Back to work
Research into the mind, built into a working system.
Mahakram grew from a question I kept returning to: why do people read the same situation differently, and how does that shape what they do next?
Live product
A classification engine planned and built solo
01 / The constraint
Self-description is not enough.
The research looks for observable signals in language, voice, and body language, then connects those signals to perception, judgment, and action.
02 / What I built
The work
- 01
Built the research base
Created a hand-built classification dataset and a multimodal analysis pipeline over text, voice, and video.
- 02
Built the engine
Used 768-dimensional embeddings and three rounds of elimination across 128 candidates, with confidence tracked by dimension.
- 03
Made the output useful
The system produces a cognitive profile and playbooks for pitching, hiring, negotiation, and management.
03 / Evidence