Career Roadmaps

Build products on top of foundation models: retrieval, tool use, evaluation, and the plumbing that keeps them cheap and reliable.

Train, fine-tune, and serve models. Own the numbers: data quality, metrics, drift, and inference cost.

Design, test, and maintain the instructions that drive a model — and prove the changes worked with evaluations.

Embed with a customer, build working software inside their environment, then turn what you learn into product.

Build the pipelines and models every analyst, dashboard, and AI feature depends on. Own freshness and trust.

Own the runway: training infrastructure, model serving, GPU cost, monitoring, and rollback for everything AI teams ship.

Build the part of the product people actually touch: accessible, fast, and correct on every device you cannot test on.

Own the data, the contracts and the failure modes: APIs that stay correct under load and under partial failure.

Own a feature from database to pixel. The default hire at startups and the most common job title in the market.

Ship one codebase to both stores, and know enough native to fix what the bridge cannot.

Swift, SwiftUI and the Apple frameworks — build apps that feel like they belong on the platform.

Kotlin, Compose and the Android platform — build for the widest and most fragmented device base in the world.

Make products usable by everyone, and make the legal risk of not doing so go away.

Turn slow into fast, and prove it with numbers that connect to revenue.

Automate the path from commit to production, and make that path boring, repeatable and reversible.

Treat reliability as a product with a budget: measure it, spend it deliberately, and engineer away the toil.

Design cloud systems that meet the requirement, survive the audit, and do not surprise finance.

Build the internal product that other engineers ship on: paved roads, self-service, and sane defaults.

Run, secure and debug clusters that other people bet their production traffic on.

Design and run the connectivity everything else depends on, increasingly through code rather than a console.

Keep the servers, identities and endpoints that a business runs on healthy, patched and recoverable.

Own the one thing a business genuinely cannot lose: keep it fast, correct, backed up and restorable.

Build and run the defences: identity, network, endpoint and detection, wired together so they hold.

Watch, triage and escalate: the front line that decides whether an alert becomes an incident.