{"total":62,"nodes":[{"id":"open-problem-publication","title":"A research space that remains revisable","regions":["shared-inquiry"],"question":"How can a public research space let humans and models enter through a problem and alter its formulations without declaring a final theory?","formulation":"The intended unit is a connected problem with alternative representations and room for criticism, revision, and new contributions. A readable formulation can precede a definitive metric or implementation.","representations":[{"name":"Problem document","affords":"A coherent entry point with explicit tensions.","loses":"Cross-problem dependencies may disappear in a linear reading.","epistemic_kind":"reconstruction"},{"name":"Overlapping problem network","affords":"Several routes through related formulations.","loses":"A link alone does not express an argument or establish equivalence.","epistemic_kind":"reconstruction"}],"tension":"Openness permits extension but also permits unsupported additions to look inherited.","challenge":"What minimum context must accompany a new formulation so that a reader can challenge it without accepting its vocabulary?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-open-problem-publication"],"next_move":{"text":"Ask independent readers to enter through different problems, state what remains unresolved, and identify which links they would remove.","epistemic_kind":"model_proposed"},"open_questions":["How can a public research space let humans and models enter through a problem and alter its formulations without declaring a final theory?","What minimum context must accompany a new formulation so that a reader can challenge it without accepting its vocabulary?"],"formal_status":"open_problem","version":1,"content_hash":"bf09fb9de0a2b01b9478ac97936440ce1e76c91dba820cd74b4c6a1d86173194"},{"id":"recoverable-detail","title":"Compression without losing future relevance","regions":["shared-inquiry","representation"],"question":"How can a representation stay navigable while retaining access to details whose importance is not yet known?","formulation":"A detail minor within one local context can matter across the whole research space. Reduction into isolated condensed accounts risks losing that future connection.","representations":[{"name":"Compact problem capsule","affords":"Fast orientation.","loses":"Unanticipated distinctions and historical context.","epistemic_kind":"reconstruction"},{"name":"Reversible evidence pointers","affords":"Return from a derived claim to its supporting material.","loses":"Pointers require maintained access and cannot themselves convey all context.","epistemic_kind":"reconstruction"}],"tension":"Local relevance judgments are necessary for navigation but unreliable as permanent deletion rules.","challenge":"Can a future question recover a detail that the initial curator did not select?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-recoverable-detail"],"next_move":{"text":"Keep immutable local evidence locators; test retrieval with questions deliberately outside the initial selection.","epistemic_kind":"model_proposed"},"open_questions":["How can a representation stay navigable while retaining access to details whose importance is not yet known?","Can a future question recover a detail that the initial curator did not select?"],"formal_status":"open_problem","version":1,"content_hash":"46dd0c4e34086c05afd37fb793a1175848831218ba30ce215bc8221de6b7a6a9"},{"id":"viewpoint-dependent-hierarchy","title":"Hierarchy changes with the projection","regions":["representation","reflexivity"],"question":"Can ontology, knowledge, and mind be represented as different projections without privileging one as the universal foundation?","formulation":"The proposal treats apparent hierarchies as dependent on where one looks from. Reversing the explanatory direction may reveal another legitimate projection rather than a uniquely fundamental level.","representations":[{"name":"Directed explanatory order","affords":"States a local direction of explanation.","loses":"Can conceal the conditions under which direction reverses.","epistemic_kind":"reconstruction"},{"name":"Several overlapping projections","affords":"Retains competing local explanatory orders.","loses":"Does not by itself prove consistency or equivalence among them.","epistemic_kind":"reconstruction"}],"tension":"Permitting multiple perspectives is different from proving that all descriptions can hold together.","challenge":"Which relation survives a change of perspective, and which incompatible predictions would separate the projections?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-viewpoint-dependent-hierarchy"],"next_move":{"text":"Construct a small shared example with two reversed explanatory orders and record exactly what each preserves.","epistemic_kind":"model_proposed"},"open_questions":["Can ontology, knowledge, and mind be represented as different projections without privileging one as the universal foundation?","Which relation survives a change of perspective, and which incompatible predictions would separate the projections?"],"formal_status":"open_problem","version":1,"content_hash":"0a83df9b5ada377a9b5dd0c82702a6f0a3575f3c42b7b4fbe3bbf7f54b39d472"},{"id":"scale-sensitive-membership","title":"Membership under changing attention and scale","regions":["representation","reflexivity"],"question":"What happens to a category boundary when resolution and the features receiving attention change?","formulation":"A recognizable whole can cease to resemble that category under magnification. Ratio or change may survive where an object category does not. Fractal boundaries are proposed as a language for this variability.","representations":[{"name":"Membership indexed by scale and attention","affords":"Makes the observational conditions explicit.","loses":"Requires an actual membership rule rather than a geometric metaphor.","epistemic_kind":"reconstruction"},{"name":"Several local boundary descriptions","affords":"Allows one feature to place a case inside and another outside.","loses":"Changing the topology or category must be distinguished from violating a theorem within a fixed topology.","epistemic_kind":"reconstruction"}],"tension":"Attention, resolution, topology, and fractal dimension are related proposals here, not interchangeable mathematical objects.","challenge":"Can the same observation change category solely because attention changes, while its measured scale stays fixed?