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Developer hub

Frameworks, infra, and AI tooling for builders—jump in by persona or browse tech and AI comparisons.

How we score: Methodology.

Full‑stack product engineer

Shipping features end‑to‑end—framework choice, APIs, and editor ergonomics matter most.

Student learning to code

Low friction setup, affordable tools, and honest study habits—avoid lock‑in early.

Indie SaaS / solo backend

Move fast with managed services—optimize for billing, auth, and a boring data layer.

Platform / SRE leaning

Reliability, observability, and infra‑as‑code—measure before you polish dashboards.

AI‑first builder

Copilots, local models, and codegen—pair speed with review and tests.

Mobile developer

Kotlin vs Swift tradeoffs, shipping cadence, and toolchain fit.

Open source maintainer

Where the community lives, how issues flow, and how CI feels day to day.

Data / analytics engineer

Warehouses, pipelines, and honest metrics—avoid vanity charts.

Security‑conscious developer

Smaller attack surface, sane defaults, and privacy‑respecting tools.

Frontend specialist

Design systems, bundles, and component ergonomics at scale.

Career switcher into tech

Credibility, portfolio projects, and sustainable learning pace.

Deciding startup vs big tech

Ownership vs resources—structure your tradeoffs before you sign.

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