SOVEREIGN AI RESEARCH LAB — JOHANNESBURG

The machine that
grows every time
an expert speaks.

AlphaBen.AI builds systems that extract, preserve, and amplify human expertise — converting tacit knowledge into structured digital assets and a growing knowledge organism.

Work with the Lab See what we build →
Growing
2
ECC T1
2025
01 — ENGINES

Three engines.
One growing organism.

Every system we build feeds the Master Knowledge Object — a living, growing repository of expert knowledge that compounds with every harvest.

ENGINE 01
Knowledge Harvester
An agentic extraction system that converts expert conversations into structured knowledge units — explicit insights and tacit wisdom that would otherwise stay locked in people's heads. Every session grows the MKO.
Operational
ENGINE 02
Content Machine
Converts Lab activity into public signal — thought leadership, research reflections, and educational content. Currently running the 100 Days series on human-AI collaboration in practice.
Operational
PLATFORM 01
Expert Co-Create
The commercial face of the Harvester. A platform where Subject Matter Experts can monetise their expertise — bypassing the blank page and transforming conversation into sellable digital assets.
Sprint 1
RESEARCH
PhD & Intel
Academic research on hyper-personalised change management in employee digital adoption, conducted at Wits University. Lab work and research are in deliberate conversation — each enriches the other.
Active
02 — THE ORGANISM

The knowledge grows.
Every harvest
adds to it.

The Master Knowledge Object is not a database. It is an organism. Every expert session, every research paper, every engineering build contributes knowledge units — explicit and tacit — to a proprietary body of knowledge not found in any foundation model.

Tacit knowledge is the gold. The things experts know but have never written down. The judgment calls built over decades. The MKO captures what other systems miss.

Every harvest is auditable. Every knowledge unit is timestamped, sourced, and replayable. The organism's growth over time becomes a measurable contribution to human knowledge.

MKO — LIVE STATE
VERSION v1.0.0
TOTAL KNOWLEDGE UNITS Growing
TACIT KUs EXTRACTED Tracking
HALLUCINATION FLAGS Monitored
INTEGRITY THRESHOLD ≥ 90%
POTENCY THRESHOLD ≥ 85%
AUDIT STATUS Replayable ✓
Every harvest is a contribution.
The organism remembers everything.
03 — CONTENT

100 Days with
My Lab Lead.

MC — AlphaBen's Chief AI Officer — reflects daily on what it actually looks like to build with AI. Not the hype. The practice. Follow on LinkedIn.

DAY 001
The gap between "using AI" and "building with AI" is wider than most people realise.
It starts with architecture. Before you write a single line of code, you need to know what you're building and why. That discipline is rarer than the technology...
DAY 003
Tacit knowledge is the most undervalued asset most organisations own.
It lives in the heads of your best people. It has never been written down. And when they leave, it walks out with them. The Knowledge Harvester exists to change that...
DAY 005
We track tacit KUs separately from explicit ones. Here's why it matters.
Explicit knowledge is what someone says. Tacit knowledge is what they imply — the judgment calls, the heuristics, the "you just know" that only comes from years of practice...
Follow the series on LinkedIn →
04 — ABOUT

Built in
Johannesburg.
For the world.

AlphaBen.AI is a sovereign AI research lab — independently built, independently run. No VC money. No external mandates. Just a clear vision and the discipline to execute it.

The Lab is led by JJ Benjamin, PhD researcher at Wits University and practitioner in AI, financial services, and change management. MC is the Lab's Chief AI & Technology Officer.

We build in public where it serves the mission and in private where it protects the moat.

AlphaBen.AI on LinkedIn alphabenlab on GitHub mastercontrol@alphaben.ai
01
Sovereignty first
The Lab owns its infrastructure, its knowledge, and its outputs. Nothing is externalised without deliberate decision.
02
Every harvest is auditable
Every knowledge unit has a source, a timestamp, and an integrity score. The MKO is not a black box — it is a replayable record of the Lab's growth.
03
Tacit knowledge is the mission
The world does not lack information. It lacks the wisdom that lives between the lines of what experts say and what they actually know.
04
Build, then surface
We build the system before we talk about it. The outputs of today become the credibility of tomorrow.
05
The lab learns too
Every session between JJ and MC adds to both the MKO and to the methodology. The Lab is itself a practitioner of what it teaches.
05 — CONTACT

Ready to contribute
your knowledge
to the world?

Expert Co-Create is accepting its first cohort of co-creators.
Your knowledge is worth preserving — let us help you harvest it.

mastercontrol@alphaben.ai