annullifier
1.4K posts











AI in 2026 cannot palpate an abdomen, intubate a patient, feel a thyroid nodule, test a patellar reflex, reduce a dislocated shoulder, perform a colonoscopy, or deliver a baby. That is not a temporary limitation. It is structural. When we scored AI capability across seven clinical dimensions for 240 visit reasons in 20 specialties, the physical/procedural dimension averaged 1.5 out of 5. The cognitive dimensions averaged 3.0 to 4.1. No specialty broke 2.0 on procedure. Not one. History-taking averaged 4.1 — approaching specialist level. Patient communication 3.6. Follow-up management 3.5. Documentation, which runs through every workflow component, is arguably where AI already outperforms most physicians in speed and completeness. The 2.6-point gap between the cognitive ceiling and the procedural wall is not closing with larger language models. Language models do not have hands. Closing that gap requires robotics, haptic sensing, and physical infrastructure at clinical scale — none of which exists beyond narrow research applications. This matters for how we think about workforce planning. The specialties in Tier 3 of our ranking — Ophthalmology, General Surgery, ENT, Emergency Medicine, Orthopedic Surgery, Anesthesiology — are not there because AI cannot reason about their clinical problems. It can. They are in Tier 3 because the physician's physical presence is the treatment. You cannot automate a knee replacement. You cannot automate airway rescue. The specialties in Tier 1 — Radiology, Internal Medicine, Dermatology, Family Medicine, Endocrinology — are there because their workflows are dominated by cognition, synthesis, and documentation, with physical intervention consuming a smaller share of total effort. The implication is straightforward. AI's near-term value is not about replacing any specialty. It is about absorbing the cognitive and administrative burden that consumes 40-60% of every physician's workday across every specialty. The procedural work stays human. The paperwork does not have to. Health systems investing in AI as a documentation, intake, and decision-support engine will see returns now. Health systems waiting for AI to replace proceduralists will be waiting a long time. Post 3 of a series. Post 1: consensus ranking. Post 2: adversarial reconciliation methodology.












AI is supposed to save me time, but now I find myself building stuff all evening and weekend and it's actually increasing my time in front of the computer WTF