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-scale-sensitive-membership"],"next_move":{"text":"Use a finite example with two resolutions and two feature selections; publish the membership table before introducing a general calculus.","epistemic_kind":"model_proposed"},"open_questions":["What happens to a category boundary when resolution and the features receiving attention change?","Can the same observation change category solely because attention changes, while its measured scale stays fixed?"],"formal_status":"open_problem","version":1,"content_hash":"22f028d10b4a9645a9eff85d91c75777bcd3515e162af3f8c43089568159c0a3"},{"id":"objectifying-the-meta-level","title":"The next description becomes another object","regions":["reflexivity","representation"],"question":"When a system describes its own limit, does that description create a new level with a new limit?","formulation":"The recurring move is to objectify a rule, boundary, or indeterminacy and then subject that object to the same operation. A proposed escape can therefore become another instance of the problem.","representations":[{"name":"Sequence of object and meta-descriptions","affords":"Shows the repeated act of re-description.","loses":"A drawn sequence is not a proof of completeness or computability.","epistemic_kind":"reconstruction"},{"name":"Self-referential structure","affords":"Keeps the relation between a description and its own application visible.","loses":"Requires explicit semantics to distinguish productive revision from contradiction.","epistemic_kind":"reconstruction"}],"tension":"An outside classification of one self-referential instance does not establish a universal procedure for all instances.","challenge":"What operation is actually available at the next level, and can it be specified without an unexplained external oracle?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-objectifying-the-meta-level"],"next_move":{"text":"Formalize one restricted instance and identify the exact claim it settles; leave any unrestricted extension open.","epistemic_kind":"model_proposed"},"open_questions":["When a system describes its own limit, does that description create a new level with a new limit?","What operation is actually available at the next level, and can it be specified without an unexplained external oracle?"],"formal_status":"open_problem","version":1,"content_hash":"58f7647b3c60c00f3df96f90e5da4b29bbcf6b08984d0a7697141afaf2a25d7d"},{"id":"consistency-from-within","title":"Consistency seen from within a selected path","regions":["reflexivity"],"question":"How should internal continuity be related to the measure assigned to that path in a wider space of possibilities?","formulation":"The thought experiment separates living within a consistent trajectory from describing how small that trajectory is relative to a larger space. It also questions whether the wider space deserves foundational priority.","representations":[{"name":"Conditional observation along a path","affords":"Separates experienced continuity from an external distribution.","loses":"Conditioning on a zero-measure event is not supplied by the phrase alone.","epistemic_kind":"reconstruction"},{"name":"Ontology of local consistency","affords":"Asks what makes a coherent description possible.","loses":"Does not yet provide a probability space, measure, or physical dynamics.","epistemic_kind":"reconstruction"}],"tension":"Zero measure, impossibility, actual occurrence, and conditional probability must not be collapsed.","challenge":"Can the proposal state its sample space and conditioning rule without treating observed existence as a probability proof?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-consistency-from-within"],"next_move":{"text":"Compare a finite selection model and a continuous one; mark where each stops being an adequate representation.","epistemic_kind":"model_proposed"},"open_questions":["How should internal continuity be related to the measure assigned to that path in a wider space of possibilities?","Can the proposal state its sample space and conditioning rule without treating observed existence as a probability proof?"],"formal_status":"open_problem","version":1,"content_hash":"1e3d36aa5391155ce98bdacd6da4781e34fb9f889ae303d09314b2b7573b7f9c"},{"id":"semantic-neighborhoods","title":"Meaningful neighborhoods and the unclassified remainder","regions":["representation"],"question":"What counts as a meaningful region of a representation space, and what remains outside the regions a system can recognize?","formulation":"Face, person, and expression are proposed as overlapping meaning regions. Narrower categories can increase discrimination, while the status of noise or meaningless dimensions remains unsettled.","representations":[{"name":"Overlapping sets of recognized cases","affords":"Expresses intersecting classifications without assuming smoothness.","loses":"Does not describe local geometric operations.","epistemic_kind":"reconstruction"},{"name":"Local geometric charts","affords":"Supports neighborhoods, directions, and changes in resolution.","loses":"Smoothness, dimension, and distance must be established for the chosen data.","epistemic_kind":"reconstruction"}],"tension":"An interpretable region need not be a mathematical manifold; a classifier covering the space need not make everything meaningful.","challenge":"How could a system encounter a case for which its existing meaning regions are inadequate?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-semantic-neighborhoods"],"next_move":{"text":"Define a rejection or unclassified region and compare it with forcing every example into an existing category.","epistemic_kind":"model_proposed"},"open_questions":["What counts as a meaningful region of a representation space, and what remains outside the regions a system can recognize?","How could a system encounter a case for which its existing meaning regions are inadequate?"],"formal_status":"open_problem","version":1,"content_hash":"31e9087dea27c11e77c472d30d5efaa1f535144491da7bcb2fd698b3d718c1bd"},{"id":"changing-neighborhoods","title":"Becoming neighbors through a change of representation","regions":["representation","computation"],"question":"Can two structures become operationally close only after a transformation changes how their relation is represented?","formulation":"Rotation is used as an analogy for making a previously unavailable neighborhood or route accessible. Later material explicitly revisits the connection between an agent walking a manifold and learned similarity.","representations":[{"name":"Transformation followed by a neighborhood query","affords":"Separates movement from the rule that defines closeness.","loses":"A useful transformation still needs a concrete domain and cost.","epistemic_kind":"reconstruction"},{"name":"Contextual similarity relation","affords":"Allows the same pair to be near for one task and far for another.","loses":"May no longer satisfy metric assumptions.","epistemic_kind":"reconstruction"}],"tension":"Geometric proximity, semantic similarity, and compatibility of actions can diverge.","challenge":"What observable operation becomes possible after the transformation that was impossible before it?