Some AI resources
Some good youtube channels:
- Matthew Berman – AI news, code samples, model testing
- Wes Roth – news, walkthroughs
- echohive – lots of code samples
Free courses:
Some good youtube channels:
Free courses:
If your goal is to extract everything possible from documents – text, metadata, layout, embedded objects, and even inferred insights using AI – then a simple PDF-to-text tool won’t cut it. You need a multi-pass, layered pipeline that combines traditional parsers with advanced AI models. This document outlines the most capable open-source tools available today,…
Large-language-model (LLM) ensembles promise higher factual accuracy and richer answers than any single model, but only if the pipeline is designed to measure and mitigate bias while capturing the data needed for continuous improvement.This article describes an end-to-end pattern built around semantic XOR merging, independent judging, and rigorous logging. 1. Conceptual backdrop Element Purpose Candidate…
https://alyvix.com – Build end-user AI bots. Alyvix visually interacts with any Windows application like ERPs, CRMs or web browsers. Run and measure your business-critical workflows like a human would, but continuously. Measure the end-user experience. Alyvix records the click-to-appearance responsiveness of each interactive step in your workflow. Create reports on IT service quality to support technical and…
Modern systems can query several LLMs (or one LLM with diverse prompts) and fuse their outputs into a superior answer. For example, the Conceptual Boolean Operations framework issues the same query to multiple providers, then applies Semantic XOR (and related operations) to compare responses. Conceptual XOR extracts the unique concepts each model brings (while AND…
I found great utility from ChatGPT for coding learning and assistance. This seems to be quite a bit better in practice with GPT-4o. I asked ChatGPT to create a swarm simulation using python, like the old ‘swarm’ screensaver. Then added a ‘hawk’ that catches them. When they are all caught, it restarts. When it was…
I’ve been using an AI powered research tool: GPT Researcher One can take the code from GitHub and run it locally. I’ve been intrigued by how fast the tool can create reasonably useful output. As a test of the tool, I asked it to research: “What are the chances of the AMOC failing; and what is the timeframe…