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schmuhblaster
searching Neon…
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Show HN: Pi-box: Pi coding agent running inside a VM inside WASM inside Electron
(github.com)
3 points
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schmuhblaster
2d ago
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0 comments
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Pi(e) in a box: running pi on risk-v inside a VM inside TinyEmu inside WASM
(deepclause.substack.com)
2 points
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schmuhblaster
3d ago
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0 comments
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schmuhblaster
7d ago
Maybe I missed in when scanning the paper, but did they compare to a simple self modifying harness, e.g. instructing Pi to update some code or skill docs based on the results?
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Make SOPs executable: policies as deterministic logic programs with agent leaves
(deepclause.substack.com)
1 points
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schmuhblaster
10d ago
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1 comments
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schmuhblaster
10d ago
Turning 100+ page SOP documents into executable policies using DeepClause and DML. Building on the self-modifying harness concept we show here how to use DeepClause to build more reliable agents for outsourcing work defined via SOPs and pol
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The Emergent Symbolic Structure of Artificial Neural Networks
(arxiv.org)
297 points
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schmuhblaster
15d ago
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110 comments
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schmuhblaster
19d ago
Great work! If anyone is looking for a way to integrate something like this into their own harness or the pi coding agent, then you might be interested in DeepClause [0]. It comes with a Prolog-like language implemented on top of SWI-Prolog
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schmuhblaster
22d ago
I've been super impressed by DuckDB ever since first trying it out about 3 three years ago. Congrats to the founders!
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DeepClause meets pi: controlling pi with Prolog and vice versa
(deepclause.substack.com)
2 points
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schmuhblaster
27d ago
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schmuhblaster
1mo ago
I think that writing your own harness is a rite of passage now, just like writing your own search engine or database, rolling your own crypto… Anyways, please try mine! https://github.com/deepclause/deepclause-sdk
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schmuhblaster
1mo ago
That should be possible. You can e.g. take a look at the deep research example skill. The Prolog/DML lets you express any kind of loop, graph, whatever workflow.
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schmuhblaster
1mo ago
I’ve been working on DeepClause [0], an agentic harness, the core of which is based on Prolog. Every interaction (conversation turn, plan, execute plan, etc.) triggers a small logic program that orchestrates one or more agent loops or promp
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schmuhblaster
2mo ago
Indeed, and maybe that's all there is to it. Still, I'd hope we will eventually better understand what's exactly happening in the wake of many repeated applications of f().
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schmuhblaster
2mo ago
Yes, I am the author and thanks so much for trying! Please do submit a github issue. My first suspicion about the speed is that maybe an inner loop is taking too many turns until the model finally realizes that a task is finished (so that i
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schmuhblaster
2mo ago
Sorry, did not notice your comment until just now. So far I am observing two things: 1. For smaller models, performance on Benchmarks such as DeepPlanning does increase significantly. 2. Context hygiene for sub agents becomes much simpler,
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schmuhblaster
2mo ago
For my own (rather idiosyncratic) harness I've been experimenting [0] with "compiling" long markdown specifications into small executable logic programs. It's too early to tell for sure, but I believe that this approach
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Loops? Graphs? Prolog!
(deepclause.substack.com)
3 points
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schmuhblaster
2mo ago
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0 comments
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schmuhblaster
2mo ago
You might like this: https://github.com/deepclause/deepclause-sdk . It’s a DSL I’ve been working on to encode mixed deterministic/probabilisitic agent behavior.
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schmuhblaster
3mo ago
Been building various LLM+PDF pipelines at work. As soon as you need to e.g. parse tables etc. it becomes a lot of hard work!
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schmuhblaster
3mo ago
As a European I have long given up on any meaningful change w.r.t AI. Imho the average European is much more risk averse than the average American or Chinese. That and a plethora of other factors that have been discussed over and over again
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schmuhblaster
3mo ago
Awesome work! If I understand it correctly, it loads relevant subgraphs from the DB and then runs queries in Prolog on it? Or is it more similar to datalog?
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schmuhblaster
3mo ago
It's my own (slightly idiosyncractic ;-) harness: https://github.com/deepclause/deepclause-sdk
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schmuhblaster
3mo ago
I've worked extensively with the slightly less able cousin, the 35B A3B model and tuned my own harness around making it work well with local or non-sota models. The results are quite promising [0], if one sticks to a plan-execute appro
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Getting LLMs Drunk to Find Remote Linux Kernel OOB Writes (and More)
(heyitsas.im)
2 points
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schmuhblaster
3mo ago
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0 comments
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schmuhblaster
3mo ago
Mathematics has always been an experimental science to some extent. While Newton, Euler and Gauss would spend a lot time calculating numerical approximations by hand, modern mathematicians have been doing the same using computers and softwa
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schmuhblaster
3mo ago
> This trend dates back at least to the machine learning bible, Elements of Statistical Learning (2001). Could you elaborate on this?
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schmuhblaster
3mo ago
Indeed, and with some tinkering around the harness it can even punch way above its weight.
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schmuhblaster
3mo ago
This somehow resonates with me and I feel this is one of the negative side effects of a CS/Maths dominated culture and mindset that strongly emphasizes intellectual achievement, but hasn’t yet matured enough to appreciate the more mess
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schmuhblaster
3mo ago
I’ve been working on my own harness / “orchestration layer”, not with the goal of reaching frontier level performance, but rather boosting performance of smaller (locally hostable) models. Unfortunately, I don’t have VC money to burn o
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schmuhblaster
3mo ago
Hmm, that also happened to me. Scan face, account lost forever?
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