# DNLA — Deep Neural Logic Academy

> DNLA is an Israeli AI academy founded by Yaron Genad (ירון גנד), focused on teaching Prompt Executed Programming — the discipline of building real, production-grade AI systems with Senior Mindset. Not Vibe Coding. Not tutorials. Real tools, real architecture, real production.

The site is written in Hebrew (עברית) and targets Hebrew-speaking professionals, developers, and business owners who want to build AI systems that actually work in production.

## Core Concept

DNLA's philosophy distinguishes between "Vibe Coders" (people who prompt AI tools without understanding what they're building) and developers with "Senior Mindset" who understand architecture, constraints, and production requirements. The academy teaches "Prompt Executed Programming" — writing prompts from understanding, not from intuition.

## Founder

Yaron Genad (ירון גנד) — AI Architect with 20+ years of enterprise technology transformation. Led AI engineering at Tamuz Group (700+ employees, 150+ stores). Expert in Multi-Agent Systems, RAG, Fine-Tuning (LoRA/QLoRA), LangGraph, N8N, AWS Bedrock, and GCP. Founder of DNLA.

## Pages

- [Home](https://dnla.ai/): Main page. Introduces the concept of "Senior Mindset" vs "Vibe Coding". DNLA teaches you to be the Senior who manages AI — not the Vibe Coder who hopes it works.

- [About / אודות](https://dnla.ai/about/): Yaron Genad's background. 20+ years of enterprise transformation: IoT, M2M communications, BI and analytics, AI architecture, multi-agent production systems. Currently leads AI engineering at Tamuz Group.

- [Courses / קורסים](https://dnla.ai/courses/): Practical courses in Prompt Executed Programming, Senior Mindset, AI Agents, and Agentic Architecture. From zero to production. In Hebrew.

- [Articles / מאמרים](https://dnla.ai/articles/): Technical articles written from real production experience. Not documentation, not tutorials — battle scars.

- [Our Philosophy / הפילוסופיה שלנו](https://dnla.ai/dnla-philosophy/): The six principles of DNLA: (1) Prompt Executed Programming over Vibe Coding, (2) Learning from others' failures instead of repeating them, (3) Managing AI like an architect manages workers, (4) Building for tomorrow not just today, (5) Agentic Economics — making each new customer cost less than the previous, (6) Using the right tools for production, not the cheapest or most impressive.

- [Become Senior / להיות Senior](https://dnla.ai/become-senior/): The learning path. Anyone can start — with or without prior experience. The journey: POC with Vibe Coding → Algorithmic thinking → Software structures → Micro-agents → Terminal and commands → Git and version control → Full agent graph with orchestration. The only certification that matters is a real GitHub with production-grade tools.

- [Contact / צור קשר](https://dnla.ai/contact/): Contact form for course inquiries, enterprise AI consulting, and collaborations.

## Articles

- [OpenClaw + NemoClaw: When the AI Agent Went from Game to Infrastructure](https://dnla.ai/openclaw-nemoclaw-ai-agent/): NVIDIA's OpenClaw and NemoClaw frameworks enable small businesses to run autonomous AI agents for $24/month. Practical guide with examples: queues, leads, deliveries, marketing.

- [Persona Builder: I Erased an AI's Identity and Replaced it with Karl Marx](https://dnla.ai/persona-builder-karl-marx/): Exploration of AI identity manipulation and persona construction.

- [From PoC to Production: Attribution Architecture for Agentic AI Systems in Enterprise](https://dnla.ai/poc-to-production/): How to bridge the gap between proof-of-concept AI demos and real production deployment in enterprise environments.

- [Do We Really Need All 2048 Dimensions? Theoretical Motivation for Latent Space Pruning](https://dnla.ai/lpg-latent-space-pruning/): Theoretical and practical exploration of dimensionality reduction in embedding spaces.

- [Kubernetes for Regular People — K8s Guide in Hebrew](https://dnla.ai/kubernetes-for-dummies/): Comprehensive Kubernetes guide in Hebrew. What are containers, Pods, Deployments, Services? How to start. Clear explanation without jargon.

## Key Terms and Concepts

- **Prompt Executed Programming**: DNLA's term for writing AI prompts from architectural understanding rather than intuition. The opposite of Vibe Coding.
- **Vibe Coding**: Prompting AI tools without understanding what you're building. Works for demos, fails in production.
- **Senior Mindset**: Thinking like an architect — understanding tool limitations, planning inheritance and interfaces before building, designing for tomorrow.
- **Production Mindset**: Building systems that hold up at 2am on a Thursday. Feature flags, hardcoded values avoided, graceful degradation.
- **Agentic Economics**: In agentic AI systems, every new customer costs compute. Good architecture makes each customer cost less than the previous (caching, batching, model routing).
- **ירון גנד / Yaron Genad**: Founder and instructor. AI Architect. Can be found by searching either Hebrew or English name.

## Technical Stack

The website itself is built using Prompt Executed Programming — WordPress on AWS Lightsail, designed and coded through AI prompts without manual code writing, as a demonstration of the methodology.

## Language

Primary language: Hebrew (עברית), right-to-left (RTL). The site targets Israeli professionals. Technical terms are often in English.