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Building LLM applications for production
Building LLM applications for production
This post consists of three parts. Part 1 discusses the key challenges of productionizing LLM applications and the solutions that I’ve seen. Part 2 discusses how to compose multiple tasks with control flows (e.g. if statement, for loop) and incorporate tools (e.g. SQL executor, bash, web browsers, third-party APIs) for more complex and powerful applications. Part 3 covers some of the promising use cases that I’ve seen companies building on top of LLMs and how to construct them from smaller tasks.
This post consists of three parts. Part 1 discusses the key challenges of productionizing LLM applications and the solutions that I’ve seen. Part 2 discusses how to compose multiple tasks with control flows (e.g. if statement, for loop) and incorporate tools (e.g. SQL executor, bash, web browsers, third-party APIs) for more complex and powerful applications. Part 3 covers some of the promising use cases that I’ve seen companies building on top of LLMs and how to construct them from smaller tasks.
·huyenchip.com·
Building LLM applications for production
Leverage Points: Places to Intervene in a System
Leverage Points: Places to Intervene in a System
By Donella Meadows~ Folks who do systems analysis have a great belief in “leverage points.” These are places within a complex system (a corporation, an economy, a living body, a city, an ecosystem) where a small shift in one thing can produce big changes in everything. This idea is not unique to systems analysis — […]
·donellameadows.org·
Leverage Points: Places to Intervene in a System
The Ungated Manifesto
The Ungated Manifesto
The Pattern, and the Battle for the Soul of the Internet
·ungated.media·
The Ungated Manifesto