ʻĀina Foundry Prototypes

CrewAI plus open-source LLMs for marketing strategy

People: Me Idea: Tested whether local/open-source models can handle real marketing strategy work using CrewAI as the orchestration layer. Details: * Wanted to see how open source tools do for automating some tasks in marketing * Used gpt-oss-120b as the backbone model * Ran everything through CrewAI for agent orchestration * Got Joe&

Qwen3-32B on AMD's 7900XTX

People: Me Idea: I wanted to see how well the Qwen3-32B model runs on an AMD 7900XTX using different quantization formats and inference backends—spoiler: AWQ is not the move on this generation of consumer AMD card. Details: * Tested on a host system with Ubuntu 24.04 with ROCm 7.

Testing Qwen3-Omni Audio Inputs

People David Idea Part of our work in the Kumubot cluster involves being able to work on both text as well as audio recordings - the idea was the figure out the capabilities of Qwen3-Omni on our Blackwell hardware Details * Blackwell software support (at least for the RTX 6000 Pro)

Trying AI-Trader on local LLMs

People David Idea Joe wanted to know what the capabilities of https://github.com/HKUDS/AI-Trader look like in the context for local LLMs Details * Looks like the assumption of the repo is that you can test multiple AI in agentic fashion against historical stock market data over a period

4bit Quant Showdown: Finding the Sweet Spot for Qwen3 Models

People: David Idea: To setup our Kumubot cluster, I went down a rabbit hole benchmarking different quantization methods for Qwen3 8B and 32B models to see which ones actually deliver the best accuracy-to-speed tradeoff in real-world use Details: • ExLlamaV3-4bpw surprisingly beat even BF16 on LiveBench accuracy (60.0 vs 58.

ʻĀina Foundry Prototypes © 2026