Clarity on AI.
Actions for You.

We track what changed this week and translate it into concise summaries and concrete actions. Blog posts are open to all, while a personalised digest brings the most relevant pieces to your inbox.

One concise email per week. No hype, no spam.

The AI Revolution Is Now

Adoption is accelerating, capital is flowing into AI infrastructure, and the opportunity - if applied well - is enormous.

71% of organizations
now regularly use generative AI in at least one business function.
McKinsey & Company
30% of global VC dollars in 2025
went to AI startups.
McKinsey & Company
Hyperscaler capex is surging
on AI infrastructure - with the spend growing 82% YoY.
Dell’Oro Group
GenAI could unlock $2.6–$4.4T
in annual value across industries.
McKinsey

Build Your AI Advantage, One Belt at a Time

Start where you are - AI User to Architect - and follow a simple path. Each week we send short, level-aware guidance: what changed, why it matters, and what to do next in your context.

01

AI User

  • Used ChatGPT
  • Used some AI tools
  • Familiar with prompting
02

AI Explorer

  • Used LLMs to code (like Cursor or Claude Code), or used low-code platforms like n8n
03

AI Integrator

  • Hands-on with OpenAI API
  • System vs. User prompt
  • Chat Completions API
04

AI Builder

  • Built AI projects, including RAG and/or Agents, but primarily in an educational setting
05

AI Engineer

  • Delivered multiple RAG and Agentic projects with commercial impact
  • Implemented Agentic patterns
06

AI Practitioner

  • AI expert. Fluent in AI production deployments, context engineering, model evaluation, MCP
07

AI Architect

  • Designed and implemented multiple enterprise-grade AI solutions with guardrails, security, observability, coached others
Forward thinking

Adopting AI isn’t optional - it’s the key to staying competitive in a rapidly evolving market. Professionals that embrace this shift position themselves to lead the future, rather than risk falling behind.

Forward thinking

Learn from the Best in the Industry

Trusted by 4M
Learners Worldwide

With a 4.6 instructor rating, ~1M reviews, and 127 courses in 12 languages, we help engineers, leaders, and teams master the skills that power today’s AI revolution - then ship real results.

Ligency starts where the real world starts: with large language models and the products they power. We teach the foundations of AI and generative AI, then guide learners to build production-ready systems like chatbots, copilots, automations, and AI agents.

Why “Propagated”?

Just like signals traveling through a network, we aim to spread AI literacy across industries and borders. Under Ligency’s umbrella of excellence, Propagated.ai furthers this mission—bridging the gap between groundbreaking AI concepts and the people who can use them to transform their organizations.

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What you’ll get at Propagated.ai

Everything we publish is designed to help you move one belt forward - no fluff, only the next practical step.

01

Signal Over Noise

Clear explainers & playbooks about the week’s biggest AI shifts. Short reads that end with: What this means and What to try next.

02

What's your AI level?

We'll tell you where you stand - from AI User to AI Architect - and exactly what to learn next. Then the content and experience you get on Propagated.ai are tuned to your level.

03

Learn AI by building it

Hands-on labs built from the top trending AI repos on GitHub. We give you a role, a task, and step-by-step instructions - you finish with a working project you actually built.

Real-world progress, one level at a time

Signal over hype

We translate breakthroughs into business moves: concise summaries, “so-what” context, and actionable checklists for non-technical and technical readers alike.

Personalisation by design

Content is curated for different expertise levels and roles, ensuring every reader receives relevant insights rather than a generic update.

Built by practitioners & educators

Created by the team behind top-rated AI Engineering courses on Udemy (Ligency). We obsess over clarity, practicality, and measurable outcomes.

Free account

One account for the labs, the belt test and the weekly briefings.

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