my work

world labs

research · 2026

i worked on text-to-image pre-training for atlas, world labs' omni world model for spatial intelligence.

supply chain state machines for llms

independent research · 2026 – present

manufacturing and supply chain aren't seeing the same lift from ai that we're seeing in other industries. part of this is fragmented systems, messy reality, and culture. the other part is that llms need complete and up-to-date context to assist in decision-making: a persistent state built for llm readability that provides llms with the context they need to outperform human decision-making in asset allocation. i'm building it now!

green glass bottles moving along a bottling line

A distributor wants an extra 174,530 units of SOS001L12P within 7 days. Can we take it without going short?

get_overviewlist_eventsprojectget_productget_group

Yes, we can take it. SOS001L12P never goes short: 36,096 available, about 7.1 days of cover, and group S has about 315 tons a day spare.

Before you confirm: this uses all of group S’s spare capacity for the first six days, and SOP001L12P and SOS008L02P already owe more than they have in stock.

real daily records from an FMCG manufacturer (supplygraph, 2023); the reply is claude's answer from the eval run, shortened.

llm interpretability

independent research · 2025 – present

amazon

software · 2025

amazon's sortation directive signal system is a system of sensors and signals that direct warehouse associates to move packages from the warehouse conveyor system to the appropriate delivery sorting conveyor. i designed, built, and launched the configuration system that modifies these directive signals, in java on aws (lambda, dynamodb, cloudwatch, s3), now active in amazon fulfillment centres worldwide.

boxes moving along curved conveyors in a sortation facility
directive signal configv12
station 1lane a
station 2lane b
station 3lane c
illustration of the idea, not amazon's interface.
demoing the directive signal system with the team at an amazon fulfillment centre, in safety vests
demo day, aug 2025

compilers

independent · 2025

trading

independent research · 2023 – 2024