Driving innovation in AI and tech leadership | Passionate about shaping the future of software development with AI insights. Innovation NexusJoined January 2024
AWS released a new Multi-Agent AI framework!
A flexible and powerful framework for managing multiple AI agents and handling complex conversations.
It let's you dynamically route LLM queries to the most suitable agent based on context.
100% Open Source.
Quickly turn a GitHub repository into text for LLMs with Gitingest ⚡️ Replace "hub" with "ingest" in any GitHub URL for a text version of the codebase.
Details on @OpenAI's new assistants RAG
*Hard* creep into vectorstore territory
Thoughts:
* Default chunk overlap of 50%, super interesting
* Metadata filtering, super interesting how this dips into vectorstore territory
* Unsure about what chunking method they use - 800 tokens…
Tool use, in which an LLM is given functions it can request to call for gathering information, taking action, or manipulating data, is a key design pattern of AI agentic workflows. You may be familiar with LLM-based systems that can perform a web search or execute code. Some of…
SWE-Agent is an open-source software engineering agent with a 12.3% resolve rate on SWE-Bench!
Check out SWE-agent in action at swe-agent.com
Repo: github.com/princeton-nlp/…
Here is an insanely useful Claude 3 prompt for engineers.
Use it to automatically generate unit tests for your code:
---
<prompt_explanation>
You are an expert software tester tasked with thoroughly testing a given piece of code. Your goal is to generate a comprehensive set of…
Last week, I described four design patterns for AI agentic workflows that I believe will drive significant progress this year: Reflection, Tool use, Planning and Multi-agent collaboration. Instead of having an LLM generate its final output directly, an agentic workflow prompts…
A nice analogy of RAG vs. finetuning is to compare it to an open vs. closed-book exam
📖RAG == open-book exam without studying. Only use information provided in the page, but hard to discern which information is relevant.
📘Finetuning == closed-book exam. Only use memorized…
A nice analogy of RAG vs. finetuning is to compare it to an open vs. closed-book exam
📖RAG == open-book exam without studying. Only use information provided in the page, but hard to discern which information is relevant.
📘Finetuning == closed-book exam. Only use memorized… https://t.co/nk4kugl3tX
Useful Claude 3 trick to help you visualize code better.
Paste some code in, and ask it to make a flowchart.
Then, paste the flowchart code into a Mermaid viewer, and you'll get a nice, understandable visualization of your code!
NEW POST
I'm hearing of more teams working in a remote-first style. But many are making a mistake by never meeting face-to-face. Effective remote-first teams I've encountered do periodic gatherings 2-4 times a year.
martinfowler.com/bliki/Periodic…
If you want to build advanced RAG/agents over your codebase, the first step is a good code parsing algorithm.
This is an awesome 🧵 by @akshay_pachaar that shows you how to use the @llama_index CodeHierarchyNodeParser to build a knowledge graph over your codebase - it…
If you want to build advanced RAG/agents over your codebase, the first step is a good code parsing algorithm.
This is an awesome 🧵 by @akshay_pachaar that shows you how to use the @llama_index CodeHierarchyNodeParser to build a knowledge graph over your codebase - it… https://t.co/xRYqKLaMNn
I don't use ToT prompting enough.
But I heard chatgpt is much better with it.
So I ran a little experiment:
→ simple prompt vs. Tree of Thoughts
Read my entire benchmark below:
Is RAG Really Dead? Testing the retrieval limits of long context LLMs
RAG systems often retrieve multiple docs relevant to a user input and reason over them to return an answer.
How well can long context LLMs do this across hundreds or thousands of pages of input tokens?…
Devin will change the game, but remember:
"Per task, 10-20 maxed out GPT4-32k calls /min, thats ~$2-$5/min, or $120-$300/hr depending on Input/Output token ratio."
"took about 19mins for it to ask me for the API key from when I started."
They crushed orchestration tho.
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