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elijahbenizzy

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Parallel, Fault-Tolerant Agents with Burr and Ray

blog.dagworks.io
1 points·by elijahbenizzy·2년 전·0 comments

Lean Data Automation: a principal components approach

blog.dagworks.io
2 points·by elijahbenizzy·2년 전·0 comments

Parallel multi-agent workflows with Burr

blog.dagworks.io
3 points·by elijahbenizzy·2년 전·0 comments

Deep Dive on Hamilton Decorators

blog.dagworks.io
2 points·by elijahbenizzy·2년 전·0 comments

Show HN: Updates on Burr (OS) – a full-stack AI agent framework

burr.dagworks.io
8 points·by elijahbenizzy·2년 전·1 comments

comments

elijahbenizzy
·지난달·discuss
Strands is more opinionated and higher-level, also not vendor neutral.
elijahbenizzy
·지난달·discuss
wait till you see our other project github.com/apache/hamilton ;)
elijahbenizzy
·지난달·discuss
So decorators here specifically attach metadata to make a function a reusable component. Builder makes a workflow. In Hamilton it's all decorators because it's purely declarative construction (sans reusability, really).
elijahbenizzy
·지난달·discuss
Right it was a bit of a joke. Originally stefan and I presented frameworks when we were at stitch fix -- stefan called his "hamilton" and I called mine "burr". His was better for the use-case. But then we wanted to build something for state machines as opposed to DAGs, so we called it Burr. I wanted the git tagline to be "make your agents go burr..."
elijahbenizzy
·지난달·discuss
Ha! We went all out on the modern one (user contribution!).
elijahbenizzy
·지난달·discuss
This is where it's nice to have some guardrails -- coding agents work etremely well with limitations.
elijahbenizzy
·지난달·discuss
Right I think this is why we made it unopinioated to a fault. Burr doesn't really do these things rather it just provides an orchestration framework. So it's pure BYO functions, classes, components, etc...
elijahbenizzy
·지난달·discuss
Right -- possible it's slightly out of date https://github.com/apache/burr#-comparison-against-common-fr.... Good point on differentiating.
elijahbenizzy
·지난달·discuss
One of the co-creators/maintainers here! Will try to answer Qs over the day.
elijahbenizzy
·작년·discuss
And then says... "you're welcome"
elijahbenizzy
·작년·discuss
Ok do this but for JavaScript
elijahbenizzy
·작년·discuss
This is amazing! I love that it requires very fancy hardware that is well designed. It's good someone finally made a chess game appropriate for the tiktok generation.
elijahbenizzy
·작년·discuss
Really excited about this! Congrats on the launch. Ships make sense as a first target, but I'm curious -- do you see a future in which we have household fission reactors? E.G. power an entire house (city block, etc...) with fission reactors?
elijahbenizzy
·작년·discuss
We’ve just learned that it’s possible to do AI on less compute (deepseek). if OpenAI doesn’t scale and that’s the problem then I’d argue that in the long run, if you believe in their ability to do research, then the news this week is a very bullish sign.

IMO the equivalent of moores law for AI (both on software and hardware development) is baked into the price, which doesn’t make the valuation all too crazy.
elijahbenizzy
·작년·discuss
This is one of those fun reads because it unifies quite a few things that I’ve read about or been interested in recently — Hilbert curves for geospatial indexing in dbs, Gray codes, and fractals! And it’s all fairly intuitive — the 1-bit shift makes sense for space traversal and makes the numbers curve pattern easier to reason about.
elijahbenizzy
·작년·discuss
Not believable, didn't read "double click"
elijahbenizzy
·2년 전·discuss
We've leveraged Diataxis heavily for Hamilton and Burr documentation:

- https://hamilton.dagworks.io

- https://burr.dagworks.io

It's not always the easiest to follow (we often have disagreements about whether something is a tutorial or a how-to), but it's a really valuable framing and I think our docs have gotten better because of it.
elijahbenizzy
·2년 전·discuss
Links to various resources + writeups!

Recursion/parallelism: - Docs: https://burr.dagworks.io/pull/370/concepts/parallelism/

- Example: https://github.com/DAGWorks-Inc/burr/tree/main/examples/para...

UI annotations: - Blog post: https://blog.dagworks.io/p/annotating-data-in-burr

OpenTelemetry: - Docs: https://burr.dagworks.io/reference/integrations/opentelemetr...

- Blog post: https://blog.dagworks.io/p/trace-all-parts-of-your-agenticai

Time-travel/forking: - Docs: https://burr.dagworks.io/concepts/state-persistence/#initial...

- Blog post: https://blog.dagworks.io/p/travel-back-in-time-with-burr

Monitoring: - Deployment: https://github.com/DAGWorks-Inc/burr/tree/main/burr/tracking...

- UI overview: https://blog.dagworks.io/p/burr-ui

And a few other writeups we're excited about: - Collaboration with instructor: https://python.useinstructor.com/blog/2024/07/11/youtube-tra...

- Full-stack example of a streaming app: https://towardsdatascience.com/how-to-build-a-streaming-agen...

- Human-in-the-loop app with Burr: https://towardsdatascience.com/building-an-email-assistant-a...
elijahbenizzy
·2년 전·discuss
Heh, this was very much the design philosophy behind Hamilton (github.com/dagworks-inc/hamilton).

The basic idea was that if you have a data artifact (columns for dataframes initially), you should be able to ctrl-f and find it in your codebase. 1:1 mapping of data -> function.

People take a long time to figure out that the readability gains from having greppability is worth whatever verbosity that comes, largely because they think of code too much as a craft (make it as small/neat as possible) and not documentation for a live process...
elijahbenizzy
·2년 전·discuss
Graph-based libraries for building ML/AI systems:

- Burr -- build AI applications/agents as state machines https://github.com/dagworks-inc/burr

- Hamilton -- build dataflows as DAGs: https://github.com/dagworks-inc/hamilton

Looking for feedback -- we had some good initial traction on HN, and are looking for OS users/contributors/people who are building complimentary tooling!