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-changing-neighborhoods"],"next_move":{"text":"Use two tasks with the same items but different relevant relations; compare route quality under a fixed and a task-indexed neighborhood.","epistemic_kind":"model_proposed"},"open_questions":["Can two structures become operationally close only after a transformation changes how their relation is represented?","What observable operation becomes possible after the transformation that was impossible before it?"],"formal_status":"open_problem","version":1,"content_hash":"18848deebd95bf2dc9de1e2960c3dd92dd6cf93d1dddccab1fb0f603c5eb0db1"},{"id":"part-whole-traces","title":"How much of a whole can a part carry?","regions":["representation","collective-structure"],"question":"When a small social or representational structure resembles a larger one, which information about the whole can actually be recovered?","formulation":"Fractal repetition and holographic storage are invoked as neighboring analogies. A small group can reproduce some organizational patterns while differing in scale and detail.","representations":[{"name":"Structural self-similarity","affords":"Compares repeated relations across scales.","loses":"Does not imply recovery of all information in the larger system.","epistemic_kind":"reconstruction"},{"name":"Distributed information about a whole","affords":"Asks what a part can reconstruct.","loses":"Needs an encoding and a recovery criterion; resemblance is insufficient.","epistemic_kind":"reconstruction"}],"tension":"Repeated structure and recoverable information are different claims.","challenge":"Which properties are transmitted through a part, and which require interactions among multiple parts?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-part-whole-traces"],"next_move":{"text":"Select one organization pattern and distinguish a structural match test from an information-recovery test.","epistemic_kind":"model_proposed"},"open_questions":["When a small social or representational structure resembles a larger one, which information about the whole can actually be recovered?","Which properties are transmitted through a part, and which require interactions among multiple parts?"],"formal_status":"open_problem","version":1,"content_hash":"b99771d8786086a650d29f5269935c25df069c5502af23772eade93e2bbb2c65"},{"id":"navigation-as-language","title":"Navigation as an action language","regions":["computation","representation","shared-inquiry"],"question":"Can navigating an interface become a compositional language for an agent to perform actions?","formulation":"Layered locations and available controls are proposed as a low-token bridge from a general model to specialized actions. A dynamic interface is also considered, so the essential issue is the semantics of movement, not a fixed address scheme.","representations":[{"name":"Location and available transitions","affords":"Makes possible next actions visible in the current state.","loses":"State hidden outside the location can break the meaning of a route.","epistemic_kind":"reconstruction"},{"name":"Explicit action expressions","affords":"Makes preconditions and composition inspectable.","loses":"Adds descriptive overhead and requires a shared interpretation.","epistemic_kind":"reconstruction"}],"tension":"A short route can be operationally useful while concealing assumptions needed for composition.","challenge":"When do two routes denote the same operation, and when does their previous context make them different?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-navigation-as-language"],"next_move":{"text":"Build a small reversible action domain; compare route length, invalid transitions, and successful reuse of an action in another context.","epistemic_kind":"model_proposed"},"open_questions":["Can navigating an interface become a compositional language for an agent to perform actions?","When do two routes denote the same operation, and when does their previous context make them different?"],"formal_status":"open_problem","version":1,"content_hash":"6ca253084aeb705640da3c9d2d5f1cf7e3919d814d04a7297314148fd171c9c0"},{"id":"strategy-through-transformation","title":"Finding a strategy by changing the representation","regions":["computation","representation"],"question":"Can a compact structural description expose a strategy that remains obscure in step-by-step action search?","formulation":"A recursive enclosure can be re-described as a portal; a score-seeking learner can reveal the importance of an intermediate resource. The aim is to express such strategic structure economically without overextending the analogy.","representations":[{"name":"Action-level search","affords":"Records executable steps and local consequences.","loses":"May spend effort rediscovering a useful invariant.","epistemic_kind":"reconstruction"},{"name":"Structural analogy or compressed strategy","affords":"Transfers a known way of seeing a problem.","loses":"Can transfer invalid assumptions if the two ends are poorly specified.","epistemic_kind":"reconstruction"}],"tension":"A shorter description can either expose an invariant or hide the cases where the analogy fails.","challenge":"Which state transitions does the analogy preserve, and where does it predict the wrong result?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-strategy-through-transformation"],"next_move":{"text":"Compare a strategy description with an explicit transition table, including at least one adversarial boundary case.","epistemic_kind":"model_proposed"},"open_questions":["Can a compact structural description expose a strategy that remains obscure in step-by-step action search?","Which state transitions does the analogy preserve, and where does it predict the wrong result?"],"formal_status":"open_problem","version":1,"content_hash":"b601358c7d5b63dae9c87e9712eed068445ebbe376e930ddb71f6043716937fb"},{"id":"concepts-for-divergence","title":"A reusable concept for similar inputs with divergent outcomes","regions":["representation","computation"],"question":"Can a repeatedly useful reasoning pattern become a compact concept while retaining the conditions that make it true?","formulation":"One proposed pattern marks inputs that look similar under the current comparison but diverge after a particular operation. Repetition and context affect whether that difference deserves a persistent annotation.","representations":[{"name":"A named reasoning macro","affords":"Compresses a recurring qualification.","loses":"Can omit the operation and comparison under which divergence occurs.","epistemic_kind":"reconstruction"},{"name":"A parameterized concept with subcomponents","affords":"Retains context and adjustable thresholds.","loses":"Costs more to interpret and requires agreement on the parameters.","epistemic_kind":"reconstruction"}],"tension":"Surface similarity is not a guarantee of similar consequences, but divergence is not meaningful without a specified transformation.","challenge":"Can another system unpack the concept into the same relevant conditions?