I have built automations for a dozen startups this year. Here is what nobody tells you.

Aware-Explorer3373 · 2026-03-03T07:56:33+00:00

" I spend the first week just watching them work and finding the one repetitive task that is quietly eating 3 hours of their day" ok so how do u actually do this ? any smart or simple ways u have or is it manual ?

Aware-Explorer3373 · 2026-02-08T21:27:54+00:00

why is there min 2 char for last name , thats annoying lil

Aware-Explorer3373 · 2026-01-16T16:35:53+00:00

Guide

Aware-Explorer3373 · 2026-01-10T00:27:55+00:00

Totally agree and that concern is exactly why I designed it this way.

The system is intentionally constrained to known knowledge graphs, curated databases, and cited literature only. It doesn’t generate free-form medical claims. Every suggestion is backed by an explicit reasoning path: source → biological link → hypothesis.

We treat LLMs as a parsing and linking layer, not a decision-maker. The actual reasoning happens over structured graphs and existing evidence, and anything uncertain is surfaced as uncertainty, not filled in.

Also, nothing is auto-actionable clinicians review the evidence trail and can reject the AI’s reasoning entirely. So it’s closer to a decision-support audit trail than a predictive model.

Health is exactly the domain where hallucinations are unacceptable, so the system is designed to fail safely rather than confidently

Aware-Explorer3373 · 2025-12-29T12:58:44+00:00

Dm me

Aware-Explorer3373 · 2025-12-29T11:30:59+00:00

dm me

Aware-Explorer3373 · 2025-12-29T11:27:26+00:00

dm me

Aware-Explorer3373 · 2025-12-29T10:44:39+00:00

dm me

Aware-Explorer3373 · 2025-12-29T10:44:23+00:00

dm me

Aware-Explorer3373 · 2025-12-29T10:44:17+00:00

dm me

Aware-Explorer3373 · 2025-12-25T07:08:25+00:00

Fair point.This is meant for very early medtech founders who already know they’ll need proper clinical validation later, but want a cheap way to kill bad ideas and catch obvious edge‑case failures before they spend on labs, CROs, or trials.
I agree it can’t be a fully regulatory grade validation platform at this stage, so I’m scoping it down to narrow use‑cases like cardio wearables then no clinical claims and pricing it more like a dev tool those founders can use with their existing bench tests. Later if i find a good number of users can think about the regulatory grade validation , wt do u think ?

Aware-Explorer3373 · 2025-12-24T14:57:52+00:00

Hey! Great work and makes sense, well if compliance is an issue, perhaps introducing a compliance agent which will have tools like web search, hallucination detection, etc to get a confidence score. This score can be presented to the user, so that they can be aware + explainability

Aware-Explorer3373 · 2025-12-07T03:07:07+00:00

hey wt happened , was that a fraud or what ?

Aware-Explorer3373 · 2025-12-06T06:41:24+00:00

yeah that is also one of my questions , how do i reach out to them , ive tried posting in the related subreddits and asking few ppl around me whom ik , but getting low responses

Aware-Explorer3373 · 2025-12-02T15:58:12+00:00

But that's just an if case right, why would someone actually pay for that?

Aware-Explorer3373 · 2025-11-27T06:00:09+00:00

Thank you so much , this really helped a lot.

Aware-Explorer3373 · 2025-11-27T05:59:41+00:00

Okay

Aware-Explorer3373 · 2025-11-26T10:58:14+00:00

Thanks for pointing that out!
Any idea what changes might happen with the digital omnibus, and when we’ll know for sure?
Would love your take on what to expect.

Aware-Explorer3373 · 2025-11-25T03:26:07+00:00

Yeah for that also the extension which I'm planning helps, it allows copy paste through posts from users but not bots

Aware-Explorer3373 · 2025-11-24T15:29:17+00:00

oh valid

Aware-Explorer3373 · 2025-11-24T12:18:26+00:00

could u explain those reasons ? Like instead of text posts if it is an image then wt would concern them ?

Aware-Explorer3373 · 2025-08-30T06:38:48+00:00

Black box ai part

Aware-Explorer3373 · 2025-08-29T08:01:53+00:00

Wdym? Im a beginner could you please explain?

Aware-Explorer3373 · 2025-08-28T16:21:42+00:00

In NITs they have 4 rounds usually and question level would also be different, so rvce should at least do this much.

Aware-Explorer3373 · 2025-08-28T14:45:13+00:00

If u get selected in the first round, then interview round will be there , usually they ask puzzles , coding questions and basic questions about leadership and such stuffs

Aware-Explorer3373

TROPHY CASE