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Title: GitHub - lroy-stack/12-factor-agents: What are the principles we can use to build LLM-powered software that is actually good enough to put in the hands of production customers?

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Description: What are the principles we can use to build LLM-powered software that is actually good enough to put in the hands of production customers? - lroy-stack/12-factor-agents

Open Graph Description: What are the principles we can use to build LLM-powered software that is actually good enough to put in the hands of production customers? - lroy-stack/12-factor-agents

X Description: What are the principles we can use to build LLM-powered software that is actually good enough to put in the hands of production customers? - lroy-stack/12-factor-agents

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Licensehttps://patch-diff.githubusercontent.com/lroy-stack/12-factor-agents
https://patch-diff.githubusercontent.com/lroy-stack/12-factor-agents#12-factor-agents---principles-for-building-reliable-llm-applications
https://www.apache.org/licenses/LICENSE-2.0
https://creativecommons.org/licenses/by-sa/4.0/
https://humanlayer.dev/discord
https://www.youtube.com/watch?v=8kMaTybvDUw
https://www.youtube.com/watch?v=yxJDyQ8v6P0
12 Factor Appshttps://12factor.net/
https://github.com/humanlayer/12-factor-agentshttps://github.com/humanlayer/12-factor-agents
Catch the talk herehttps://www.youtube.com/watch?v=8kMaTybvDUw
Jump straight to factor 3https://github.com/humanlayer/12-factor-agents/blob/main/content/factor-03-own-your-context-window.md
the discussion threadhttps://github.com/humanlayer/12-factor-agents/discussions/61
https://camo.githubusercontent.com/118510b0c1b6853f572787d983136d3858b1afd41bae236a59d5ba1c56b4c5f3/68747470733a2f2f7374617469632e73636172662e73682f612e706e673f782d707869643d32616361643939612d633264392d343864662d383666352d396361383036316237626639
https://patch-diff.githubusercontent.com/lroy-stack/12-factor-agents#visual-nav
hackinghttps://youtu.be/8bIHcttkOTE
AI agentshttps://theouterloop.substack.com
a whilehttps://humanlayer.dev
"here's your prompt, here's a bag of tools, loop until you hit the goal"https://www.anthropic.com/engineering/building-effective-agents#agents
https://patch-diff.githubusercontent.com/lroy-stack/12-factor-agents#what-are-the-principles-we-can-use-to-build-llm-powered-software-that-is-actually-good-enough-to-put-in-the-hands-of-production-customers
@iantbutler01https://github.com/iantbutler01
@tnmhttps://github.com/tnm
@hellovaihttps://www.github.com/hellovai
@stantonkhttps://www.github.com/stantonk
@balanceiskeyhttps://www.github.com/balanceiskey
@AdjectiveAllisonhttps://www.github.com/AdjectiveAllison
@pfbyjyhttps://www.github.com/pfbyjy
@a-churchillhttps://www.github.com/a-churchill
https://patch-diff.githubusercontent.com/lroy-stack/12-factor-agents#the-short-version-the-12-factors
continue to get exponentially more powerfulhttps://github.com/humanlayer/12-factor-agents/blob/main/content/factor-10-small-focused-agents.md#what-if-llms-get-smarter
How We Got Here: A Brief History of Softwarehttps://github.com/humanlayer/12-factor-agents/blob/main/content/brief-history-of-software.md
Factor 1: Natural Language to Tool Callshttps://github.com/humanlayer/12-factor-agents/blob/main/content/factor-01-natural-language-to-tool-calls.md
Factor 2: Own your promptshttps://github.com/humanlayer/12-factor-agents/blob/main/content/factor-02-own-your-prompts.md
Factor 3: Own your context windowhttps://github.com/humanlayer/12-factor-agents/blob/main/content/factor-03-own-your-context-window.md
Factor 4: Tools are just structured outputshttps://github.com/humanlayer/12-factor-agents/blob/main/content/factor-04-tools-are-structured-outputs.md
Factor 5: Unify execution state and business statehttps://github.com/humanlayer/12-factor-agents/blob/main/content/factor-05-unify-execution-state.md
Factor 6: Launch/Pause/Resume with simple APIshttps://github.com/humanlayer/12-factor-agents/blob/main/content/factor-06-launch-pause-resume.md
Factor 7: Contact humans with tool callshttps://github.com/humanlayer/12-factor-agents/blob/main/content/factor-07-contact-humans-with-tools.md
Factor 8: Own your control flowhttps://github.com/humanlayer/12-factor-agents/blob/main/content/factor-08-own-your-control-flow.md
Factor 9: Compact Errors into Context Windowhttps://github.com/humanlayer/12-factor-agents/blob/main/content/factor-09-compact-errors.md
