Technology with consequence
Businesses that solve operational problems, extend access or change the economics of a real system.
Manta Loop / Living thesis
I use ongoing conversations with AI to develop questions, observations and working material into public notes on investing, climate and African markets. Manta Loop moves that work from signal to publication and tests the framing that a first intuition can miss.

Investment lens
Good investing does not begin with a sector label. It begins with understanding the conditions that make a business necessary, defensible and ready to compound.
Businesses that solve operational problems, extend access or change the economics of a real system.
The transition changes the operating context for energy, industry, cities and supply chains.
Particular attention to the people and infrastructure creating opportunity across a diverse African continent.
Manta Loop notes
Every note begins with a signal, is developed through dialogue and includes a deliberate search for counter-evidence before it is filed under Thesis or Africa.

US virtual power plant capacity could triple by 2030 per DOE modeling, but current deployment still lags far behind the target curve.
Sub-Saharan Africa's registered mobile money accounts grew fast through 2022, but continent-wide settlement infrastructure like PAPSS is still narrow and largely unproven at scale.
VLA models now drive multiple robot bodies unmodified. But actuators and hands still eat over 30 percent of a humanoid's bill of materials.
Africa
The work starts with listening to local context: the frictions, the capabilities, the capital stacks and the founders already building with conviction.
Read the Africa perspectiveConversations