Build Production AI Workflows with TypeScript and Temporal

25 min

Learn to build production AI workflows using TypeScript and Temporal. Master prompt versioning, LLM-as-judge evaluators, and secure, scalable orchestration.

Build Production AI Workflows with TypeScript and Temporal

How This Personalized Podcast Was Made

This podcast was created using BeFreed's AI, based on selected books, the creator's learning goals, and their preferred tone.

Hands-on Machine Learning With Scikit-learn And Tensorflow
Artificial Intelligence and Generative AI for Beginners
Make your own neural network
Artificial Intelligence and Machine Learning for Business
Developing Backbone.js Applications
ChatGPT for Dummies
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Input question

Build a TypeScript framework for production AI workflows. Separate Workflows (pure orchestration) from Steps (the I/O layer — LLM calls, HTTP, DB queries — each result cached for replay). Store prompts as version-controlled .prompt files with YAML and Liquid templates; swap providers in one line. Add LLM-as-judge Evaluators for quality scoring. Scale via Temporal for retries, replay, and parallel execution. Encrypt secrets with AES-256-GCM. Stack: TypeScript, Temporal, Vercel AI SDK, Zod.

Podcast Style
Lenaplay
Milesplay

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"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."

@Raaaaaachelw
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"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."

@Matt, YC alum
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108

"Reading used to feel like a chore. Now it’s just part of my lifestyle."

@Erin, Investment Banking Associate , NYC
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comments
254
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17

"Feels effortless compared to reading. I’ve finished 6 books this month already."

@djmikemoore
platform
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"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."

@Pitiful
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"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."

@SofiaP
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"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"

@Jaded_Falcon
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"It is great for me to learn something from the book without reading it."

@OojasSalunke
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"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."

@Leo, Law Student, UPenn
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37
likes
483

"Makes me feel smarter every time before going to work"

@Cashflowbubu
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"Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."

@Moemenn
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"I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."

@Chloe, Solo founder, LA
platform
comments
12
likes
117

"Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."

@Raaaaaachelw
platform
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"Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."

@Matt, YC alum
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comments
12
likes
108

"Reading used to feel like a chore. Now it’s just part of my lifestyle."

@Erin, Investment Banking Associate , NYC
platform
comments
254
likes
17

"Feels effortless compared to reading. I’ve finished 6 books this month already."

@djmikemoore
platform
star
star
star
star
star

"BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."

@Pitiful
platform
comments
96
likes
4.5K

"BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."

@SofiaP
platform
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"BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"

@Jaded_Falcon
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comments
201
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16

"It is great for me to learn something from the book without reading it."

@OojasSalunke
platform
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star

"The themed book list podcasts help me connect ideas across authors—like a guided audio journey."

@Leo, Law Student, UPenn
platform
comments
37
likes
483

"Makes me feel smarter every time before going to work"

@Cashflowbubu
platform
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