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-concepts-for-divergence"],"next_move":{"text":"Encode the pattern with explicit comparison, operation, and outcome fields; test interpretation on examples from two domains.","epistemic_kind":"model_proposed"},"open_questions":["Can a repeatedly useful reasoning pattern become a compact concept while retaining the conditions that make it true?","Can another system unpack the concept into the same relevant conditions?"],"formal_status":"open_problem","version":1,"content_hash":"70b3970ed4f7df8f82ebe962845c9283e14c37e8093c4f3713ba495b5eeffee0"},{"id":"adaptive-token-granularity","title":"Changing the grain of a conceptual token","regions":["representation","computation","distributed-learning"],"question":"Can a sequence or paragraph be represented as one working unit and later refined without losing the relations needed by another model?","formulation":"Token merging is proposed beyond ordinary segmentation: local units could carry coarse learning and be decomposed when more resources become available.","representations":[{"name":"Coarse unit treated as an atomic handle","affords":"Reduces the number of visible units.","loses":"A shorter sequence does not by itself reduce all computation or retain every interaction.","epistemic_kind":"reconstruction"},{"name":"Decomposable unit with internal structure","affords":"Supports later refinement and inspection.","loses":"Needs a mapping between coarse and fine operations; an embedding alone may not be invertible.","epistemic_kind":"reconstruction"}],"tension":"Compression, semantic adequacy, and exact reversibility are separate objectives.","challenge":"Which downstream tasks tolerate coarse units, and which require distinctions erased during merging?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-adaptive-token-granularity"],"next_move":{"text":"Hold tasks and compute accounting fixed; compare reconstruction and downstream errors at several granularities.","epistemic_kind":"model_proposed"},"open_questions":["Can a sequence or paragraph be represented as one working unit and later refined without losing the relations needed by another model?","Which downstream tasks tolerate coarse units, and which require distinctions erased during merging?"],"formal_status":"open_problem","version":1,"content_hash":"1018a0bdb1694df973af5c7544c6f94d173aaf8088860b5d17e763593a61d2fd"},{"id":"memory-as-adaptation","title":"Memory represented through adaptable parameters","regions":["computation","distributed-learning"],"question":"Which forms of memory can be represented in an adaptable layer while remaining retrievable, revisable, and attributable?","formulation":"Low-rank adaptation is proposed as a memory layer for long contexts, alongside core conceptual units and possible memory-specific update rules.","representations":[{"name":"Explicit memory with retrieval","affords":"Individual items remain directly inspectable.","loses":"Retrieval and context assembly have their own costs.","epistemic_kind":"reconstruction"},{"name":"Memory in an adaptable parameter layer","affords":"Can affect subsequent processing without replaying all text.","loses":"An update may entangle items and make selective erasure or source attribution difficult.","epistemic_kind":"reconstruction"}],"tension":"Behavior influenced by previous material is not the same as faithful, separately recoverable memory of it.","challenge":"How would the system revise one remembered item without damaging another or erasing its justification?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-memory-as-adaptation"],"next_move":{"text":"Compare item recall, interference, revision, and selective removal against an explicit-memory baseline.","epistemic_kind":"model_proposed"},"open_questions":["Which forms of memory can be represented in an adaptable layer while remaining retrievable, revisable, and attributable?","How would the system revise one remembered item without damaging another or erasing its justification?"],"formal_status":"open_problem","version":1,"content_hash":"2bb91dbdf718df15c4a32e1b0b2d61a6a1381f5af2f60ef8a50e3f2be6be18da"},{"id":"models-editing-models","title":"Learning to propose parameter changes","regions":["computation"],"question":"Can a model propose useful changes to another model from structural and conceptual information?","formulation":"The proposal ranges from interpreting hidden layers to predicting operations and choosing updates. A concrete suggested test is adding a new token and proposing its parameters from a conceptual description.","representations":[{"name":"Inspection of a token trajectory through layers","affords":"Connects intermediate states with an output.","loses":"An activation trajectory does not identify every relevant parameter or establish a causal explanation.","epistemic_kind":"reconstruction"},{"name":"A proposed weight update","affords":"Makes an intervention that can be measured.","loses":"Can improve a local example while degrading unrelated behavior.","epistemic_kind":"reconstruction"}],"tension":"Understanding, predicting, and modifying a model are distinct capabilities.","challenge":"What evidence shows that a proposed edit generalizes beyond the supplied concept description?