5/5 The goal is not an AI that remembers everything about a doctor. It is an assistant that remembers the right portfolio evidence, from the right source, with enough traceability for a tired trainee or supervisor to trust. What do you wish you captured earlier?
1/5 Iβm building Portfolio Guru because ARCP evidence often gets written after the learning moment has gone cold. It is a doctor-admin tool for EM trainees: capture a case while fresh, turn it into a reviewable RCEM Kaizen draft, and keep the trainee in control.
4/5 The engineering detail I care about is provenance. Every remembered fact needs to know where it came from, what evidence type it belongs to, who approved it, and where it can safely be reused. That is what makes recall auditable.
5/5 My lesson from this build: for healthcare agents, the clever prompt is not the foundation. The foundation is structured files, source maps, synthetic examples, and checks agents can run. Repo: https://t.co/LtGJjUxJlz
1/5 I made QIP Guru public today as a 0.1.0 release candidate. It is a local-first, open-source toolkit for healthcare QI scaffolding. The stakes are simple: agents need structured, source-grounded work surfaces, not just prompts.
4/5 It is not clinical decision support. It is not an IG tool of record. It does not call an LLM at runtime. The point is a safer starting surface for QIP and audit work.
So I built an AI bot that:
β Takes your case (voice note, text, or photo)
β Picks the right assessment form
β Drafts the full entry with curriculum mapping
β Only files when you approve
90 commits this week. 19 form types. Runs on Telegram.
Every UK trainee knows the pain of portfolio admin.
Copy-pasting case notes into forms. Hunting for the right curriculum codes. Doing it at 2am after a night shift because ARCP is next month.
More than 100 Chief Registrars gathered for their first module, marking the beginning of the exciting journey of cohort 2023-24 under the @RCPhysicians Chief Registrar Programme.
@sargsyanz Is there a threshold below which you would prefer transfusion as compared to iron supplementation? Can one comfortably send a patient home with compensated anemia and hemoglobin of 2.0 for instance?