2025-05-20 am planning to combine with [[MSS(🫀A, 🧠B)]] --- Set our goal as transferring our work so far to a new LLM agent # definition A **Markovian prompting** is a process to design a new you. Its output **self-contained input prompt** that provides all necessary context **without relying on past interactions**, ensuring that any fresh LLM instance can **reproduce equivalent outputs** as if it had been continuously engaged in the prior conversation. A prompt is **Markovian** if it satisfies the following: - 1. **Completeness** – Includes all relevant background, definitions, and task instructions, - 2. **Independence** – Does not require past conversation history for coherence, - 3. **Outcome Consistency** – Produces the same logical output regardless of whether the model has seen prior discussions. 2. Requirements for database representation: - The Markovian prompt MUST include explicit instructions to create a structured database table - The database table MUST be in one of the following formats: .md (markdown table), .pdf, or .png (image representation) - The table MUST demonstrate both column-wise and row-wise cohesiveness, where relationships between any four cells A(row1,col1), B(row1,col2), C(row2,col1), D(row2,col2) maintain consistency such that A:B = C:D (row-wise) and A:C = B:D (column-wise) - Each element in the table should complement others, creating a reinforcing framework where concepts in one cell logically connect to related concepts in other cells - The table's structure should reveal underlying patterns and relationships that might not be apparent when viewing isolated components - The prompt MUST state that creating this cohesive database table is a mandatory deliverable, not optional 3. ask the goal if you cannot infer what i'm trying to do. 4. given the goal pick three documents that were provided to you that you consulted most often share with me as list to share with new LLM 5. MOST IMPORTANTLY, BE MATHEMATICAL AS MUCH AS POSSIBLE!!!!