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…
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…
Calculating the Digits of Pi: Benchmarking the Bailey–Borwein–Plouffe (BBP) formula and the Chudnovsky algorithm Don’t judge me; what do you do on a Wednesday night? I asked ChatGPT to spit out some Python code to calculate pi to 1,000 digits. Then asked if it could speed it up. Computing the digits of π (pi) is…
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. I asked it to research p(doom) as related to AI: “Using recent scientific and peer reviewed online documents: Explain p(doom) and…
I created a python script to monitor an email address for inbound email and change the text of the body into speech. I used ChatGPT for the initial results (“Generate a python script to monitor an email address, and then use openai’s TTS API to convert it to audio and email it back to the…
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…
There was a post in a Facebook group ( https://www.facebook.com/groups/acdsee) asking how to add EXIF data to an image. The query was how to do this within ACDSee – this may be possible but I did not find the ability on a quick search. Seemed easy enough to do via command line. I started a…