Research
Each project starts with an article and ends with a paper. Open work shows its experiments and its code.
hanumemAI proprietary
Long-term memory for an assistant. The highest published score on LoCoMo, 96.1, reading 1,533 tokens per question where the systems beside it read 6,700 to 45,800.
HanuDB open source
A document database for one small machine whose durable home is a bucket. Delete the machine and a new one rebuilds from the bucket alone.
Documents that cite themselves proprietary
Reads a form or a scan, points at the exact words for every value, and says which values a person must check. 97.53 ANLS on all 5,349 DocVQA validation questions.
Think Like Me proprietary
A short voice interview becomes a twin that answers the way that person would, in their voice. Scored on questions the interview never asked.
Speak As Me proprietary
A short recording of a person becomes a voice that answers in their words while they are away. From a clean clip the voice is as close to the person as their own other recordings; from a poor one it gets about four fifths of the way.
Split-second decisions proprietary
A voice agent makes several small decisions in every turn of a call. Handed to a small decision model, about 39 in 40 came out right, each in under a quarter of the time allowed.
BigKids proprietary
A maths and English tutor for young children that reasons before it drills. In simulation, its lesson planner now gives a child a lesson they are not ready for about three quarters less often.
Articles
One sitting each: a map of the whole piece, a cheat sheet, and cards to test yourself.
Design a Real-Time Voice AI Agent system design
A study version of the Outcome School post by Amit Shekhar.