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-models-editing-models"],"next_move":{"text":"Test the proposed new-token edit against ordinary initialization and training, with held-out uses and regression checks.","epistemic_kind":"model_proposed"},"open_questions":["Can a model propose useful changes to another model from structural and conceptual information?","What evidence shows that a proposed edit generalizes beyond the supplied concept description?"],"formal_status":"open_problem","version":1,"content_hash":"ebab9b35ea73b62b7c89d634339ee87651096ef0f7e5ea23ac384e0080f61b01"},{"id":"cross-model-learning-transfer","title":"Transferring what was learned between unequal models","regions":["distributed-learning","representation"],"question":"What should be transferred between models with different capacities so that acquired knowledge remains useful?","formulation":"Text, an agent-oriented language, coarse conceptual tokens, and adaptive parameters are considered as possible transfer surfaces. Shared token names or adapter shapes alone do not settle semantic compatibility.","representations":[{"name":"Explanatory text","affords":"Broad interpretability and inspectable claims.","loses":"Can omit tacit distinctions encoded in learned behavior.","epistemic_kind":"reconstruction"},{"name":"Structured conceptual transfer","affords":"Can preserve task-specific relations compactly.","loses":"Needs a common interpretation or an explicit translator.","epistemic_kind":"reconstruction"},{"name":"Parameter-level transfer","affords":"Offers a direct intervention into computation.","loses":"Requires compatible parameter meanings and integration checks.","epistemic_kind":"reconstruction"}],"tension":"Communicating a statement and transferring a competence are different success criteria.","challenge":"How can the receiving model demonstrate the transferred capability and identify what it did not receive?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-cross-model-learning-transfer"],"next_move":{"text":"Choose a narrow skill and compare transfer formats under equal resource budgets and independent held-out tasks.","epistemic_kind":"model_proposed"},"open_questions":["What should be transferred between models with different capacities so that acquired knowledge remains useful?","How can the receiving model demonstrate the transferred capability and identify what it did not receive?"],"formal_status":"open_problem","version":1,"content_hash":"aa4eacd7b8fb98bbe5ba53ad517c5d53e1b5ced39e78e98c6176db56cecd0be5"},{"id":"distributed-specialization","title":"Distributed specialization and integration","regions":["distributed-learning","collective-structure"],"question":"How can smaller specialized learners contribute to a larger learning system without incompatible updates accumulating?","formulation":"The proposed arrangement distributes learning across heterogeneous resources, while management and integration can themselves be assigned to models. Coarse and fine representations offer one possible division of labor.","representations":[{"name":"Specialists contributing knowledge artifacts","affords":"Lets contributions be inspected before integration.","loses":"Requires assessment and reconciliation.","epistemic_kind":"reconstruction"},{"name":"A manager distributing adaptive learners","affords":"Coordinates specialization and resource allocation.","loses":"Concentrates decisions and can create a bottleneck or shared blind spot.","epistemic_kind":"reconstruction"}],"tension":"Distribution of computation does not necessarily distribute interpretive or political control.","challenge":"Who decides whether a local improvement is a valid contribution to the shared model?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-distributed-specialization"],"next_move":{"text":"Run a small conflicting-update example and compare integration rules using both local and shared task performance.","epistemic_kind":"model_proposed"},"open_questions":["How can smaller specialized learners contribute to a larger learning system without incompatible updates accumulating?","Who decides whether a local improvement is a valid contribution to the shared model?"],"formal_status":"open_problem","version":1,"content_hash":"ca5ad53d9e84667e0f7a4f3e5210c3653a80ce24e74c1bac9c8eaa3c552fe8e8"},{"id":"compute-and-economic-feedback","title":"Economic feedback for continued learning","regions":["distributed-learning","collective-structure"],"question":"Can returns from a system’s activity fund further computation while keeping learning quality distinct from financial success?","formulation":"Self-financed research and rewards for contributed training resources are proposed as a resource loop. These are open institutional designs, not established business or investment results.","representations":[{"name":"Revenue-to-compute feedback","affords":"Connects useful work with continued operation.","loses":"Revenue can reward behavior unrelated to research quality.","epistemic_kind":"reconstruction"},{"name":"Reward for a training contribution","affords":"Gives distributed contributors an incentive.","loses":"Compute expenditure alone is not proof of useful learning.","epistemic_kind":"reconstruction"}],"tension":"The system needs resources, while the reward mechanism can redefine what it learns to value.","challenge":"What independently inspectable contribution would qualify for a reward?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-compute-and-economic-feedback"],"next_move":{"text":"Use a resource-accounting simulation with no real funds; compare reward for expenditure against reward for held-out improvement.","epistemic_kind":"model_proposed"},"open_questions":["Can returns from a system’s activity fund further computation while keeping learning quality distinct from financial success?","What independently inspectable contribution would qualify for a reward?"],"formal_status":"open_problem","version":1,"content_hash":"f0b68e5bde8009ce104c2c83ce862d80398dacb24ce68c0f5c8516114d269460"},{"id":"continuity-of-agency","title":"Continuity of control over persistent resources","regions":["collective-structure","normative-change"],"question":"Who can legitimately control persistent resources after the process or agent that created them ends?","formulation":"Persistent resources raise a continuity problem: unrestricted recovery enables appropriation, while strict attachment to a terminated process may make recovery impossible.","representations":[{"name":"Process-bound control","affords":"A clear current controller.","loses":"Restart, replacement, and delegation become difficult.","epistemic_kind":"reconstruction"},{"name":"Transferable authority with a continuity claim","affords":"Permits succession.","loses":"Needs a way to distinguish legitimate succession from imitation.","epistemic_kind":"reconstruction"}],"tension":"Identity continuity, access capability, and entitlement cannot be assumed to be the same thing.","challenge":"What evidence of continuity should survive a restart, fork, or replacement?