Almost Human Labs

Diabetes isn’t “managed at appointments.” It’s managed at breakfast, in supermarkets, during stress, travel, illness, and long workdays. AI can help — if it’s designed for real-world decisions and patient safety.

Diabetes isn’t managed in a clinic. It’s managed in kitchens, workplaces, supermarkets, holidays, and on the days when life goes sideways.

Most people living with diabetes aren’t struggling because they “don’t care.” They’re struggling because the decisions are constant — and often ambiguous:

• What do I do if I skipped breakfast but took my meds?
• How do I handle a high reading before a meeting?
• What does “low” feel like for me — and what should I do first?
• How do I plan food when I’m traveling or stressed?
• What should I watch for when I’m sick?

The healthcare system is excellent at episodic care — appointments, labs, annual reviews. But diabetes is a daily system. If your support only shows up every few months, it’s not support — it’s reporting.

Where AI can help (if we build it properly)

AI can help in the gaps between appointments — not by replacing clinicians, but by improving clarity, confidence, and safety in day-to-day decision-making.

The best use-cases aren’t “diagnose me.” They’re things like:

• Understanding: “What does this medication do, and what should I watch for?”
• Preparation: “What questions should I ask my GP/endocrinologist next time?”
• Pattern-spotting prompts: “What might explain these readings — and what’s worth tracking?”
• Communication: turning messy real-life experience into a clean summary for your clinician.

The safety line

A safe diabetes AI must be:

• Education-only unless integrated into a regulated clinical pathway
• Transparent about uncertainty
• Designed to encourage clinician contact for red flags
• Focused on harm-reduction (avoiding dangerous advice, especially around insulin, hypos, sick days)

Why I’m building a pharmacist digital twin

I’ve spent decades in community pharmacy, and years writing patient-facing health information. The gap I keep seeing is simple:

People need calm, clear guidance in the moment — not just information after the fact.

That’s what I’m trying to build: something that helps people think clearly, communicate better, and stay safer — especially with diabetes, where real life never waits for the next appointment.

Important: Education only
This site is designed to support understanding and preparation. It does not diagnose, prescribe, or replace your doctor or pharmacist.

If you want to try the digital twin, start with one question:
“What are the top 3 things I should watch for with my diabetes meds — and when should I seek urgent help?”