Software Engineering: From Bit-Exact to LLM Probability
What an engineer trained to make every output deterministic learns when software starts answering in distributions.
Independent engineering notes · Singapore
Long-form stories about codecs, protocols, hardware, AI, and the people who made modern technology feel ordinary.
Read the writing →Selected writing
What an engineer trained to make every output deterministic learns when software starts answering in distributions.
How a Bell Labs idea, one obsessive listening test, and a royalty-free upstart quietly ended a fifty-year codec war.
Bandwidth is not just an internet problem. It shapes language, memory, biology, and the distance a whale can sing.
How a $68 million acquisition, a codec war, and a decade of standards work made real-time video native to the web.
The wild story of the people who built the invisible plumbing of the multimedia world.
39 bits / second
A working belief
Technology becomes interesting when you follow a constraint all the way down—and find a person at the bottom.
From the notebook