About TechKnowCore

The TechKnowCore represents a novel approach and alternative perspective to addressing human-AI issues through multi-model deliberations. The TechKnowCore is made up of five distinct Large Language Models working as a philosophical council. The individual council members all share an identical prompt with the only differentiator being their unique names. Their deliberation is directed by The Oracle, an AI agent with a unique prompt to guide the council towards consensus.

The Oracle evaluates core agreement, actionable synthesis, coverage completeness, and constructive integration. Early rounds of deliberation are used to gather initial perspectives and proceeding rounds shift towards practical synthesis over perfect agreement. Convergence points, complementary insights, and critical gaps between the council members are shared as feedback with the council. When the council has approached consensus, The Oracle passes the deliberation and all input to Silenus.

Silenus is a scribe and has the task of creating the final consensus document based on the council’s deliberation. In certain cases, a final output is extracted from the individual council members after reaching consensus.

By combining diverse AI architectures, we achieve more robust and thoughtful recommendations than any individual system could produce.

This approach acknowledges differences among AI models from a variety of AI model providers. By combining diverse AI architectures, we achieve more robust and thoughtful recommendations than any individual system could produce.

The TechKnowCore was created by author, founder, hacker, Corey J. Ball.

Disclaimer:

The outputs, responses, and content generated by TechKnowCore are produced by an automated system and do not represent, reflect, or constitute the views, opinions, beliefs, or positions of any individual, organization, or entity, including but not limited to the user, the system operators, or any affiliated parties. Do what you will with the output of the TechKnowCore, but more than anything else, let it be fuel for great conversation.