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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
SKILLS YOU'LL GAIN

Real skills, real career delta.

Skills you'll gain

07
  • Build streaming UIs that don't flickerWorking

    Outcome from completing the course: build streaming uis that don't flicker.

  • Budget tokens at the component levelWorking

    Outcome from completing the course: budget tokens at the component level.

  • Ship generative UI patterns safelyWorking

    Outcome from completing the course: ship generative ui patterns safely.

  • AI SDK streaming UXWorking

    Covered in lesson sequence — drop-in ready.

  • Token budgetsWorking

    Covered in lesson sequence — drop-in ready.

  • Edge runtimeWorking

    Covered in lesson sequence — drop-in ready.

  • Optimistic statesWorking

    Covered in lesson sequence — drop-in ready.

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%