From Zero to Vibe Coding — Build a Real AI Product in Under 2 Hours
How LLMs work, model sizes, training vs inference, open vs closed, RAG, visual AI
The new programming paradigm. Live demo: English → working code
YOUR real business problem → full-stack AI app. Backend, frontend, AI — live
AI playbook per C-level role. Your first 30-day action plan
Understanding the technology before you invest in it
An LLM is a probability machine. Given a sequence of words, it predicts the most likely next word.
Low = safe, predictable answers. High = creative, surprising. A "randomness dial" for the AI.
How much AI "remembers" per conversation. GPT-4: 128K tokens. Gemini 2.5: 1M tokens. Entire codebases fit.
AI doesn't understand — it predicts. But prediction at scale, trained on the world's knowledge, produces something transformative.
| Size | Parameters | Analogy | Best For |
|---|---|---|---|
| Small | 1 – 8 Billion | 🧑💼 Smart intern | Fast, cheap, specific tasks |
| Medium | 30 – 70 Billion | 📊 Senior analyst | Solid reasoning, most tasks |
| Frontier | Undisclosed | 🏛️ Consulting team | Complex analysis, top quality |
A well-tuned 8B model can outperform a 70B model on specific tasks. The right model depends on the use case and budget.
Cost: $2M – $200M+
Time: Weeks to months
Hardware:
Thousands of GPUs
Who: OpenAI, Google, Meta
Cost: $0.001 – $0.10 per query
Time:
Milliseconds
Hardware: 1 GPU or cloud API
Who: You (right now)
You don't need to train models. You use them. Training is building the factory — inference is driving the car.
GPT-4, Claude, Gemini
✅ Best quality
✅ Easy to start
⚠️ Data goes to their cloud
⚠️ Pay per
token
Llama 3, Mistral, Qwen
✅ Free to use
✅ Data stays on your hardware
✅ Full customization
⚠️
Need your own GPU
Our SafetyEye runs local open-source models on our GPU server — factory data never leaves the premises.
AI knows the world, but not YOUR company. RAG bridges the gap.
Analyze images, documents, charts, factory floors in real-time
Create images, video, presentations from text descriptions
Text-to-speech, meeting transcription, voice assistants
Image Studio (GPU image gen) · Video Pipeline (auto video) · VibeVoice TTS (podcast audio) · SafetyEye (vision AI)
The hottest new programming language is English
Google's agentic AI. Reads entire codebases, runs commands, builds full projects autonomously.
Anthropic's terminal agent. Plans, codes, tests, and deploys — thinks before it acts.
Watch a complete app get built from a single English description
[SWITCH TO LIVE CODING ENVIRONMENT]
Your real problem → Full-stack AI app → 90 minutes
Enter a company → AI researches financials, news, trends → generates executive briefing with charts
Input industry + competitors → AI analyzes positioning, pricing → strategic comparison report
Paste notes → AI extracts decisions, action items, deadlines → auto-generates follow-up emails
[SWITCH TO LIVE CODING — 90 MINUTES]
What does this mean for YOUR business?
| Role | Top Opportunity | 30-Day Quick Win |
|---|---|---|
| CEO | AI-first company strategy | AI assistant for decision support |
| CMO | Personalization & content at scale | AI social media content pipeline |
| CFO | Predictive financial modeling | AI-powered cash flow forecasting |
| COO | Process automation | RPA + AI for invoice processing |
| CTO | Vibe coding adoption | Pilot on one internal tool |
87% auto-resolution chatbot. WhatsApp, Telegram, Web.
Real-time factory safety. YOLO + SAM3 on GPU.
XGBoost + ARIMA. TCMB data. Automotive sales.
AI website builder. Agentic WordPress editing.
Conversational AI surveys. Google Forms migration.
Auto video generation. FFmpeg + AI content.
14 production AI projects · 1 GPU server · All built with vibe coding
You just went from zero to building a real AI product.