Semantic Graph of Thoughts: Parallel Multi-LLM Reasoning Unlock the future of intelligent problem-solving with Kasadara’s “Graph of Thought” framework. This groundbreaking Proof of Concept introduces a revolutionary approach to reasoning using Large Language Models (LLMs). Unlike traditional linear methods, Graph of Thought enables multi-path exploration, parallel processing, and semantic orchestration—delivering smarter, faster, and more cost-effective solutions. Whether you’re an ...| Kasadara Technology Solutions
One of the cool features about the HDF5 file format is the ability to read subsets of the data without (necessarily) having to read the entire file, keeping both the memory usage and execution times of these operations to a minimum. However this is not always as performant as one might hope. This may be due to bottlenecks when working with data on-disk rather than in memory, or idiosyncrasies in either the HDF5 library itself or the rhdf5 package. Here we investigate some of the possible bott...| msmith.de
I just got back from a great week at the CZI meeting/workshop/hackathon to mark the start of the ‘Collaborative Computational Tools for the Human Cell Atlas’ project. One topic that came up frequently was the suitability of various file formats for storing single-cell data. Of particular interest to me was whether it is practical (or indeed possible) to perform parallel processing on data stored in HDF5 files from within R.| msmith.de