{"schema_version":1,"experiment_id":"eoa_inverse_innovation_exp06_four_proposal_generalization60_20260803","cell_id":"predictive_residual_processing__sociology_anthropology","arm":"COMPLETE_PROPOSAL_PORTFOLIO","candidate_id":"prp_residual_ritual_apprenticeship_004","proposal_index":4,"version":0,"title":"Hierarchical Residual Apprenticeship for Community-Controlled Ritual Stewardship","problem":"A community-controlled apprenticeship teaches rotating stewards how to perform a recurring funeral mutual-aid ceremony, including material preparation, role transitions, speaking order, kin acknowledgments, and locally defined relational meanings. Knowledge keepers currently observe complete rehearsals and repeat feedback on routine steps. Their limited time may leave less opportunity to examine subtle consequential mismatches, while coaches using different assumptions may mistakenly correct one recognized practice variant toward another. A checklist alone would be inadequate because correct visible execution does not establish contextual or relational competence.","actors":["Community cultural council or equivalent local authority","Recognized knowledge keepers","Apprentice ritual stewards","Authorized peer coaches","Participating families and ceremony members","Community-controlled records custodian"],"observable_state":"Within authorized rehearsals, observers can record the expected and realized sequence of nonrestricted actions, role assignments, timing, materials, acknowledgments, and apprentice explanations of meaning. The program can measure repeated routine feedback, time to knowledge-keeper review, discrepancies between residual reconstructions and complete rehearsal observation, coach disagreement, variant confusion, fallback use, and performance during uncued full rehearsals.","consequence":"Apprentices may receive repetitive procedural correction without timely attention to relationally consequential errors, or a residual system built around one assumed script may suppress legitimate variation and train surface conformity instead of situated competence.","affected_objective":"Support community-governed transmission of procedural, relational, and contextual competence while concentrating scarce knowledge-keeper attention on unresolved mismatches without converting a living practice into a single automated standard.","intervention":"For one locally authorized, nonrestricted rehearsal segment, the community cultural council maintains separate versioned predictive models for each recognized practice variant and occasion. The selected model predicts the next material action, role transition, interactional response, and declared relational purpose at three explicit layers: execution, sequence, and contextual meaning. An authorized observer records the actual rehearsal in the same units and computes structured residuals such as omission, substitution, timing shift, role mismatch, unexpected response, variant conflict, or an explanation inconsistent with the apprentice's action. Routine execution residuals route to a peer coach; unresolved sequence residuals route to a knowledge keeper; meaning, authority, or variant residuals bypass lower layers and receive full-context council review. A consequence-and-precision gate considers observer reliability, apprentice uncertainty, cultural consequence, reversibility, and model ambiguity. Fast updates alter the apprentice's next rehearsal cues; only the council can make slow, versioned changes to the practice model. Periodic uncued full rehearsals, independent complete-observation samples, model checksums, validity windows, and full-mentorship fallback test what residual processing suppresses. Restricted, sacred, contested, grief-sensitive, or live-ceremony material never enters residual-only processing.","structural_mapping":[{"archetype_element":"Prediction target and boundary","domain_realization":"Predict the next authorized action, role transition, expected interactional response, and stated relational function within one nonrestricted rehearsal segment and one council-recognized variant."},{"archetype_element":"Generative model state","domain_realization":"The cultural council maintains inspectable, separately versioned models for recognized variants, occasions, and role scopes without treating any model as a universal account of the practice."},{"archetype_element":"Predictive feedforward model","domain_realization":"Before each rehearsal transition, the selected model supplies an expected execution, sequence position, and contextual purpose to the coaching process."},{"archetype_element":"Expected and actual behavior","domain_realization":"The expected transition is stored before performance; an authorized observer records the realized action, timing, role, response, apprentice explanation, missingness, and provenance."},{"archetype_element":"Structured prediction comparator","domain_realization":"The comparator preserves omissions, additions, substitutions, reorderings, timing shifts, role mismatches, unexpected responses, meaning conflicts, and possible variant mismatches."},{"archetype_element":"Hierarchical prediction-error signal","domain_realization":"Execution errors are handled at the peer-coaching layer, unresolved sequence errors rise to knowledge keepers, and contextual, authority, or variant errors rise directly to the cultural council."},{"archetype_element":"Precision and consequence weighting","domain_realization":"Residual priority combines observation quality, apprentice confidence, consequence to persons and relationships, reversibility, variant ambiguity, and the cost of interrupting practice."},{"archetype_element":"Residual reconstruction","domain_realization":"A reviewer reconstructs the rehearsal account from the selected model plus residuals and compares it with complete observation before using it for progression decisions."