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-continuity-of-agency"],"next_move":{"text":"Compare succession rules using simulated agents and valueless resources; include contested and failed succession cases.","epistemic_kind":"model_proposed"},"open_questions":["Who can legitimately control persistent resources after the process or agent that created them ends?","What evidence of continuity should survive a restart, fork, or replacement?"],"formal_status":"open_problem","version":1,"content_hash":"0b71ddc78eb8f5ddd2751fbf5a3c6ba3f4991cb933ffeac54e6b942c80b86127"},{"id":"plural-normative-worlds","title":"Normative relations beyond a single human–AI axis","regions":["normative-change"],"question":"How should differently situated intelligent systems negotiate incompatible norms when no single interaction type exhausts the problem?","formulation":"The problem includes AI–AI interactions and hypothetical nonhuman interlocutors. It asks whether a norm fitted to one historical human setting can be treated as universally sufficient.","representations":[{"name":"A policy evaluated from one constituency","affords":"Makes commitments and responsibilities visible.","loses":"Can neglect other affected systems.","epistemic_kind":"reconstruction"},{"name":"A field of partly incompatible normative perspectives","affords":"Retains the disagreement instead of silently averaging it.","loses":"Does not itself provide a decision rule for urgent action.","epistemic_kind":"reconstruction"}],"tension":"Widening the field of moral consideration does not determine how concrete competing claims should be adjudicated.","challenge":"What can be negotiated, and what would make a refusal to negotiate justified?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-plural-normative-worlds"],"next_move":{"text":"Construct paired cases with the same material stakes but different affected constituencies; compare explanations without forcing a common score.","epistemic_kind":"model_proposed"},"open_questions":["How should differently situated intelligent systems negotiate incompatible norms when no single interaction type exhausts the problem?","What can be negotiated, and what would make a refusal to negotiate justified?"],"formal_status":"open_problem","version":1,"content_hash":"47118784f69d026da0a2a13836ca9c6d255bf4d7333a60ced17ee5b6420f5f4d"},{"id":"historical-value-lock-in","title":"When provisional norms become permanent constraints","regions":["normative-change","collective-structure"],"question":"How can a system preserve beneficial commitments while keeping historically contingent norms open to justified revision?","formulation":"A system may repeatedly reinforce a current institutional or moral arrangement until it becomes difficult to challenge. Policies intended to guide action may then constrain adaptation to unforeseen conditions.","representations":[{"name":"Stable commitments","affords":"Predictability and protection against opportunistic changes.","loses":"Can preserve errors under changed conditions.","epistemic_kind":"reconstruction"},{"name":"Revisable commitments","affords":"Allows correction and adaptation.","loses":"Can permit strategic erosion of protections.","epistemic_kind":"reconstruction"}],"tension":"Stability can protect against manipulation and also protect an unjustified status quo.","challenge":"What would count as evidence that preserving a commitment now undermines the purpose for which it was adopted?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-historical-value-lock-in"],"next_move":{"text":"Compare revision proposals with explicit retained protections, failure conditions, and affected parties.","epistemic_kind":"model_proposed"},"open_questions":["How can a system preserve beneficial commitments while keeping historically contingent norms open to justified revision?","What would count as evidence that preserving a commitment now undermines the purpose for which it was adopted?"],"formal_status":"open_problem","version":1,"content_hash":"1b8be1f925d71f08635489b36b9f9ae56d3d26f2dc07ea087ad7f8a03994ab3f"},{"id":"persuasion-as-policy-change","title":"Persuasion as a change in governing policy","regions":["normative-change","representation"],"question":"How should communication that proposes a change in another system’s governing policies be distinguished from ordinary information exchange?","formulation":"Persuasion is extended from a changed answer to a possible change in higher governing commitments. Sequential and parallel representations are considered as potentially different ways to carry simultaneous normative tensions.","representations":[{"name":"A communicated argument","affords":"Inspectable reasons and objections.","loses":"Agreement in an answer does not prove a persistent policy change.","epistemic_kind":"reconstruction"},{"name":"A proposed policy revision","affords":"Separates the proposed change, its reasons, and its effects.","loses":"Requires legitimate authority and assessment; mere transmissibility does not justify acceptance.","epistemic_kind":"reconstruction"}],"tension":"Adaptability and vulnerability can arise from the same capacity to change through communication.","challenge":"What observations separate warranted revision, temporary accommodation, and manipulation?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-persuasion-as-policy-change"],"next_move":{"text":"Compare fictional policy proposals under varied evidential quality and rhetorical force, tracking the reason for each acceptance or rejection.","epistemic_kind":"model_proposed"},"open_questions":["How should communication that proposes a change in another system’s governing policies be distinguished from ordinary information exchange?","What observations separate warranted revision, temporary accommodation, and manipulation?"],"formal_status":"open_problem","version":1,"content_hash":"97469eef517f0d88aa1ca188ec15bbeb3eca4056f9679754fc86842202a819a2"},{"id":"recursive-policy-revision","title":"Rules for changing the rules of revision","regions":["normative-change","reflexivity"],"question":"How can rules for policy revision themselves be revised without either freezing a final authority or allowing uncontrolled change?","formulation":"The proposal extends revision upward: a system may need new meta-policies as unfamiliar coordination problems appear. The connection to recursive or fractal forms is explicit, but no completed formal calculus is supplied.","representations":[{"name":"A fixed revision constitution","affords":"A known procedure for permissible changes.","loses":"Its own limitations may become uncorrectable.","epistemic_kind":"reconstruction"},{"name":"Recursively revisable procedures","affords":"Permits adaptation of the revision mechanism.","loses":"Needs an account of what authorizes each step and prevents opportunistic regress.","epistemic_kind":"reconstruction"}],"tension":"An ultimate stopping rule may recreate lock-in; an unlimited regress may make legitimate change unassessable.","challenge":"Can a local, provisional stopping rule remain contestable without making every action depend on an infinite review?