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Level: Beginner

August 25, 2026

SQL foundations

The single highest-leverage skill in this field. Joins, aggregation and window functions, in that order.

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August 25, 2026

Cloud & DevOps

Linux, AWS, containers, infrastructure as code and the observability that tells you whether any of it is working. Built around one service you take all the way to production.

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August 25, 2026

Linux and networking

The shell, the filesystem, processes and the network stack. Every layer above this is an abstraction over these, and every outage eventually drops you back down to them.

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August 25, 2026

Career Readiness

Portfolio craft, technical communication, interview preparation and how to judge a role honestly — the layer between having the skills and being hired for them.

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August 25, 2026

A resume that survives the scan

One page, evidence per line, and no adjective you cannot substantiate. It gets about six seconds of attention.

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August 25, 2026

Behavioural interviews

The half most technical candidates neglect, and the half that decides between two people who both passed the coding round.

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August 25, 2026

Product fundamentals

The craft AI sits on top of. A PM who cannot frame a problem does not become useful by adding a model to it.

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August 25, 2026

AI Foundations

From the maths underneath to a retrieval-augmented app you understand end to end. Beginner through expert, with the papers when you are ready for them.

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August 25, 2026

The maths you actually need

Linear algebra, calculus and probability — only the parts that recur. Skip nothing here and everything downstream gets easier.

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