Simplicity is the whole of it
In space, a single cosmic ray can flip one bit of a computer's memory.
Astronomy and computing meet inside one phenomenon — hence, bitflip
bitflip is a one-person hardware & machine-learning workshop. Machines that run in the physical world, and the intelligence that runs on them. No software that ends inside a screen.
Fields
Physical AI
Machines that perceive, decide, and act in the physical world.
Embedded Systems
Sensors, actuators, control — everything that plugs into power.
Machine Learning
From uncertain inputs to decisions.
Track record
-
Apparel, on the factory floor
Introduced and settled operations software across a major apparel brand's production and logistics sites.
-
Livestock, in the field
Brought software to a livestock industry association — tools used in the yard, not the office.
-
AnTok, shipped
Co-developed and launched AnTok, a field-meeting app. Commercialization is ongoing.
-
A kiosk that cleans phones
The machine on this page: spray, dry, done in under a minute. Enclosure, control board and firmware are being built now.
-
Pet genomes, imputed
Three months on a low-to-high coverage imputation model, run on rented GPUs. It never reached the accuracy the problem demanded — it did teach me where sequencing depth and compute budgets actually break.
-
A map for strays
An app for mapping stray dogs, built end to end and then shut down. Building it was the easy half.
-
Back to the mathematics
Walked out of a state-funded Physical AI programme when the maths outran me, and went back to learn it properly. Self-taught since, on purpose.
Client names are withheld by contract. The unfinished ones are listed on purpose.
In the making
A kiosk that sterilizes a phone in 30 seconds.
For subway platforms and waiting rooms — the places where people pause. The design is underway, and the embedded stack is being built up to meet it.
status — in design
Phone goes in
It drops into the chamber through a slot.
01 — intake
Disinfectant mist
Nozzles fog the chamber from above.
02 — spray
Warm air, dry
Air moves across the surface until it is dry.
03 — dry
Clean, in 30 seconds
The door opens. That is the whole interaction.
04 — done
Let's make
something physical.