distinguished vibe coder

we compose ai-generated music clips that are linguist-designed for teaching - one concept per clip, built like a curriculum. the melody locks grammar and vocab into memory so it replays involuntarily in your head. we've grown 89k organic followers, went through character labs, signed warner music licensing, and we're live on ios/android testing with early users.

built a scalable data lake on ub ccr and crafted a mlp model that blends financial data from 10-k filings with targeted textual analysis of md&a sections, creating a fraud detection engine that few others do.

also built a custom fraud keyword list by collaborating with SMEs that lets the model spot deceptive language signals often missed by standard methods (numbers), giving it a distinct edge in accuracy and real-world impact.

proved that this approach outperforms classic models like logistic regression, svm with a financial kernel, and ensemble learning.

also, not gonna bore y’all with more details here but dm me if u wanna know more about it