Real work starts with input nobody designed to be read by a machine.
// scanned handwriting, photos of paper, PDFs of PDFs
This part looks like magic. It isn't. It's a guess.
// vision-language model transcription
Ask the same machine the same question three times and you don't always get the same answer.
// N=3 independent runs, self-consistency check
Agreement is the signal. Confidence scores are not.
// per-field consensus; disagreements are flagged, never dropped
Every decision points at a rule you can read, not an opinion you can't.
// deterministic rule engine, traceable rule codes
A system that says “I’m not sure” is worth more than one that’s confidently wrong.
// unresolvable fields are surfaced as such, never guessed
Real work starts with input nobody designed to be read by a machine.
// scanned handwriting, photos of paper, PDFs of PDFs
This part looks like magic. It isn't. It's a guess.
// vision-language model transcription
Ask the same machine the same question three times and you don't always get the same answer.
// N=3 independent runs, self-consistency check
Agreement is the signal. Confidence scores are not.
// per-field consensus; disagreements are flagged, never dropped
Every decision points at a rule you can read, not an opinion you can't.
// deterministic rule engine, traceable rule codes
A system that says “I’m not sure” is worth more than one that’s confidently wrong.
// unresolvable fields are surfaced as such, never guessed
Five smudged snippets, the kind my systems are handed every day. Pick what each one says. A machine had three tries at the same ones.
// a toy, not a benchmark — the machine readings are illustrative · keys 1 2 3 · enter
A finance agent that writes overdue-payment emails, escalating tone across five stages and refusing to send at all once an account needs a human.
An explainable trading signal system that combines fuzzy logic with neural learning over live market indicators.
Lightweight deepfake detection from body pose dynamics rather than faces.
An automated collection pipeline that pulls structured company data from unstructured web pages and cleans it into something analysable.