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Building Semantic XOR Ensembles: Logging, Bias-Proof Judging, and Iterative Model Ratings for Multi-LLM Systems
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…
Medical prompt Starting point for complex issues
Byahadmin“I need help organizing and managing a complex set of health symptoms for efficient healthcare consultations. Please assist in creating a detailed, organized medical document. Here’s what I need you to help with: Symptoms Provided: Please organize this information into a structured, actionable format to make medical appointments efficient and explore potential underlying causes.” Example…
Comparative Analysis of Political Party Platforms in the November 2024 Nova Scotia Provincial Election
Here is an AI generated podcast via https://notebooklm.google.com/ using content generated with GPT-Researcher. Audio podcast: PDF:
GPT Researcher: How to host Open-WebUI
GPT Researcher does a decent job of explaining technical questions; such as how to host open-WebUI. While I haven’t gone through the produced output step-by-step myself; it looks to be at the very least, a great start.
- AI | AMOC | Climate Change | Environment | GPT Researcher | GPT Researcher | Software
GPT Researcher: Potential Collapse of the AMOC
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…
Jurassic Park: 1999
I asked www.sora.com for Jurassic: 1999 and stated it was ‘sort of’ a cross-over concept and asked for an image. The ‘episode’ created below was generated using the InvokeLLM from app.base44.com. Episode Title: “Jurassic Frontier” Setting the Stage: Act 1: Discovery and Danger Act 2: Ethical Dilemmas and Survival Conclusion: Choices and Consequences I wanted…