we are almost at the point where very few people need a primary care doc to do anything other than order them labs.

The motivated patient who wants insights into their health just needs one large comprehensive baseline lab panel and access to an open source Ai model (i recommend kimi k2 or qwen2) to help interpret any of their results and guide them to correct any deviations from optimal health. Then yearly checks on subset of their labs to help check how their diet has impacted any issues.

Using an open source model without you account (right now via nostr:npub10hpcheepez0fl5uz6yj4taz659l0ag7gn6gnpjquxg84kn6yqeksxkdxkr or nostr:npub16g4umvwj2pduqc8kt2rv6heq2vhvtulyrsr2a20d4suldwnkl4hquekv4h)

Ordering Docs right now serve as gatekeepers who will have to adapt to be experts in interpretation and guidance since their "knowledge" of human physiology is being widely and rightly distributed into the hands of the general public. One doc with the power of LLM tools can now help thousands of people manage their own health.

If you pair that doc with a telemedicine practice they can help a community far outside of their local geography.