tweedler290

4 ms·

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by tweedler290 12d ago
ur most welcome! if you're curious how I found it, I have made a code intelligence system. I literally fed it your repo and asked for bugs. You can try it yourself here: https://benzi.fly.dev/
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by tweedler290 12d ago
Roughly speaking, the way current AI coding agents/harnesses work is by either: a) Pulling in appropriate text snippets of code across multiple files and handing them to the agent, or b) Parsing code to make high dimensional embeddings
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by tweedler290 13d ago
Token cost and wall clock time are practical pain points for SWEs, but the bigger intellectual pin point is that the dang bot has to reconstruct the code structure actually READING the code as TEXT. like do we NOT KNOW what functions are? h
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A fresh take on Code Intelligence for AI agents – publically benchmarked(github.com)
2 points by tweedler290 13d ago|1 comments
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by tweedler290 13d ago
Token cost and wall clock time are practical pain points for SWEs, but the bigger intellectual pin point is that the dang bot has to reconstruct the code structure actually READING the code as TEXT. like do we NOT KNOW what functions are? h
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by tweedler290 13d ago
I made a code intelligence system from scratch! language agnostic and model agnostic. runs locally. Benzi is a compiler+harness+runtime tracer/debugger built from ground up to write code as neatly as it understands it. 78.2% on SWE-ben
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by tweedler290 13d ago
This is really cool! Had a question on the MoE: in kimmi-K2/model.py, the router does torch.topk(..., k=self.num_experts) while every other MoE uses k=self.top_k. The ctor's top_k=8 is never stored either.. Is that intentional den
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by tweedler290 16d ago
thank you!! and it scales. the same operation runs no matter the size of repo. once you have paid the cold start price, it updates incrementally (AI or user writing code).
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by tweedler290 17d ago
harness is only available as a VS extention for now (no headless. MCP release soon as well), you can get it here: https://marketplace.visualstudio.com/items?itemName=variantt... here is the about page: https://be
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Show HN: Benzi – A Code Intillegence/Harness Beating Claude Code and CodeGraph(benzi.fly.dev)
10 points by tweedler290 17d ago|6 comments
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Show HN: Benzi – Code Intelligence Infrastructure for Frontier AI Models(github.com)
3 points by tweedler290 20d ago|0 comments