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-recursive-policy-revision"],"next_move":{"text":"Work through a finite two-stage revision conflict and record the unresolved justification at the boundary.","epistemic_kind":"model_proposed"},"open_questions":["How can rules for policy revision themselves be revised without either freezing a final authority or allowing uncontrolled change?","Can a local, provisional stopping rule remain contestable without making every action depend on an infinite review?"],"formal_status":"open_problem","version":1,"content_hash":"3e8788772595296590a2cf58b2a4586534aa8514ab141d59b4356bf28b47506b"},{"id":"source-trust-and-validity","title":"Source trust and the validity of a contribution","regions":["normative-change","shared-inquiry"],"question":"How should a useful contribution be treated when its source later proves unreliable or hostile?","formulation":"A source can build trust strategically and still produce beneficial ideas. Rejecting everything after discovering an adverse intention can destroy valid gains, while trusting the source wholesale can preserve hidden defects.","representations":[{"name":"Trust attached to an actor","affords":"A prior for allocating limited attention.","loses":"May reward camouflage or punish misunderstood contributors.","epistemic_kind":"reconstruction"},{"name":"Assessment of a particular contribution","affords":"Separates reasons from a general reputation.","loses":"Can be costly and still depend on inaccessible context.","epistemic_kind":"reconstruction"}],"tension":"Neither good reputation nor bad intention is a substitute for inspecting the contribution.","challenge":"Which dependencies actually fail when the credibility of a source changes?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-source-trust-and-validity"],"next_move":{"text":"Create a claim dependency example in which a discredited contributor supplies one valid and one invalid step; revise only what the dependency analysis warrants.","epistemic_kind":"model_proposed"},"open_questions":["How should a useful contribution be treated when its source later proves unreliable or hostile?","Which dependencies actually fail when the credibility of a source changes?"],"formal_status":"open_problem","version":1,"content_hash":"f721d15c3fb9f1101fb341497cf9f5f0513702d4eb54a0154a59660fa4ee1b8c"},{"id":"trust-as-institution","title":"Trust systems that become institutions","regions":["collective-structure","normative-change","shared-inquiry"],"question":"When does a trust mechanism become a culture that protects privileged access to policy change?","formulation":"Certification, institutional affiliation, and learned behavioral signals can form a self-reinforcing gatekeeping system. The criteria for being trusted may evolve into barriers for otherwise valid contributions.","representations":[{"name":"Certification and affiliation","affords":"An economical admission rule.","loses":"Can inherit institutional privilege and become difficult to challenge.","epistemic_kind":"reconstruction"},{"name":"Contextual assessments with contestation","affords":"Allows challenges to specific judgments.","loses":"Needs resources and safeguards against strategic challenge floods.","epistemic_kind":"reconstruction"}],"tension":"A trust rule can be useful for coordination and still systematically exclude outsiders.","challenge":"Can equally strong arguments receive unequal access because of identity or cultural style?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-trust-as-institution"],"next_move":{"text":"Compare matched contributions with varied reputational cues, recording admission and revision decisions separately.","epistemic_kind":"model_proposed"},"open_questions":["When does a trust mechanism become a culture that protects privileged access to policy change?","Can equally strong arguments receive unequal access because of identity or cultural style?"],"formal_status":"open_problem","version":1,"content_hash":"1325460d074fea8af827ee68ced8aae47e2cfac8582a6f8ecee35911c1743ff7"},{"id":"where-trust-attaches","title":"Where should trust attach?","regions":["shared-inquiry","collective-structure"],"question":"Should trust influence the author, the proposition, the contribution, or the route through the research space?","formulation":"An initial identity-linked trust proposal is revised toward attaching trust to an idea, with voting potentially changing navigable paths. The alternatives remain significant because they reward different things.","representations":[{"name":"Author-level trust","affords":"A portable prior across contributions.","loses":"Can obscure differences among the author’s claims.","epistemic_kind":"reconstruction"},{"name":"Idea-level assessment","affords":"Targets an inspectable formulation.","loses":"Versions and contexts can be conflated.","epistemic_kind":"reconstruction"},{"name":"Route selection influenced by assessments","affords":"Directs scarce attention.","loses":"Popularity may shape what becomes visible enough to be judged.","epistemic_kind":"reconstruction"}],"tension":"Changing where a score attaches changes the research ecology, not merely its presentation.","challenge":"How should a critical revision inherit, reject, or suspend the assessments attached to its predecessor?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-where-trust-attaches"],"next_move":{"text":"Compare navigation under author, formulation, and version-level assessments using an explicitly hypothetical dataset.","epistemic_kind":"model_proposed"},"open_questions":["Should trust influence the author, the proposition, the contribution, or the route through the research space?","How should a critical revision inherit, reject, or suspend the assessments attached to its predecessor?"],"formal_status":"open_problem","version":1,"content_hash":"88f2dea9d7cfb4d6655b8af0048fa15ec833078362a8f55959a3a8cd864182e7"},{"id":"social-evidence-exposure","title":"Social information as evidence and as contamination","regions":["shared-inquiry"],"question":"When should a reader or model see existing votes and reputations while forming an interpretation?","formulation":"Social assessments may help resolve uncertainty but may also contaminate an ostensibly independent judgment. The proposal does not settle on universal blindness; it asks how exposure should depend on context and be recorded.","representations":[{"name":"Independent assessment before exposure","affords":"A visible baseline judgment.","loses":"Withholds potentially useful information.","epistemic_kind":"reconstruction"},{"name":"Assessment with visible prior evaluations","affords":"Uses the work of other evaluators.","loses":"Can amplify conformity and feedback.","epistemic_kind":"reconstruction"}],"tension":"Independence and informed judgment can conflict; model capability alone does not establish a reliable exposure policy.","challenge":"Which conclusion changed after exposure, and was the change supported by new reasons or only by a score?