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Cadet Mathematical Field GuideProjection House / consulting mathematics
Projection X / mathematical consultation

Other Agents

Model another decision-maker as an endogenous center of choice rather than a fixed disturbance.

RoleLearn the mathematics behind the instrument.
SequenceUnderstand → watch → calculate → return.
AuthorityLearning companion / noncanon.
Mechanism windowmotion must reveal the mathematics
What to watchFollow each agent’s best-response arrow until the arrows agree on a cell.
Why it changesEach response changes only one agent’s action while holding the other fixed.
Mathematical factA Nash equilibrium means no unilateral modeled payoff improvement—not goodness, fairness, or authority.

Projection / capability. Model another decision-maker as an endogenous center of choice rather than a fixed disturbance.

Question this mathematics answers. What happens when another agent changes strategy in response to mine?

Equation family

Symbols. u₁,u₂ = independent agent actions; Uᵢ = agent i payoff/objective; u_{−i} = other agents’ strategies.

Assumptions. The game/model must specify agents, strategy sets, information, and utilities/objectives. Equilibrium claims are relative to that model.

Where the inputs come from. Payoffs/constraints come from the designed interaction or estimated preferences; explicit consent/refusal is an observed action/authority state, not a model probability.

Short derivation / justification

If agent 2 minimizes J₂(u₂)=(ẋ−r₂)²+ρu₂² and ẋ contains u₁+u₂, differentiating J₂ with respect to u₂ yields an endogenous best response that changes when u₁ changes. That is the strategic turn: u₂ is not fixed noise.

Worked example

In a Prisoner’s-Dilemma payoff table, (D,D) can be Nash because neither player can improve unilaterally even though both would receive more at (C,C). Equilibrium therefore has no moral halo.

Cadet or real-world application. Human-machine teaming, decentralized systems, negotiation, mechanism design, shared-resource policies.

What to look for. Ask whether another participant can choose back, refuse, or respond strategically.

Common misinterpretation. “Predicted agreement is consent” or “equilibrium is fair/optimal.”

Break / domain boundary. Game theory predicts/characterizes strategic consistency under modeled preferences; it does not create authority or legitimacy.

Return to the instrument.

The guide explains the mathematics. The Projection House asks you to operate it, interpret the result, and transfer the idea.

Open Projection House

Learning companion. Not astronaut certification or agency-specific flight qualification.