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The Solve.it.com course from @jeremyphoward & @answerdotai is so good I'm telling friends not to use my 15% discount code.
Pay the full $500. They've earned it.
Week 1 awesome, and they extended registration till next week. Don't miss this. #programming #education
Dreams API retweeted
With @DSPyOSS, you can bring software engineering rigor to LLM applications.
Building LLM Applications with DSPy shows you how to replace fragile prompts with programmable, testable, and optimizable AI systems.
Now in print: hubs.la/Q04zHx9Z0
Dreams API retweeted
we've now got clear benchmarks on the impact from building up correct agent infra, nix does a lot of the heavy lifting for us.
Last week our co-founder and CEO @ronefroni joined “The Case for Open Source Models” panel at Leverage Israel during SF Tech Week.
Big thanks to his fellow panelists and moderator for a great conversation on why open models matter, and what it takes to run them in a way teams can actually trust and reproduce.
Thanks to Leverage, Onyx Security and @speedrun for bringing the room together!
Dreams API retweeted
Crazy Idea: Make your CI/CD into an mcp server
github.com/ekala-project/eka…
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Crazy idea: Per service migration logic as part of service modules. Move away from global `stateVersion` paradigm. github.com/ekala-project/eep…
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[Ekapkgs] Nix native container runtime. Leverage migration, port contract, and service defintion to make container images.
github.com/ekala-project/eep…
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Exciting!!!
Today we're unveiling Trillium Labs @trillium_labs, a new non-profit to foster the open science of frontier AI. We're building open post-training recipes and will expand into open infra to study RSI, reward-hacking, multi-agent systems, and whatever comes next.
We're built around the theory of change that you need more eyes to solve hard technical problems. We have faith in the scientific methods and communities that humanity has built, and worry that AI is becoming too closed to utilize them.
Trilliums are wildflowers that bloom briefly in the spring, before the forest canopies fill out. Though they are small, they lay the foundation for the cycles of growth and nourishment through the rest of the year. At Trillium Labs, the recipes will be the slow nutrients for the seasons and the model releases will be the blooms. Building an institution dedicated to this is needed because, much as nature’s trilliums are slow to expand and grow, the open-ecosystem needs time and dedicated resources to catch up.
I co-founded with with a long-time friend and collaborator Tom Zick (@thesezickbeats). We're hiring (full time + student collabs/interns), we're fundraising, and we're looking for compute. Please get in touch if you're interested in helping out. Offices based in the Bay Area and Cambridge MA, remote okay.
I’m in the Bay Area until for The Curve and COLM to connect with people who are interested. We’re thankful to have initial support from Halcyon Futures and Schmidt Sciences with more funding en route to enable our ambitions of scaling. Our advisors @Thom_Wolf, @HannaHajishirzi, @gneubig and @ctnzr have been instrumental to building the ecosystem that exists today, and I’m stoked to get to keep working with them.
Dreams API retweeted
I'm starting work on my hardware reverse engineering bench (hwrebench.com/). For now, this mostly means hacking devices as they arrive from Amazon and picking subtasks to codify into evals later.
I'll be posting blogs as I go, + occasional updates in replies here too.
Dreams API retweeted
Development update on factorseal, a local secrets vault for Linux, macOS, and Windows.
I dive into why we've built another secrets vault in Rust, across Linux, macOS and Windows.
github.com/cachix/factorseal
Dreams API retweeted
I bet we'll get many "simple" tricks that are not always obvious and leave you thinking "wait, you can just do that?" ☕️
Want to learn tips and tricks for building FastAPI apps with AI, directly from @jxnlco on the Codex team at OpenAI? 🤓
Join us at FastAPI Conf in Amsterdam! 🚲
Psst, Sep 20 is the deadline to select your T-shirt size. 👕
fastapiconf.com/speakers/#ja…
Dreams API retweeted
Jev (and the hybrid derivatives that come soon and support generative types) are going to change the game for structured output.
Pydantic AI supports Jev today. We'll carry on supporting the bleeding edge of structured output from LLMs.
Pydantic AI agents now run on Jev, the classifier from @typesafeai.
Jev doesn't write text, it answers typed questions. So the output_type you already wrote is the question, and the answer comes back as your model, one confidence per field.
pydantic.io/8iAZ9
Dreams API retweeted
Here's a skill for building and improving programs that call Jev: github.com/dbreunig/building…
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Game: race from one Wikipedia page to another using only links
Challenge: choosing between hundreds to thousands of links
Shows not just intelligence-per-second, but also the compounding benefits of not hallucinating with high-cardinality choices
Dreams API retweeted
Thanks to @pamelafox for inviting me to speak at the MCP Community Connect, sharing how to use DSPy to optimize MCP client calls.
This slide is the main argument for @DSPyOSS: separating your task from the implementation lets you easily test & adopt new things as they arrive.
Dreams API retweeted
Soon. Not ready yet.
On the CUDA front, looking into adding jetson support: github.com/ekala-project/cud…
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This is why I'll never appeal my Nix ban. They created a narrative and an appeal will be a kangaroo court and opportunity for more sin conjuring.
Only path forward is through. Building and improving what was considered the status quo. And demonstrate how their stranglehold on what was considered acceptable caused the death of innovation and progress as well.
There's a lot of exciting ways nix can be improved as well as how nix can be leveraged which have yet to be fully realized.
A new era of Linux is coming, and I hope people are ready for it.
Dreams API retweeted
Nice beta release for DSPy going into the weekend. Killer work by @isaacbmiller1, @MaximeRivest, @michaelnisaac, & co.
If you could, kick the tires on the new LM engine pre-release. It’s WAY faster and lighter weight, but there are surely edge cases... github.com/stanfordnlp/dspy/…
Dreams API retweeted
[Ekapkgs] Thought experiment leveraging Nix's immutable system generations to make a cheap A/B boot partition scheme. No mounts, no extra partitions.
/run/booted-system becomes blessed/frozen upon successful boot, and the other slot will follow /run/current-system.
github.com/ekala-project/cor…
Dreams API retweeted
Replying to @Mic_92
@Mic_92 is a wizard. Looking into adapting the compilation cache and other aspects into Ekapkgs. github.com/Mic92/repkgs
Dreams API retweeted
Once we put out the alpha version of @ladybirdbrowser, you're gonna see it get hacked and owned over and over.
This is expected. It'll be a natural part of the development process as we spend the coming years transforming Ladybird from a proof-of-concept into an end-user product.
We know there are people hoarding exploits already, just waiting for the right moment to drop them.
We welcome this! Bring it on 🤓




























