Doc by Macleod Labs — live causal diagnosis

doctor speaks aloud (TTS)

checking for live server…

Keys live server-side in live/.env — never in this page. Run node live/server.mjs and open http://localhost:8787 to get the Anthropic interpreter + ElevenLabs voice (George — warm British male). Opened as a plain file, Doc falls back to the browser's en-GB voice, speech recognition, and keyword matching.

Consultation live assessment + transcript

Causal graph — findings ⇒ diseases edge weight = noisy-OR strength · node size = posterior

present red flag checked absent being asked posterior mass

Differential — probables

uncertainty remaining— bits

net information vs priors+0.00 bits

Evidence ledger append-only

Determination flow — posterior mass per Q&A turn column = one answer · ribbon = a disease's share of belief · right = outcome

Engine A → next question value of information, bits

Event log append-only, replayable

Harness pipeline

Patient

free text

Interpreter

span → finding

Blackboard

0 evidence

Red-flag rules

deterministic, pre-inference

Engine B · posterior

exact enumeration

Engine A · question

max mutual information