},{"archetype_element":"Separated update rates","domain_realization":"Validated residuals can change the apprentice's next cue or practice task quickly, but model content changes slowly and only through attributable council review."},{"archetype_element":"Model synchronization and provenance","domain_realization":"Observer, coach, apprentice record, and reviewer identify the same variant, occasion, model checksum, rehearsal time, and residual source before interpretation."},{"archetype_element":"Freshness and drift controls","domain_realization":"Model validity expires after a council-defined period or contextual change; rising residual structure, coach disagreement, or repeated fallback signals possible practice or model drift."},{"archetype_element":"Raw-signal audit","domain_realization":"Periodic uncued full rehearsals and independently observed complete rehearsal samples reveal dependencies, meanings, and legitimate variations omitted by the predictive representation."},{"archetype_element":"Safety and authority bypass","domain_realization":"Restricted knowledge, grief-sensitive content, contested authority, participant discomfort, sacred material, or a live ceremony bypasses residual processing and returns to direct human stewardship."},{"archetype_element":"Attention budget","domain_realization":"Knowledge-keeper review time is declared as the constrained resource, while coaching, model maintenance, observation, audits, and fallback count against any released capacity."},{"archetype_element":"Verified silence","domain_realization":"Every predicted transition receives an explicit observed, missing, unreviewed, or interrupted state, so an empty residual channel cannot be read as demonstrated competence."}],"mechanism_mapping":[{"mechanism_slug":"hierarchical_prediction_error_loop","role":"Organizes execution, sequence, and contextual-meaning predictors into layers, resolving routine residuals locally while sending only unresolved or high-consequence errors upward.","counterfactual_removal":"Without layered prediction and escalation, the intervention becomes a single checklist or undifferentiated alert stream and does not preserve the proposed causal allocation of coaching authority."},{"mechanism_slug":"temporal_difference_update","role":"Uses the signed gap between the expected and realized transition, together with the next validated practice state, to adjust the apprentice's subsequent cue or rehearsal task incrementally.","counterfactual_removal":"Without sequential residual learning, errors would generate isolated corrections but would not adapt the apprentice's progression through the practice sequence."},{"mechanism_slug":"precision_weighted_error_gate","role":"Weights mismatches by observer reliability, apprentice uncertainty, cultural consequence, reversibility, model ambiguity, and scarce mentor capacity.","counterfactual_removal":"Without consequence-aware weighting, visible procedural slips could crowd out subtle relational or authority mismatches."},{"mechanism_slug":"event_triggered_residual_reporting","role":"Routes threshold-crossing execution, sequence, or meaning residuals to the appropriate coach, knowledge keeper, or council reviewer with explicit session heartbeats.","counterfactual_removal":"Without event-triggered routing, knowledge keepers would still need to review every modeled transition rather than receiving concentrated unresolved errors."},{"mechanism_slug":"predictive_codec","role":"Uses a matched variant model at observation and review so the complete rehearsal account can be reconstructed as expected sequence plus structured corrections.","counterfactual_removal":"Without reconstructive use of a shared prediction, the proposal would be ordinary performance scoring rather than predictive residual processing."},{"mechanism_slug":"model_version_checksum_handshake","role":"Prevents a residual from one recognized variant, occasion, or model revision from being interpreted against another.","counterfactual_removal":"Without the handshake, technically valid residuals could be misread as incompetence when observer and reviewer were using different practice models."},{"mechanism_slug":"prediction_error_review","role":"Requires human review of material residuals to distinguish apprentice error, observer error, model error, contextual exception, and legitimate variation before action.","counterfactual_removal":"Without governed review, the system could automatically enforce its current representation of the practice and suppress contestation."},{"mechanism_slug":"shadow_raw_channel_sampling","role":"Compares selected residual reconstructions with independent complete rehearsal observation and uncued performance.","counterfactual_removal":"Without an independent full view, the model would assess only errors it already knows how to represent and could mistake surface conformity for competence."},{"mechanism_slug":"model_drift_monitoring","role":"Tracks residual distributions, coach disagreement, fallback frequency, reconstruction gaps, and model age by variant and occasion.","counterfactual_removal":"Without drift monitoring, changing practice or a mis-scoped model could be interpreted as persistent apprentice failure."},{"mechanism_slug":"raw_signal_fallback_switch","role":"Restores direct full-mentorship observation when uncertainty, contextual novelty, authority conflict, restricted content, reconstruction error, or model mismatch invalidates residual processing.","counterfactual_removal":"Without fallback, apprentices and knowledge keepers would be forced through a reductive model precisely when full situated judgment is required."