Vintage sci-fi lithograph: an astronaut walks the glowing seven-colour belt road across a dark moonscape toward the horizon

Weekly transmission

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.

Mission telemetry

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
+82% YoY

Hyperscaler capex is surging on AI infrastructure.

Dell'Oro Group
$2.6–$4.4T

GenAI could unlock in annual value across industries.

McKinsey

Flight plan

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.

Start your journey
Seven hovering ring platforms in belt colours — white at the base rising to black at the summit — above an explorer at a glowing pedestal
Fig. 02Seven stages of ascent

You've met all seven belts — find out which one is yours.

Take the belt test
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

Incoming transmissions

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.

A Weekly Blog That Teaches

Clear explainers & playbooks about the week's biggest AI shifts — built on Make It Stick learning science. Recall prompts and worked examples are woven into every post, so reading it doesn't just inform you, it trains you. Each one ends with: What this means and What to try next.

Read the blog
Glowing envelopes stream from an orbital capsule across a dark planet horizon — the weekly dispatch leaving the station
Fig. 03The weekly dispatch

A New Lab Every Week, on This Week's Tools

New tools, libraries, and frameworks drop daily — and traditional courses take months to catch up. We scan the landscape every day and turn the sharpest new arrival into a hands-on lab: a short, guided project you build the same week the tool lands.

Preview the labs
An astronaut assembles a device at a station lab bench among glowing flasks and orange circuit schematics
Fig. 04Fresh off the launch pad

The AI-Mastery Journey

Advance from AI User → AI Explorer → … → AI Architect. We map articles, templates, and project ideas to each belt so you always know the next move.

Explore the journey
A lit path with belt-coloured waypoints cuts through a vast maze toward a blazing summit beacon; an explorer stands at the entrance
Fig. 05The route is mapped

Forward thinking

You don't need to read everything. You need to know what changed, why it matters, and what to do next — at your level. That's the whole job of this briefing.

Mission control

Learn from the Best in the Industry

4.6Instructor rating
~1MCourse reviews
121Courses in 12 languages

Trusted by more than 4 million learners worldwide

Propagated.ai is built by the team behind Ligency's top-rated Udemy AI courses. We start where the real world starts — large language models and the products they power — and take engineers, leaders, and teams from the foundations of generative AI to production-ready systems: chatbots, copilots, automations, and AI agents.

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.

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Get clarity in your inbox

One concise email per week. No hype, no spam. Tell us your role and interests and the digest arrives calibrated to your belt — the seven-step ladder above.

Three rockets climb on parallel orange contrails past a violet moon
Fig. 07Weekly launch window

Weekly briefing

Subscribe to weekly briefings

Pick the belt that matches where you are today.