Tootfinder

On Monday I started a new GitHub repo, to implement a distributed knowledge graph that knows about stuff in houses and how they are related. I used the Claude AI tools and Claude-flow agent framework to write all the code. Got a simplified thing running and cleaned up on Tuesday, built the full functionality on Wednesday and after a bit more testing and documentation wrapped up work before lunch on Thursday. It’s a lot of well tested and documented functionality.

Hi @… - I finally got back to some Claude-coding and told it to build me some BDD tests with Pytest and it seems to have done a reasonable job. https://github.com/adrianco/the-goodi…

Scene Graph-Aided Probabilistic Semantic Communication for Image Transmission
Chen Zhu, Siyun Liang, Zhouxiang Zhao, Jianrong Bao, Zhaohui Yang, Zhaoyang Zhang, Dusit Niyato
https://arxiv.org/abs/2507.11913

Scene Graph-Aided Probabilistic Semantic Communication for Image Transmission
Semantic communication emphasizes the transmission of meaning rather than raw symbols. It offers a promising solution to alleviate network congestion and improve transmission efficiency. In this paper, we propose a wireless image communication framework that employs probability graphs as shared semantic knowledge base among distributed users. High-level image semantics are represented via scene graphs, and a two-stage compression algorithm is devised to remove predictable components based on le…