Projects
Projects
Built are systems I built myself: what I did, how they work and how success was measured. Led are projects built by teams I led as lead engineer, credited to the team. Client names are withheld.
Comparing five insurers’ policies, clause by clause
A retrieval-free extract-then-arbitrate pipeline over long policy documents.
Insight generation for a customer-intelligence platform
A judge validated against hand labels, 80–90% wasted reprocessing removed, incidents traced to root cause.
Event-driven platform for algorithmic crypto trading
An architecture where one algorithm runs unmodified on live data and in historical replay.
Reproducing a landmark question-answering model
BiDAF implemented from the paper, with attention flowing between passage and question.
Persona architecture for creator AI clones
One reusable prompt template plus persistent memory keeps every creator’s clone consistent.
Read the case studyTeaching a small model to say “I don’t know”
SpecSense: fine-tuning a sub-1B model to extract product data from messy documents, cutting invented answers from 38% to 0.03%.
Read the write-upPlan, don’t generate: an AI that directs a video but never builds it
Canvas Motion: a topic in, a narrated animated explainer out, with the AI choosing from about 59 hand-built components.
Read the write-upVāṇī: a voice AI engine where every part swaps
A real-time voice engine with natural interruption that runs in the cloud or fully offline from one codebase.
Read the write-up