$350K-$500K + 10% equity.
That was the job posting. Technical Co-founder at a healthcare AI startup.
500 people applied with resumes.
I sent working code.
72 hours. Production-grade. 98% accuracy. Red flags detected in under 1 millisecond.
Watch it in action:
Two cases. Same system. One emergency, one routine. Watch how the 4-layer safety architecture handles both.
→ Try it yourself — Type “chest pain” and watch what happens.
→ Clone the code — MIT licensed. Run it on your laptop.
This Isn’t a Flex. It’s a Blueprint.
I’m not showing you this to impress you.
I’m showing you because most people spend months “learning AI” and never ship anything. They watch tutorials. They read documentation. They “plan to build something.”
Meanwhile, the people getting $500K offers are shipping production code.
I build AI systems for enterprises at DataXLR8. I’ve shipped 12+ production systems. I compete for the $2.2M AIMO Prize.
I know what separates AI hobbyists from AI practitioners.
And starting today, I’m going to show you exactly how I build these things. Every week. In public.
The Brutal Truth About Healthcare AI
Here’s what 90% of AI health products get wrong.
They let the LLM make decisions.
This is insane.
LLMs hallucinate. They make confident mistakes. They sound authoritative when they’re completely wrong.
In healthcare, a confident wrong answer kills people.
So I built something different.
A 4-layer architecture where the LLM can NEVER make things worse.
Layer 1: Keyword Detection — <1ms Catches “chest pain”, “can’t breathe”, “want to die”
Layer 2: Clinical Rules — <5ms Age-adjusted thresholds, vital sign combinations
Layer 3: LLM Reasoning — 1-3s Complex symptom interpretation, follow-up questions
Layer 4: Safety Envelope — <1ms Prevents under-triage NO MATTER what the LLM says
The magic: If Layer 1 detects “chest pain,” that patient goes to Emergency. Period. The LLM can add context, ask questions, explain the reasoning. But it cannot lower the urgency.
This is how you ship AI in regulated industries.
This is what I’ll teach you.
What This Means For Your Career
Let me be direct.
Healthcare AI is a $187B market by 2030. The people who can ship production-grade health AI will write their own job descriptions.
But here’s what you’re probably missing:
Most developers can’t ship in healthcare. They don’t understand HIPAA. They don’t know TGA classifications. They’ve never heard of the Australian Triage Scale. This knowledge is a moat. Learn it.
Resumes are worthless. 500 applicants per role. Everyone has “AI experience.” The person who sends working code before the interview? They get the offer.
The window is closing. In 2 years, “I know AI” means nothing. Everyone will claim it. The differentiator will be “I shipped AI products that work in production.”
The people who figure this out in 2025 will own 2030.
Whether you’re technical or not, you need to understand how production AI actually works.
Not the hype. The reality.
What I’m Building This Year (You Get Everything)
This TriageAI system is Week 1.
Here’s what’s coming:
For Everyone (No Coding Required):
Personal AI assistant that actually remembers your preferences
Email autoresponder that sounds exactly like you
Meeting notes AI that creates action items automatically
Goal tracker that bugs you until you hit targets
Job monitoring AI that alerts you to perfect matches
For Technical Builders:
Multi-agent systems that coordinate like a dev team
Local LLM fine-tuning that beats GPT-4 on specific tasks
Production architectures handling real-time AI at scale
RAG systems that actually work (not toy demos)
Voice AI pipelines for real applications
Every week. New project. Full code. Production-grade.
Free subscribers get the concepts and public code.
Paid subscribers get the full production systems.
The Practitioner’s Arsenal
Here’s what paid subscribers get that free subscribers don’t.
$1.5M+ worth of production code.
I’m not exaggerating. Here’s what I’ve built:
DataXLR8 — $200-500K to build from scratch 7-agent discovery system, multi-tenant SaaS architecture, lead enrichment pipelines
Claude Factory — $50-150K to build Zero-knowledge AI security architecture (38K-word technical doc)
Social Autopilot — $30-80K to build Scripts running 150+ posts/week automatically across platforms
AIMO Prize — $100-300K to build Multi-agent math reasoning system (competing for $2.2M prize)
TriageAI — $50-100K to build Full 4-layer safety architecture with all 50+ red flag patterns (not the public stub)
JeetLo — $1-3M to build Proof chain system, 7-gate video QA pipeline, content factory
Plus ongoing access:
Full archive (100+ posts of production insights)
Monthly Office Hours (60-min live call with me)
Private Discord with practitioners who actually ship
New code drops every month
72-hour early access to everything
The math: $1.5M+ in battle-tested production code for $49/month.
That’s $588/year for systems that would cost you 6-12 months to build yourself.
43 Founding Member Spots Left
I’m keeping the first 50 paid subscribers at $49/month. Forever.
When I hit 50, the price goes to $99/month for everyone else.
Founding Members get:
Price locked at $49/mo forever (saves $600/year vs future pricing)
30-minute 1:1 strategy call with me
Direct DM access (skip Discord, message me directly)
Your name on the Founding Members list permanently
Vote on which project code gets released next
7 spots claimed. 43 left.
This closes January 31. After that, Founding Member tier is gone forever.
The Tech (For Those Who Care)
TriageAI runs on:
Frontend: React + TailwindCSS
Backend: Node.js + Express
LLM: Gemini (Google Cloud) or Ollama (local)
Triage Logic: Custom TypeScript engine, Australian Triage Scale
Database: Supabase for conversation persistence
Zero cloud dependencies for core triage. Runs entirely on your laptop.
git clone https://github.com/pdaxt/triage-ai.git
cd triage-ai
npm install
npm run dev
What Should I Build Next?
Here’s the deal.
I’m building one AI project every week. Live. In public. With full video walkthroughs showing exactly how I build it.
You tell me what to build.
Drop a comment below with the AI tool or system you wish existed. The most requested project becomes next week’s build.
Some ideas to get you started:
“AI that monitors my competitors and alerts me to changes”
“Personal CRM that remembers everything about my contacts”
“Email assistant that drafts replies in my voice”
“Meeting summarizer that actually captures action items”
“Job application tracker with AI-powered follow-ups”
Or something completely different. Your problem. Your use case.
I’ll pick one, build it live, and show you exactly how it’s done. Step by step. No gatekeeping.
Comment below. What do you want me to build?
The Choice
Stop consuming. Start building.
The gap between “AI-curious” and “AI-competent” is about 3 weekends of focused work.
I’m handing you the blueprints. Every week.
700+ ambitious professionals already refuse to fall behind.
Free: Subscribe to BSKiller
Paid: Become a Founding Member — 43 spots, closes Jan 31
The people who build with me in 2026 will run companies in 2027.
The people who keep watching tutorials won’t.
Which one are you?
P.S. The 3% who understand how AI actually works will dominate the next decade. You’re now one of them.
Pranjal Gupta Founder, DataXLR8.ai