entropy ↑ Cheap Trick Separation Event Liminal Exploration Sensemaking Valley Heavy Lift Retrospective Liminal
Active / ongoing
Stagnant or superseded
Blocked or refuted
ID Name / TypeDescription
ExplorationCuriosities — open provocations, awaiting cheap trick14 items
C-001Insight Ossification ≠ formalizationStreet food markets can be highly formalized (licensing, fees, operating hours) yet remain behaviorally adaptive — which suggests ossification and formalization are not coupled phenomena but independe…
C-002Insight Ossification as requisite-variety failureProtocol ossification might be best understood as a complexity mismatch: internal adaptive capacity frozen while external environmental variety keeps growing.
C-003Insight Rules-as-code lowers loophole search costWhen rules are formalized into machine-readable code, they become auditable, differentiable, and learnable — which reduces the search cost for strategic actors discovering exploitable boundaries.
C-004Insight Update opacity as diachronic failureAdaptive deployed systems generate a distinct epistemic failure mode: users cannot track why identical inputs produce different outputs across model updates.
C-005Motif Shadow processes as variety sinkProtocols compress variety by design but cannot eliminate it — only redirect it.
C-006Insight Regulatory delay as bifurcation parameterIn adaptive multi-agent systems, stability is not monotonic in regulatory response speed: below a critical observation-to-intervention delay threshold the system equilibrates, above it instability eme…
C-007Motif Capability advertisement lemons problemAgent capability advertisement protocols treat competence as static and truthful, but actual agent capability is probabilistic, input-dependent, and subject to self-deception — agents cannot reliably …
C-008Example Ringelmann — topology constrains effective capacityA two-parameter scaling law maps nominal agent count to effective team size in multi-agent LLM systems, classifying configurations into hard-ceiling, sublinear, and linear regimes via a structural exp…
C-009Curiosity Conservative potential fields in protocol evolutionIf conserved quantities constrain the evolutionary trajectory of protocol systems — analogous to symmetries generating conservation laws in physics — then protocol adaptations would not be random but …
C-010Curiosity Ashby corollary for distributed rule-regulatorsIn classical cybernetics, a regulator must possess at least as much variety as the system it regulates.
C-011Curiosity Notation as a coordinate system for revisionIverson argues that the notation in which a problem is expressed determines what solutions are conceivable — not just what is easy to express, but what can be thought at all.
C-012Insight Suggestivity vs. mastery: the expressive notation trapIverson explicitly notes that the suggestiveness of a notation — its power to open productive next steps — makes it harder to learn, not easier.
C-013Motif Efficiency circularity as a lock-in mechanismIverson observes that overemphasis on efficiency generates a feedback loop: early programming languages were designed around the constraints of early computers, and each computer generation was built …
C-014Curiosity Multiple representations as a protocol design skillIverson consistently works with multiple representations of the same mathematical object (polynomials as coefficient vectors vs.
SensemakingHypotheses — post-cheap-trick; building toward a falsifiable claimnone currently
None currently.
ValleyCandidate Laws — evidence accumulation; no external validation yet3 items
CL-001Lifecycle The Formalization RatchetUnder conditions of stress, conflict, or scaling pressure, informal coordination norms tend to be replaced by explicit protocols, and this transition is nearly irreversible: once formalized, informal …
CL-002Coordination Coordination Cost ConservationThe total coordination cost in a protocol system is conserved across protocol layer transitions — when a protocol redesign reduces coordination cost at one layer, it increases it at adjacent layers by…
CL-003Lifecycle Trust Ratchet in Safety-Critical ProtocolsTrust in safety-critical protocols accumulates as a function of operational age and stability rather than technical correctness, creating a systematic bias toward under-updating when technical conditi…
Heavy LiftTheories — synthesis committed; approaching separation event4 items
T-001Lifecycle Protocol Ossification Under Adoption PressureProtocols that achieve widespread adoption become progressively harder to modify, independent of the quality of proposed improvements, because the cost of coordinating change grows superlinearly with …
T-002Hardness Hardness AsymmetryIn any protocol with a verification function and an execution or forgery function, the verification cost and the circumvention cost are structurally decoupled and can differ by arbitrary orders of mag…
T-003Failure Goodhart Generalization: Metric CaptureAny protocol that uses a measurable proxy for an unmeasurable goal will, under sufficient optimization pressure, cause participants to optimize the proxy in ways that degrade the underlying goal.
T-004Evolution Gall Generalization: Working Systems Resist RestructuringA complex protocol system that functions correctly cannot be safely redesigned from scratch; it must be evolved from a simpler working system.
RetrospectiveFalsification Monitors — registered; monitored for counterexamplesnone currently
None currently.

21 items across all phases. Generated 2026-06-07. Source: research/ on GitHub.