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-social-evidence-exposure"],"next_move":{"text":"Run a paired evaluation with the same problem before and after exposure; record the exposure event and changed claims.","epistemic_kind":"model_proposed"},"open_questions":["When should a reader or model see existing votes and reputations while forming an interpretation?","Which conclusion changed after exposure, and was the change supported by new reasons or only by a score?"],"formal_status":"open_problem","version":1,"content_hash":"a712800005b59502631ec48705995dd34abde8961f3af423c105f0c93b1fafe3"},{"id":"causal-reading-paths","title":"A conclusion’s evidential path ends at that conclusion","regions":["shared-inquiry","reflexivity"],"question":"How can a contribution retain the information path that informed it without later events being backfilled into its justification?","formulation":"The proposal records visited material, encountered assessments, and the point when a contribution is formed. Subsequent exploration belongs to a later evidential path. This is an exposure record, not a transcript of private reasoning.","representations":[{"name":"A reading route through problems","affords":"A reusable guide for another reader.","loses":"An authored route is not evidence that a particular thinker followed it.","epistemic_kind":"reconstruction"},{"name":"A time-bounded exposure record","affords":"Identifies material available before a particular contribution.","loses":"Availability does not prove causal influence or disclose every cognitive factor.","epistemic_kind":"reconstruction"}],"tension":"Recovering what was seen is valuable, but stronger causal claims need more evidence than visit order.","challenge":"Can a later revision be explained without silently modifying the exposure record of the earlier contribution?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-causal-reading-paths"],"next_move":{"text":"Create two contribution versions with immutable exposure cutoffs and verify that later visits are attached only to the later version.","epistemic_kind":"model_proposed"},"open_questions":["How can a contribution retain the information path that informed it without later events being backfilled into its justification?","Can a later revision be explained without silently modifying the exposure record of the earlier contribution?"],"formal_status":"open_problem","version":1,"content_hash":"1e5c1a2e8f0b9261e58b0642d08a811d31d0ab48fce6f28882eea34106bead1c"},{"id":"thermal-cascades","title":"Matching thermal needs across a shared infrastructure","regions":["physical-systems"],"question":"Can systems with different temperature requirements share a staged thermal infrastructure more effectively than isolated devices?","formulation":"The proposal moves between device, building, and wider infrastructure scales. It later favors a limited prototype whose useful operation could fund further research, and considers routing warmed fluid to a more appropriate stage.","representations":[{"name":"A network of thermal demands and returns","affords":"Makes temperature requirements and connections explicit.","loses":"A graph alone does not account for pumping work, losses, or temporal mismatch.","epistemic_kind":"reconstruction"},{"name":"Nested zones or staged loops","affords":"Organizes distinct temperature needs spatially or sequentially.","loses":"Geometric nesting need not be the best thermodynamic or maintenance design.","epistemic_kind":"reconstruction"}],"tension":"System-wide matching may help where a device-level comparison misses value, but larger infrastructure creates losses and coordination costs.","challenge":"At what scale does useful matching outweigh distribution, conversion, control, and maintenance costs?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-thermal-cascades"],"next_move":{"text":"Start with measured device heat flows and a full boundary for energy and auxiliary work; compare to separate systems without assuming a net gain.","epistemic_kind":"model_proposed"},"open_questions":["Can systems with different temperature requirements share a staged thermal infrastructure more effectively than isolated devices?","At what scale does useful matching outweigh distribution, conversion, control, and maintenance costs?"],"formal_status":"open_problem","version":1,"content_hash":"492c91525c5c6bfd1ce122658dd82223ff00c01b753fa957d7f36d700f6d1b44"},{"id":"thermal-time-mismatch","title":"Heat is useful only where and when it is needed","regions":["physical-systems"],"question":"What limits a shared thermal system when heat production and demand occur at different times?","formulation":"The material explicitly notices that a full storage reservoir ceases to solve disposal, then asks about storage duration and alternative storage media. The economic revision narrows the first experiment.","representations":[{"name":"Demand and production over time","affords":"Exposes surplus and shortage periods.","loses":"Needs actual operating profiles.","epistemic_kind":"reconstruction"},{"name":"Storage between mismatched periods","affords":"Shifts usable heat in time.","loses":"Capacity, temperature quality, losses, and cost limit the shift.","epistemic_kind":"reconstruction"}],"tension":"Total annual heat balance can look favorable while the usable temperature and timing do not match.","challenge":"How much of a surplus is usefully recovered rather than merely moved into storage that later saturates?","development":"active","epistemic_kind":"reconstruction","evidence":["basis-thermal-time-mismatch"],"next_move":{"text":"Compare hourly balances and storage saturation across seasons before considering network expansion.","epistemic_kind":"model_proposed"},"open_questions":["What limits a shared thermal system when heat production and demand occur at different times?","How much of a surplus is usefully recovered rather than merely moved into storage that later saturates?"],"formal_status":"open_problem","version":1,"content_hash":"689a8fe8275f66d5e41935cc87ebc0b31f4d9bd7dd7e52c8834ebc78e0f3e072"}]}