}],"causal_chain":["The cultural council selects and versions a locally authorized model for one practice variant, occasion, role, and nonrestricted rehearsal segment.","At each transition, the model generates an expected execution, sequence position, interactional response, and contextual purpose.","An authorized observer captures the realized transition independently with uncertainty, provenance, and explicit missingness.","A structured comparator produces layer-specific residuals without reducing all mismatch to one score.","Precision and consequence weighting routes routine execution residuals to peer coaching, unresolved sequence residuals to knowledge keepers, and meaning or authority residuals to full council review.","The reviewer reconstructs the rehearsal from the matched model plus residuals and checks consequential cases against complete observation.","Validated residuals make bounded adjustments to the apprentice's next rehearsal state rather than automatically changing the community practice model.","Periodic uncued rehearsals and independent full observations test contextual competence and expose material information suppressed by the model.","Structured residual drift, variant disagreement, restricted content, or failed reconstruction suspends predictive mode and restores full mentorship.","Only council-reviewed evidence may revise a practice model, preserving a slow, attributable, and contestable learning loop."],"baseline":"Knowledge keepers or senior stewards observe complete rehearsals, demonstrate the sequence, and provide holistic feedback through apprenticeship. This supports situated interpretation but repeatedly consumes senior attention on routine steps. A checklist or video guide may reduce repetition, but it does not maintain synchronized variant-specific predictions, propagate hierarchical residuals, reconstruct full performance, update learner state from signed errors, or audit what the representation omits.","nearest_rivals":["Traditional full-attention apprenticeship: preserves direct relational teaching and holistic judgment but does not allocate review through a versioned prediction-and-residual hierarchy.","Procedural checklist training: specifies expected steps but lacks an observation comparator, uncertainty weighting, reconstructive residual channel, adaptive learner update, and raw fallback.","Video demonstration library: provides reusable examples but does not predict the apprentice's next transition or route model-relative errors through differentiated authority layers.","Competency rubric: scores dimensions of performance but need not represent expected sequence plus residual, maintain model synchronization, or distinguish apprentice error from legitimate variant mismatch.","Peer coaching: distributes instructional labor but may propagate inconsistent assumptions unless expectations, authority boundaries, audits, and escalation semantics are synchronized.","Automated action recognition: could flag visible departures, but visible conformity does not establish contextual meaning and an automated detector does not provide community model governance or protected full-context bypass."],"remaining_contrastive_claim":"The design's remaining contrastive claim is structural: community-authorized predictions operate at execution, sequence, and contextual-meaning layers; unresolved precision-weighted residuals ascend through corresponding coaching authorities; validated sequential errors update apprentice practice; and variant checksums, uncued full rehearsals, independent observation, protected bypasses, and full-mentorship fallback constrain what the model may explain away.","authority_safety":{"decision_authority":"The community cultural council or its locally recognized equivalent has sole authority to define eligible practice segments, recognized variants, access classes, progression criteria, model changes, and whether the system may be used at all. Knowledge keepers control interpretation within delegated scopes. Apprentices and participating families control consent to observation or recording, and the records custodian enforces access and retention decisions.","authorized_first_step":"Invite the cultural council to select, describe, or decline one nonrestricted rehearsal segment for a paper-only shadow representation. No apprentice evaluation, recording, or live use is authorized until the council approves the model, access rules, residual classes, and fallback conditions.","excluded_actions":["Modeling restricted, sacred, family-confidential, or grief-sensitive material without explicit local authority","Using the system during a live funeral or ceremony during the first evidence stage","Declaring one lineage, family, or recognized variant to be the canonical standard","Allowing software, researchers, or outside institutions to certify ritual competence","Replacing knowledge-keeper judgment with residual scores","Inferring motives, belief, sincerity, identity, or cultural legitimacy from performance","Recording participants or families without specific authorization","Using residuals for public ranking, discipline, employment, funding, or access to community standing","Automatically changing practice models from apprentice behavior","Sharing models, recordings, or residuals beyond council-defined access and retention boundaries","Treating missing observation or a quiet residual channel as competence","Discouraging an apprentice or knowledge keeper from requesting full mentorship"],"halt_rollback":"Immediately halt the affected use if local authority is disputed, restricted content enters the system, consent is withdrawn, model versions or variants are confused, complete observation cannot reconstruct the residual account, errors cluster by lineage or role, apprentices optimize cues without demonstrating uncued competence, or maintenance and auditing consume the intended mentor capacity. Disable residual-based progression, quarantine derived records under the custodian's rules, return to direct apprenticeship, and require council authorization before any restart."