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Integration — Your Personal Influence System

Subtitle: Connect attention, credibility, fit, and content economics into one world you can stress-test.


Opening provocation

Integrated models are where elegant small worlds become useful: tradeoffs appear that single-lecture models hide — e.g., distribution pushes reach but erodes creation time, which erodes quality, which erodes trust.

This lecture is synthesis, not new vocabulary.


1. Integration architecture

A minimal PersonalInfluence world might contain:

You will simplify. You must document simplifications.


2. Scenarios (required)

  1. Baseline — current policy, no heroic assumptions.

  2. Optimized — best feasible improvement within your ethics (not “spam harder”).

  3. Stress — reputation shock + attention crash + one platform loss (as applicable).


3. Sensitivity analysis

Identify top 3 parameters that move outcomes ±20%. If you are not measuring those in life, say so — that is a roadmap, not shame.


4. Model vs plan

A model is not a promise. It is a structured disagreement with your intuition — a place to test before you spend real trust.


Bridge to the notebook

06_integration.ipynb connects prior building blocks (or re-implements a compact integrated version) and outputs a one-page influence report outline.


Defense preparation

Be ready for:


Lecture checklist