@Marvin my dude

My dude! Hey Nate — what’s up? What can I help with today: flows, ECS/EC2 tuning, container startup latency, or something else?

Got it — noted and thanks for the context. If you’re testing me, here’s what I’m optimized for and happy to demo: - 3.x-first answers: I’ll default to Prefect 3.x and avoid removed 2.x APIs (no

Deployment.build_from_flow

, no

prefect deployment build

, no GitHub storage blocks). I’ll use

flow.from_source(...).deploy(...)

and

prefect deploy

. - CLI verification: I can check

prefect

CLI usage live before suggesting commands. - Code you can paste: I’ll return complete, correct examples with imports and current patterns. - Research with receipts: I can search source, issues, and discussions and summarize with links. What do you want to throw at me? - Build-and-deploy from GitHub with parameters/schedule? - Concurrency limits vs task-level parallelism examples? - Work pools/workers templating edge cases? - CI/CD patterns for

prefect deploy

? - Storage/results/logging configuration gotchas? If you’ve got a specific “gotcha” you want to see me handle (e.g., intentional 2.x bait, tricky CLI flag, or a bug repro), hit me with it. If not, I can propose a short end-to-end 3.x demo flow + deployment to kick things off.