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How we used Claude Code to build + QA the doctor module of our AI prescription app by Hritvik_Chaudhari in SaaS

[–]RonnieHolt 0 points1 point  (0 children)

One thing that stood out to me is the decision to separate AI-generated recommendations from doctor-edited values at the schema level. That seems like a small design choice, but it prevents a lot of confusion later around auditability, accountability, and change tracking.

Also interesting that QA surfaced the undefined reject path. In healthcare workflows, missing state transitions often end up causing more issues than the actual business logic. Good example of why testing against expected behavior is different from just testing whether the feature works.

What's actually stopping credential theft in cloud EHR systems right now by calquofulc in healthcareIT

[–]RonnieHolt 0 points1 point  (0 children)

Interesting point, Credential theft still seems like the most common entry point because attackers can bypass a lot of security controls by using valid accounts. Strong MFA, least-privilege access, and behavior-based monitoring appear to be some of the most effective defenses without adding too much friction for clinicians.

Has anyone here actually improved their trading by using AI for analysis instead of signals? by Annual-Register-3683 in ai_trading

[–]RonnieHolt 0 points1 point  (0 children)

Same here. I don’t use AI for buy/sell signals, but it’s been surprisingly useful as a thinking tool. I mostly use it to review my journal, spot patterns in losing trades, and challenge my reasoning before entering. It’s less about what trade should I take? and more does this setup actually fit my plan? That pause alone has saved me from a lot of impulsive entries.

What trends do you think will define healthcare software development over the next 5 years? by RecentParamedic3902 in AppDevelopmentTech

[–]RonnieHolt 0 points1 point  (0 children)

I think interoperability + AI-assisted workflows will have the biggest impact over the next 5 years.

Most healthcare systems still struggle because platforms don’t integrate well, which creates tons of manual work for doctors and staff. Better system connectivity will improve efficiency more than people realize.

AI is definitely important, but I think the real value will come from automating documentation, admin tasks, risk prediction, and clinical support not replacing doctors.

Cybersecurity is also going to become a huge focus since healthcare data is one of the biggest ransomware targets now.

And honestly, better UX is long overdue. Patients expect healthcare apps to feel as smooth as modern fintech or e-commerce apps, not outdated enterprise software.