Pydantic Aura
GRAPH · DATA · TRAINING
Talent · Training

Workshops that change how teams build.

Hands-on cohorts, embedded mentoring, and accelerator programs. Engineers leave able to design, not just copy.

Talks & blogs · Training

Recent Training writing and speaking.

talk · Training

Teaching Engineers to Think in Graphs

What we learned running 40+ cohorts on graph-native design — and what stopped working when we scaled.

Mar 2026 · QCon Amsterdam

Explore the other talents

One practice — pick another thread.


Stories from the field

Real engagements, anonymised where needed.

Story · Training

Embedded mentoring with a fintech platform team

12 weeks alongside the team, code reviews and pairing — graduated to fully self-directed graph + data work.

Dec 2025 Read more →

External resources

Things we recommend, beyond our own writing.

External

Software Carpentry

Workshop curricula and instructor training.

software-carpentry.org