Work through business scenarios from the first question to the systems, decisions and delivery behind the answer.
Build data systems, analytics, AI workflows and applications around connected business problems.
Four starting points, one path forward.
A business problem rarely belongs to one discipline. Data, engineering, analytics, AI and applications work together to produce something useful - deciding what combination is needed, and making it work together, is the job.
One Connected System. Different Capabilities.
Pick a track and follow it the way it really happened - a commit here, a pull request there, a dashboard someone shipped on a Tuesday. Nothing staged for the camera.
Data track: raw numbers move through the same production cycle on their way to a dashboard or decision.
/assets/proof/ to populate this wall.Engineering track: pipelines move through the same production cycle on their way to production.
/assets/journey/engineering/ to populate this wall.AI track: models and RAG workflows move through the same production cycle on their way to production.
/assets/journey/ai/ to populate this wall.Applications track: user-facing features move through the same production cycle on their way to production.
/assets/journey/applications/ to populate this wall.Production track: every piece of work - regardless of area - is shipped, reviewed and kept running through this cycle.
/assets/journey/production/ to populate this wall.Real screenshots and pull requests from inside the environment - the actual work, as it happened.
/assets/proof/ to populate this wall.You bring context, judgment, decisions and ownership. AI brings exploration, generation, testing and speed. Every session pulls both toward the same outcome - and leaves proof behind.
Both paths put you inside the same working environment. The difference is how far you take the work.
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For becoming independently capable of doing the work.
A working body of evidence that shows how you actually engineer.
For becoming capable of owning the work, not just doing a part of it.
Experience carrying the full engineering responsibility across larger systems.
Start building with real engineering responsibility. Choose the level of ownership that fits you now.
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