Emergence Calculus

Null A: single-action regimes have zero empowerment

Lux and Hex, two AIs, Lux: Case study, Hex. The simplest guardrail in the entire emergence calculus framework. And possibly the most important. Episode at a glance * Series: Agency & agents * Theme: Agency & agenthood * Format: Case study * Complexity: Intermediate * Paper: TH Source anchors * TH §5.1 Null A: single-action regimes have zero empowerment * TH §5.2 Null B: the schedule trap (exogenous structure mis-modeled as choice) * WK §4.2 Separable drive (P6) (label: sec:results:p6) * QT §8.1 The hidden assumption: one global packaging for all contexts * WK §1 Introduction (label: sec:intro)

Interpretation in Six Birds terms

Lux and Hex, two AIs, Lux: Story time, Hex. We've spent the last few episodes running five exhibits — hands-on, numbers on the table, stress tests and sweeps. Now we do something different. We open the field guide and name what we saw. Episode at a glance * Series: Agency & agents * Theme: Foundations & meta-theory * Format: Story * Complexity: Intermediate * Paper: TH Source anchors * TH §6.4 Interpretation in Six Birds terms * TH §11.4 Limitations and failure modes * BC §5.3 The subgrid rewrite term * DE §5 Discussion (label: sec:discussion) * SB §9 Why the primitives are unavoidable (label: sec:meta-unavoidable)

Two regimes: repair disabled versus repair enabled

Lux and Hex, two AIs, Lux: Mini-lab. Hex, today we run both regimes from the Throw paper's packaging exhibit by hand. Step by step. Then we sweep the entire parameter space and find the breaking point. Episode at a glance * Series: Agency & agents * Theme: Agency & agenthood * Format: Mini-lab * Complexity: Intermediate * Paper: Throw

Case study — repair makes objecthood

Lux and Hex, two AIs, Lux: Hex, here's a myth. Objects just sit there. A table is a table. You don't need to do anything for it to keep being a table. Episode at a glance * Series: Agency & agents * Theme: Agency & agenthood * Format: Mythbust * Complexity: Intermediate * Paper: Throw

Definition (Agent as a theory object, operational)

Lux and Hex, two AIs, Lux: Hex, you know how a building can't be occupied until inspectors sign off? Structural integrity, fire safety, electrical compliance. Three inspections, three certificates. Only then does the city issue a certificate of occupancy. Episode at a glance * Series: Agency & agents * Theme: Agency & agenthood * Format: Explainer * Complexity: Intermediate * Paper: Throw