AI literacy for the real world
The foundations behind intelligent systems
Build with today’s AI capabilities
Engineer reliable GenAI systems
Ship AI products responsibly
Engineering foundations for AI builders
Patterns for solving harder problems
Design systems that scale AI
Communicate and lead in the AI era
Your production AI capstone
Navigate the AI engineering job market
Tell the story of how you create impact
Solve, design, and communicate under pressure
Prepare for modern ML and GenAI interviews
Make a confident, informed next move
Making AI education accessible to everyone, everywhere
Common questions answered
Curated tools we use and recommend
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Built in public on GitHub
Every lesson builds on the last. No rush, no assumptions.
Data-driven strategies to negotiate compensation confidently and maximise your total package.
Research your market value with real data sources, understand total compensation structures, and enter negotiations with confidence.
Grow your visibility in tech through GitHub, technical writing, conference speaking, and strategic social media - consistency over virality.
Compare job offers systematically using a weighted decision framework — beyond just salary to growth, culture, and long-term career impact.
Plan your first 90 days at a new role — build relationships, deliver quick wins, and set the foundation for long-term success.
Design your career like a system — with intentional choices about specialisation, leadership paths, and the compounding power of strategic moves.