics

For_ Start here if you have never really used AI at all. Free.
  • /What this thing actually is, without a single bit of jargon
  • /Your first real conversation, and how to keep pushing it
  • /What it is brilliant at, and where it quietly makes things up
  • /Make one small useful thing, start to finish
04
Tools I've Built

I don't just teach. I ship.

The curriculum comes directly from the trenches. Here is a selection of products and systems designed and deployed by AM Consultants.

LIVE

TenderPro

Automated bid analysis for municipal procurement.

For_ Contractors
PILOT

Urban Gen AI

Town planning compliance verifier.

For_ Municipalities
BETA

AM Intelligence

Bespoke market research agent.

For_ Capital Markets
LIVE

AM Reports

Automated annual report synthesis.

For_ Executives
BUILDING

MCW Terminal

Real-time creditworthiness dashboard.

For_ Treasuries
CONCEPT

Assurance Fund

AI-driven risk pooling model.

For_ Insurers
07
The Notebook

The long essay nobody else is writing.

Once a week. Architectural patterns, production realities, and thoughts on building in the age of intelligence.

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