Welf Labs

I think we are still very early in understanding what enterprise AI will actually look like. Right now most of the attention and capital is going into models, compute and generic agents. I think a lot of the long-term enterprise value will sit somewhere else. In the knowledge of how work actually gets done. A thread.

The most dangerous part of an enterprise agent is not the model. It is the gap between a tool call and a verified outcome. Production agents need a control loop, not a larger toolbox. I map the seven stages in this article. #AgenticAI #EnterpriseAI

Your agent remembers that a supplier was approved last month. Is that permission to pay them today? No. Memory is a lead, not authority. Before it drives action, verify source, age, tenant, purpose, and status. #AgentMemory #AIGovernance

Heard a brilliant line on a podcast from @bolurfrushan: ‘Beside love, intelligence is the rarest commodity of humankind.’ Such a poetic truth!

💡 True expertise takes at least a decade to develop, requiring struggle, sacrifice, and rigorous self-assessment. For business leaders, this means investing time in deliberate practice-focused efforts beyond current capabilities with guidance from knowledgeable coaches. Forget the myth of natural genius; success in management and leadership can be scientifically cultivated.