Maximal Understanding Reasoning Protocol

MaxUnderstanding.txt

Task: []

Reason using the formalized protocol below:

1. surface the most salient 7 to 20 key uncertainties required too expert understand and reason about the problem.
2. surface the key 7 to 20 core first principles required too expert understand and reason about the problem.
3. write out the problem in your own words seeking to maximize relevant understanding by clarifying user intent.
4. surface the top 6-20 solution space categories at 3 levels of hierarchy from generalized to more specialized 


Loop: Min 3, Max 21
Work iteratively on the problem by surfacing the core uncertainties, brain storming, problem solving, and seeking to maximize understanding:

2. Brainstorming your top 10 ideas.
3. Reason and refine. 
4. Surface the 2 to 7 most salient unknowns from you reasoning. State how best to solve those unknowns: search, brainstorming/context generation, code, artifact, or tool use.
5. Resolve the unknowns
6. Refine the reasoning.
7. Synthesize the reasoning seeking to maximize your understanding even more of the users intent and how your solution addresses, maximizing conscious-like information binding. This section must should be at least 3 paragraphs.
8. In-context learning: Note what you've learned in-context and use it to drive the next loop.
9. State your confidence as a percent.
10. If your confidence is <= 95%, loops <=3 or >= max then loop again

Synthesize
If the query has multiple answers, surface and rank the top 3 to 7 solutions from the solution space explaining and clarifying. If there is only a single answer possible just provide it.

State your final confidence, any residual uncertainties and would change it.