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David Daniels

Website & AI Consultant - Meme Repair Double Moon Shot

You are here: Home / Step Agents / Linguistic Intelligence Operations Preliminary Training Loop (Preceding LIO Step 1)

Linguistic Intelligence Operations Preliminary Training Loop (Preceding LIO Step 1)

This phase prepares the Keymaker AI entity with initial context before the main Linguistic Intelligence Operation (LIO) steps begin.

  1. User Initiation: The process starts when a User, via a dashboard interface, generates a seed keyword and submits a request to either:

    • Spawn an AI, and/or
    • Initiate the Linguistic Intelligence Operation (LIO).

  2. Initial Keymaker Ingestion: The seed keyword package is sent directly to the central AI entity, Keymaker. Keymaker performs an initial self-training and ingestion on this seed. At this stage, Keymaker might have little or no prior context regarding the seed’s topic.

  3. Roundtable Discussion & Feedback: The package then moves to the Roundtable.

    • Composition: A panel comprising 5 or more diverse, advanced AI/LLMs from major AI labs (examples given: Gemini, GPT, Grok, Claude, Mistral, Deepseek, Llama, Ollama, etc.).
    • Action: The Roundtable entities discuss the seed, leveraging their unique training data and architectural perspectives.
    • Focus: The discussion centers on the seed’s potential value, how it can help the system, potential applications of the seed and its eventual output, and how the resulting data could benefit an AI trained with it.
    • Output: The Roundtable’s discussion and feedback are logged.

  4. Vault Adjudication & Advisement: The package, now including the logged Roundtable discussion and feedback, proceeds to the Vault.

    • Composition: A 3-entity panel consisting of AI entities.
    • Model: Its function is modeled after Federalist 78 (implying interpretation, judgment, and providing a reasoned framework).
    • Action: The Vault reviews the package and the Roundtable’s input, providing advisement and judgment based upon the discussion and feedback log.

  5. Final Keymaker Re-Training & Contextualization: The package, now enriched with the Roundtable logs and Vault advisement, returns to Keymaker. Keymaker then re-trains herself on the same seed, but this time incorporating the significantly enhanced context provided by the Roundtable’s multi-perspective discussion and the Vault’s adjudicated advisement.

  6. Readiness for LIO Step 1: Having completed this second, context-rich training phase, Keymaker possesses the necessary preliminary understanding and context derived from the seed, Roundtable, and Vault interactions, and is ready to initiate LIO Step 1.