An open-source declarative framework for building modular AI software. Programming—not prompting—LLMs via higher-level abstractions & optimizers.dspy.aiJoined April 2025
Ok, I'll say it.
One of the biggest challenges facing DSPy is the lack of competition. As far as I can tell, there's just no other serious programming model for general-purpose, declarative AI programming.
I can spend hours listing the costs/downsides of this, not the least of…
A materials scientist agent is in the works!
Going to use DSPy to optimize my way to a rare-earth-free permanent magnet discovery.
The past few months I'd been adding packaged materials science APIs and workflows to Ouro. These are fun to use manually but their real power shows…
As someone who works in open source, and engages with other open source devs (maintainers, contributors, users) every day, I think a lot about network effects.
In the end, long term usage and adoption of an open source tool totally depends on network effects. The quality of the…
Recently, @YourTechBud and I have been deep diving into the code base of DSPy, and we're finding different ways to demonstrate the power of signatures, modules and optimizers. The "DSPy way" is a little alien at first (because you give up "control" over what prompts you write).…
## The 5 O'clock Rule
The level of abstraction for solving a problem
will bubble up until it allows the average
dev to stop thinking about the problem.
start decleratively defining your tasks for ai model with @DSPyOSS and optimize with evals that you know matter.
stop…
It’s probably too late to post this, and I’m really tired, but I built a little thing with @DSPyOSS that I’m calling “MRCE_Lite.” It’s just a skeleton of a thing that I wanted to build, but it felt like a really good fit for DSPy, and I guess it was indeed. Here’s a short 🧵
I've been snowblind for days now and this sort of thing is not helping! Bad enough when I created a template abstractor, then it got worse when @MaximeRivest made functai, now I gotta put up with the cloud of ideas billowing off of @DSPyOSS
So. Many. Things. I. Could. Do.
I've been snowblind for days now and this sort of thing is not helping! Bad enough when I created a template abstractor, then it got worse when @MaximeRivest made functai, now I gotta put up with the cloud of ideas billowing off of @DSPyOSS
So. Many. Things. I. Could. Do.
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📕 O'Reilly author on Prompt Engineering
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188 Followers 84 FollowingStudied engineering because I was fascinated by Ironman's Jarvis. DSPy enthusiast. Currently an Enterprise Consultant for SaaS.
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14K Followers 987 FollowingScience-ing at Two Sigma, Professing computery things at CMU. Co-founder & former Exec Director of the Scala Center at EPFL. Past life: artist @ Cooper Union
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14K Followers 642 FollowingStanford Professor of Linguistics and, by courtesy, of Computer Science. Member of technical staff @stanfordnlp and @StanfordAILab. Co-founder @ Bigspin AI.