A classifier that knows when to give up
A year of uncategorised bank transactions, cleared by a quick classifier doing most of the work and language models for the rest – and a case for keeping thr...
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Who said what, and was it right
A speculative project on AI assurance for court interpreting, and two problems underneath it: putting each turn against the right speaker, and keeping an eag...
Terraform from my phone
Two days directing Claude from my phone while it stood up an AWS organisation, a permissions-bounded identity for itself, and a working AI demo on top. Mostl...
An escalation ladder for LLM judgement
Batched mid-tier models make the calls and adversarial verifiers try to break them. I read the two places they disagreed – notes on a cheap architecture for ...
What National Anthems Quietly Stopped Singing
I scored all 195 national anthems on how warlike they are, twice – the full official text against the verses people actually sing. Most countries have quietl...