Factor 10: Small, Focused Agentshttps://github.com/humanlayer/12-factor-agents/blob/main/content/factor-10-small-focused-agents.md
Factor 11: Trigger from anywhere, meet users where they arehttps://github.com/humanlayer/12-factor-agents/blob/main/content/factor-11-trigger-from-anywhere.md
Factor 12: Make your agent a stateless reducerhttps://github.com/humanlayer/12-factor-agents/blob/main/content/factor-12-stateless-reducer.md
https://patch-diff.githubusercontent.com/lroy-stack/12-factor-agents#visual-nav
https://github.com/humanlayer/12-factor-agents/blob/main/content/factor-01-natural-language-to-tool-calls.md
https://github.com/humanlayer/12-factor-agents/blob/main/content/factor-02-own-your-prompts.md
https://github.com/humanlayer/12-factor-agents/blob/main/content/factor-03-own-your-context-window.md
https://github.com/humanlayer/12-factor-agents/blob/main/content/factor-04-tools-are-structured-outputs.md
https://github.com/humanlayer/12-factor-agents/blob/main/content/factor-05-unify-execution-state.md
https://github.com/humanlayer/12-factor-agents/blob/main/content/factor-06-launch-pause-resume.md
https://github.com/humanlayer/12-factor-agents/blob/main/content/factor-07-contact-humans-with-tools.md
https://github.com/humanlayer/12-factor-agents/blob/main/content/factor-08-own-your-control-flow.md
https://github.com/humanlayer/12-factor-agents/blob/main/content/factor-09-compact-errors.md
https://github.com/humanlayer/12-factor-agents/blob/main/content/factor-10-small-focused-agents.md
https://github.com/humanlayer/12-factor-agents/blob/main/content/factor-11-trigger-from-anywhere.md
https://github.com/humanlayer/12-factor-agents/blob/main/content/factor-12-stateless-reducer.md
https://patch-diff.githubusercontent.com/lroy-stack/12-factor-agents#how-we-got-here
A Brief History of Softwarehttps://github.com/humanlayer/12-factor-agents/blob/main/content/brief-history-of-software.md
https://patch-diff.githubusercontent.com/lroy-stack/12-factor-agents#the-promise-of-agents
https://github.com/humanlayer/12-factor-agents/blob/main/img/010-software-dag.png
https://patch-diff.githubusercontent.com/lroy-stack/12-factor-agents#from-code-to-dags
Airflowhttps://airflow.apache.org/
Prefecthttps://www.prefect.io/
dagsterhttps://dagster.io/
inggesthttps://www.inngest.com/
windmillhttps://www.windmill.dev/
https://github.com/humanlayer/12-factor-agents/blob/main/img/015-dag-orchestrators.png
https://patch-diff.githubusercontent.com/lroy-stack/12-factor-agents#the-promise-of-agents-1
person to say thishttps://youtu.be/Dc99-zTMyMg?si=bcT0hIwWij2mR-40&t=73
https://github.com/humanlayer/12-factor-agents/blob/main/img/025-agent-dag.png
https://github.com/humanlayer/12-factor-agents/blob/main/img/026-agent-dag-lines.png
https://patch-diff.githubusercontent.com/lroy-stack/12-factor-agents#agents-as-loops
GIF Versionhttps://github.com/humanlayer/12-factor-agents/blob/main/img/027-agent-loop-animation.gif
https://github.com/humanlayer/12-factor-agents/blob/main/img/027-agent-loop-animation.gif
https://patch-diff.githubusercontent.com/lroy-stack/12-factor-agents#why-12-factor-agents
reasonshttps://www.linkedin.com/posts/dexterihorthy_llms-typescript-aiagents-activity-7290858296679313408-Lh9e?utm_source=share&utm_medium=member_desktop&rcm=ACoAAA4oHTkByAiD-wZjnGsMBUL_JT6nyyhOh30
https://patch-diff.githubusercontent.com/lroy-stack/12-factor-agents#design-patterns-for-great-llm-applications
https://patch-diff.githubusercontent.com/lroy-stack/12-factor-agents#the-fastest-way-ive-seen-for-builders-to-get-good-ai-software-in-the-hands-of-customers-is-to-take-small-modular-concepts-from-agent-building-and-incorporate-them-into-their-existing-product
https://patch-diff.githubusercontent.com/lroy-stack/12-factor-agents#the-12-factors-again
How We Got Here: A Brief History of Softwarehttps://github.com/humanlayer/12-factor-agents/blob/main/content/brief-history-of-software.md
Factor 1: Natural Language to Tool Callshttps://github.com/humanlayer/12-factor-agents/blob/main/content/factor-01-natural-language-to-tool-calls.md
Factor 2: Own your promptshttps://github.com/humanlayer/12-factor-agents/blob/main/content/factor-02-own-your-prompts.md
Factor 3: Own your context windowhttps://github.com/humanlayer/12-factor-agents/blob/main/content/factor-03-own-your-context-window.md
Factor 4: Tools are just structured outputshttps://github.com/humanlayer/12-factor-agents/blob/main/content/factor-04-tools-are-structured-outputs.md