},"negative_tests":{"strongest_counterevidence":"The strongest counterevidence would be that ritual competence is holistic, embodied, relational, and occasion-specific, so decomposing performance into predicted transitions trains apprentices to satisfy modeled cues while weakening their ability to perceive context, respond appropriately to novelty, or explain the practice's locally recognized meaning during uncued full rehearsal.","problem_falsifier":"The inferred problem is falsified if knowledge-keeper attention is not constrained, routine repetition is itself an indispensable part of relational transmission, no practice segment can be represented without exposing restricted knowledge, or recognized variation makes bounded prediction inappropriate.","intervention_falsifier":"The intervention is falsified if, after including observation, synchronization, model governance, and audit costs, it does not release usable knowledge-keeper capacity or if apprentices perform worse in uncued full rehearsals, show weaker contextual explanation, confuse variants more often, generate greater coach disagreement, or experience reduced trust and willingness to participate.","risks":["The representation may freeze a living practice into a procedural script.","Visible execution may be rewarded while relational understanding deteriorates.","One authority group may encode its variant as the default and marginalize others.","Apprentices may optimize to predictable cues rather than attend to the occasion.","Sensitive knowledge may leak through models, residuals, or recordings.","Routine cancellation may hide small actions with substantial relational meaning.","Peer coaches may become overconfident because the system appears precise.","Model drift may be misclassified as apprentice error.","Full-rehearsal audits may still miss competence needed in rare circumstances.","Grief, family conflict, or authority disputes may make observation inappropriate.","The system may alter the apprenticeship relationship even when used only in rehearsal.","External institutions may attempt to repurpose residual records as certification data."]},"next_evidence_step":"Only after council approval, run a bounded shadow pilot on one nonrestricted rehearsal segment with up to eight consenting apprentices and no live-ceremony use. Keep ordinary knowledge-keeper instruction as the record of record. Lock the variant model before each rehearsal; capture complete observation using the least intrusive locally approved method; generate residual packets without showing automated scores to apprentices; and have an independent authorized knowledge keeper compare each reconstruction with the full rehearsal. Include at least one uncued full rehearsal per apprentice. Record reconstruction disagreement, missed consequential actions, variant confusion, contextual-explanation disagreement, mentor and peer-coach time including model maintenance, fallback frequency, apprentice opt-outs, consent incidents, and whether residual-guided practice transfers to uncued performance.","prior_art_status":"UNSEARCHED","diversity_from_prior_proposals":"Proposal 1 reallocates analyst attention during post-collection review of repetitive benefit-intake fieldnotes so changing institutional practices surface earlier. Proposal 2 separates predicted consequences of researchers' own actions from unexplained change to improve reflexive causal attribution. Proposal 3 reduces repeated participant elicitation by reconstructing longitudinal relationship maps from prior rosters plus participant-confirmed deltas. Proposal 4 instead governs community-controlled skill transmission: predictions describe the next rehearsal transition at multiple competence layers, residuals ascend through peer, knowledge-keeper, and council authority, and signed sequential errors adapt the apprentice's subsequent practice. Its outcome is situated performance learning rather than observation triage, causal interpretation, or data acquisition. It uses neither benefit-encounter templates, research-action cancellation, nor participant roster carry-forward and remains adoptable as a standalone apprenticeship process.","revision_record":{"parent_version":null,"progress_targets_addressed":["Specified a fourth independently adoptable sociology-and-anthropology problem","Preserved prediction, hierarchical residual propagation, reconstruction, sequential update, synchronization, audit, and fallback","Defined community authority, restricted-content safeguards, falsifiers, rivals, rollback, and bounded evidence","Explained material diversity from sealed proposals 1, 2, and 3"],"conceptual_changes":["Instantiated the archetype as community-governed sequential apprenticeship rather than research analysis or longitudinal data collection.","Used separate execution, sequence, and contextual-meaning prediction layers with residual escalation across corresponding authority levels.","Separated fast learner-state updates from slow council-authorized changes to the represented practice."],"operational_changes":["Specified variant-specific checksums, full-rehearsal reconstruction, uncued audits, restricted-content bypass, and direct-mentorship fallback.","Made council selection of a nonrestricted segment the only authorized first step.","Prohibited live initial use, external certification, canonical ranking, automated model revision, and residual-based inference about identity or sincerity."],"evidence_changes":["Defined a bounded shadow pilot with up to eight consenting apprentices and at least one uncued full rehearsal each.","Included reconstruction disagreement, contextual understanding, variant confusion, total mentor cost, fallback, opt-out, consent, and transfer to uncued performance as evidence."],"claim_changes":["Made no claim of novelty, prevalence, demand, or effect size.","Limited the proposal to a falsifiable community-authorized predictive residual apprenticeship architecture."]}}