That said, here's an example of inventing new matrix multiplication (do your homework): https://
deepmind.google/discover/blog/
discovering-novel-algorithms-with-alphatensor/
… Plus, security vulnerabilities are found routinely (and by default) with automated tools on all serious projects.
CODE
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AlphaTensor: Novel Matrix Multiplication Discovery and Security Automation
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LLMs Tools and Data Structures Debate
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These arguments are a strawman Filip; there are other tools for this and they work fine. (I wouldn't want to use a new data-structure that's not in a reliable library or shipped as standard.) These ignore main purpose that LLMs can be used for today…
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AI Code Golf: Refactoring and Bug Detection in ML
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Most significant is the API-compliance "code golf" type of code, which is so prevalent in ML. It's able to handle refactoring much more reliably, and helps find tricky bugs as a first-pass sanity check… I also let it write first pass of most new scripts, but they change a lot.
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Using LLMs to Simplify Complex Shell Commands
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I also use LLMs for stupid shell commands that are not as intuitive as they should be. This also cuts down on looking up the man page or searching Stack Overflow.
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Open-source LLMs Transform Coding Practices with Clean Copyright
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First I'd like to point out that there are permissively-sourced LLMs for coding, and there's nothing technical stopping all of them from having a clean Copyright chain of title. With that said, LLMs have fundamentally changed the way I code…
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AIOS: LLM Agent Operating System Integration Framework
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8). AIOS – an LLM agent operation system that integrates LLMs into an OS as a brain; the agent can optimize resource allocation, context switching, enable concurrent execution of agents, tool service, and even maintain access control for agents.
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Agent Lumos: Unified Framework for Training Open-Source LLM Agents
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7). Agent Lumos – a unified framework for training open-source LLM-based agents; it consists of a modular architecture with a planning module that can learn subgoal generation and a module trained to translate them to action with tool usage.
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External APIs as Minimalistic UIs Requiring Stability
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Sure. External facing APIs are its own kind of beast. Require tons of other constraint’s obviously. Eg rigorous testing that you dont break the spec etc. To me external facing apis are essentially a minimalistic UI people expect never to change. Very far away from concepts of
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Jamba Overview Highlights Novel Features for Developers
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This Jamba overview is a great way to quickly understand the novel features Jamba brings to the dev community. Thanks @AiFlux
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Practical Machine Learning with Python Guide
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Practical Machine Learning with Python! #BigData #Analytics #DataScience #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #GoLang #CloudComputing #Serverless #DataScientist #Linux #Books #Programming #Coding #100DaysofCode https://
geni.us/Practical-M-L-
Python
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