Factor 5: Unify execution state and business statehttps://github.com/humanlayer/12-factor-agents/blob/main/content/factor-05-unify-execution-state.md
Factor 6: Launch/Pause/Resume with simple APIshttps://github.com/humanlayer/12-factor-agents/blob/main/content/factor-06-launch-pause-resume.md
Factor 7: Contact humans with tool callshttps://github.com/humanlayer/12-factor-agents/blob/main/content/factor-07-contact-humans-with-tools.md
Factor 8: Own your control flowhttps://github.com/humanlayer/12-factor-agents/blob/main/content/factor-08-own-your-control-flow.md
Factor 9: Compact Errors into Context Windowhttps://github.com/humanlayer/12-factor-agents/blob/main/content/factor-09-compact-errors.md
Factor 10: Small, Focused Agentshttps://github.com/humanlayer/12-factor-agents/blob/main/content/factor-10-small-focused-agents.md
Factor 11: Trigger from anywhere, meet users where they arehttps://github.com/humanlayer/12-factor-agents/blob/main/content/factor-11-trigger-from-anywhere.md
Factor 12: Make your agent a stateless reducerhttps://github.com/humanlayer/12-factor-agents/blob/main/content/factor-12-stateless-reducer.md
https://patch-diff.githubusercontent.com/lroy-stack/12-factor-agents#honorable-mentions--other-advice
Factor 13: Pre-fetch all the context you might needhttps://github.com/humanlayer/12-factor-agents/blob/main/content/appendix-13-pre-fetch.md
https://patch-diff.githubusercontent.com/lroy-stack/12-factor-agents#related-resources
herehttps://github.com/humanlayer/12-factor-agents
I talked about a lot of this on an episode of the Tool Use podcasthttps://youtu.be/8bIHcttkOTE
The Outer Loophttps://theouterloop.substack.com
webinars about Maximizing LLM Performancehttps://github.com/hellovai/ai-that-works/tree/main
@hellovaihttps://github.com/hellovai
got-agents/agentshttps://github.com/got-agents/agents
framework for running distributed agents in kuberneteshttps://github.com/humanlayer/kubechain
12 Factor Appshttps://12factor.net
Building Effective Agents (Anthropic)https://www.anthropic.com/engineering/building-effective-agents#agents
Prompts are Functionshttps://thedataexchange.media/baml-revolution-in-ai-engineering/
Library patterns: Why frameworks are evilhttps://tomasp.net/blog/2015/library-frameworks/
The Wrong Abstractionhttps://sandimetz.com/blog/2016/1/20/the-wrong-abstraction
Mailcrew Agenthttps://github.com/dexhorthy/mailcrew
Mailcrew Demo Videohttps://www.youtube.com/watch?v=f_cKnoPC_Oo
Chainlit Demohttps://x.com/chainlit_io/status/1858613325921480922
TypeScript for LLMshttps://www.linkedin.com/posts/dexterihorthy_llms-typescript-aiagents-activity-7290858296679313408-Lh9e
Schema Aligned Parsinghttps://www.boundaryml.com/blog/schema-aligned-parsing
Function Calling vs Structured Outputs vs JSON Modehttps://www.vellum.ai/blog/when-should-i-use-function-calling-structured-outputs-or-json-mode
BAML on GitHubhttps://github.com/boundaryml/baml
OpenAI JSON vs Function Callinghttps://docs.llamaindex.ai/en/stable/examples/llm/openai_json_vs_function_calling/
Outer Loop Agentshttps://theouterloop.substack.com/p/openais-realtime-api-is-a-step-towards
Airflowhttps://airflow.apache.org/
Prefecthttps://www.prefect.io/
Dagsterhttps://dagster.io/
Inngesthttps://www.inngest.com/
Windmillhttps://www.windmill.dev/
The AI Agent Index (MIT)https://aiagentindex.mit.edu/
NotebookLM on Finding Model Capability Boundarieshttps://open.substack.com/pub/swyx/p/notebooklm?selection=08e1187c-cfee-4c63-93c9-71216640a5f8
https://patch-diff.githubusercontent.com/lroy-stack/12-factor-agents#contributors
https://github.com/dexhorthy
https://github.com/Sypherd
https://github.com/tofaramususa
https://github.com/a-churchill
https://github.com/Elijas
https://github.com/hugolmn
https://github.com/jeremypeters
https://github.com/kndl
https://github.com/maciejkos
https://github.com/pfbyjy
https://github.com/0xRaduan
https://github.com/zyuanlim
https://github.com/lombardo-chcg
https://github.com/sahanatvessel
https://patch-diff.githubusercontent.com/lroy-stack/12-factor-agents#versions
v1.1 branchhttps://github.com/humanlayer/12-factor-agents/tree/v1.1
Issues to track work on v1.1https://github.com/humanlayer/12-factor-agents/issues?q=is%3Aissue%20state%3Aopen%20label%3Aversion%3A%3A1.1
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CC BY-SA 4.0 Licensehttps://creativecommons.org/licenses/by-sa/4.0/
Apache 2.0 Licensehttps://www.apache.org/licenses/LICENSE-2.0
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