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FEMOD.FE-06 · v1.0

Stream tokens.
Render flicker-free.
Retain users.

6 micro-lessons · ~48 min · Real Docker images

DISPLAY PANEL · STREAMING PREVIEW
RENDER.A · STREAMING
LIVE
▎
TOKENS0 / 72
FRAME PIPELINE
PARSE≈ 0.3 ms
DELTATextDecoder
FLUSHrAF batched
DRIFT0 hydration
DEVICE
web
TARGET
60 fps
TOKENS / s
240
FEROLE TRACK

AI for Frontend Engineers

AI SDK streaming UX, generative UI, optimistic states.

WHY THIS MATTERS · SNAP INTERNAL
Frontend role-track usage doubled month-over-month after the AI SDK 4.0 release.
WHAT YOU'LL LEARN
01AI SDK streaming UX
02Token budgets
03Edge runtime
04Generative UI
05Optimistic states
YOU'LL BE ABLE TO
Build streaming UIs that don't flicker
Budget tokens at the component level
Ship generative UI patterns safely
RUNNABLE ON YOUR MACHINE
$ docker pull snap/ai-frontend:lesson-01
$ docker run --rm -it snap/ai-frontend:lesson-01
snap/ai-frontend:lesson-01
QUICK PREVIEW · 7 MIN
VERIFIED ENGINEER REVIEWS
Token-budgets per component is the unlock.
@fe_finnVERIFY ON GITHUB
Streaming-UX lesson removed 3 jankiness tickets.
@devops_julesVERIFY ON GITHUB
LESSONS6
HOURS~0.8
LEARNERS1,720
THIS WEEK+18%