{"schema_version":1,"assessment_id":"eoa_inverse_innovation_exp03_opportunity320_20260801","source_experiment_id":"eoa_inverse_innovation_exp03_full320_20260801","cell_id":"invariant_mode_decomposition_design__art_aesthetics","archetype_slug":"invariant_mode_decomposition_design","domain_slug":"art_aesthetics","title":"Local modal control for unstable feedback-based generative visuals","opportunity_summary":"Test whether locally estimated coupled visual-state modes can identify and damp runaway motifs, oscillation, saturation, or compositional collapse more effectively than one-slider tuning or a black-box optimizer, while respecting artist-approved controls and venue safety limits. The mechanism is well specified and falsifiable, but demand, repeatable mode existence, comparative effectiveness, proxy validity, scalability, and distinctiveness remain unestablished.","adopter_authorizer":"The adopting party would be a generative artist, creative technologist, or installation operator; the artist authorizes aesthetic objectives and permissible controls, while the venue safety lead independently sets non-waivable limits and may halt use.","scores":{"meaningful_impact":{"score":3,"rationale":"Avoiding compositional collapse and excursions toward flicker or luminance limits could protect artistic intent and viewers, but the packet supplies no evidence about failure prevalence, severity across works, or realized benefit."},"stakeholder_pull":{"score":2,"rationale":"Artists, operators, venues, and viewers are identifiable stakeholders, but no stakeholder testimony, adoption inquiry, observed workflow burden, willingness to use the method, or dissatisfaction with existing tuning is supplied."},"incremental_advantage":{"score":3,"rationale":"The proposal offers an interpretable coupled-direction model and explicitly compares it with coordinate tuning and a black-box rival, but no result shows superior prediction, recovery, safety margin, preservation of intent, or control of cross-effects."},"distinctiveness_plausibility":{"score":2,"rationale":"The combination of local decomposition, consequence-sensitive mode selection, bounded damping, and drift-triggered suspension is coherent, but prior art is explicitly unsearched and distinctiveness relative to visual-feedback control and system-identification methods is unknown."},"technical_implementability":{"score":3,"rationale":"Recorded frames, renderer controls, reversible perturbations, descriptors, and held-out seeds make an offline implementation plausible. Implementability is limited by possible nonlinearity, nonstationarity, ill-conditioning, mode rotation, non-normal transient growth, descriptor artifacts, and monitoring latency."},"adoption_authority_feasibility":{"score":4,"rationale":"The packet clearly separates the artist's authority over intent and permitted controls from the venue safety lead's authority over mandatory limits, and it supplies excluded actions and rollback conditions. Actual partner willingness and venue procedures remain unknown."},"evidence_readiness":{"score":4,"rationale":"A safe offline replay study, two explicit rivals, held-out testing, problem and intervention falsifiers, and multiple halt criteria are specified. Readiness falls short of the maximum because intent proxies, residual budgets, thresholds, and disagreement procedures are not operationally fixed."},"safety_net_benefit":{"score":4,"rationale":"The design adds residual, gap, drift, mode-rotation, and safety-limit monitoring with suspension and baseline restoration, potentially catching coupled failures missed by aggregate metrics. Benefit is not demonstrated, and offline metrics may miss viewer responses or rapid excursions."},"scalability":{"score":2,"rationale":"The model is deliberately local and may require artwork-specific descriptors, perturbation experiments, artist-approved intent proxies, recalibration as modes drift, and venue-specific safety integration. No evidence shows transfer across renderers, works, or operating regimes."}},"score_confidence":"MODERATE","costs":{"first_evidence":{"band_2026_usd":"10K_TO_50K","scope":"One bounded offline study on one recorded work segment: define proxies and thresholds, instrument the renderer, run reversible perturbations, estimate modes, audit conditioning and transient growth, and compare against one-slider tuning and a black-box rival on held-out seeds.","confidence":"LOW","assumptions":["The renderer and recorded frame stream are already accessible.","No public display or identifiable audience-response data is involved.","Existing general-purpose compute and display equipment are adequate.","The artist, technical evaluator, and safety reviewer participate for a limited study.","Substantial renderer redevelopment or bespoke sensing is not required."]},"initial_deployment_startup":{"band_2026_usd":"50K_TO_250K","scope":"Harden the method for one specific artwork or installation, including renderer integration, descriptor and intent-proxy calibration, monitoring and rollback implementation, operator interfaces, safety review, validation, and documentation.","confidence":"LOW","assumptions":["Offline evidence first supports continued development.","The work exposes controllable parameters and a replayable transition process.","Integration is limited to one renderer and one installation configuration.","No regulated medical claim or audience biometrics are introduced.","Non-normality and latency audits do not require a fundamental redesign."]},"operational_launch":{"band_2026_usd":"50K_TO_250K","scope":"Commission and launch one venue installation with acceptance testing, held-out rehearsals, hardware and software integration, staff training, artist review, safety sign-off, incident procedures, and launch evaluation.","confidence":"LOW","assumptions":["The venue can use existing display infrastructure with limited modification.","The system remains advisory or bounded within artist-approved controls.","Safety limits and halt authority are settled before launch.","No live audience experimentation is required.","The launch covers one artwork at one venue."]},"annual_recurring":{"band_2026_usd":"10K_TO_50K","scope":"Operate and support one continuing installation, including monitoring review, recalibration after renderer or artwork changes, software maintenance, operator support, periodic safety checks, and evaluation of drift or incidents.","confidence":"LOW","assumptions":["The installation has modest operating hours and change frequency.","Existing venue staff handle routine operation.","Major hardware replacement and creation of new artwork-specific integrations are excluded.","Recurring reviews do not require continuous specialist supervision."]}},"research_burden":"HIGH","earliest_credible_horizon":"3_TO_12_MONTHS","pipeline_gates":{"recognizable_externally_supportable_problem":{"status":"YES","reason":"Runaway motif growth, oscillation, saturation, compositional collapse, and excursions toward declared flicker or luminance limits are observable independently of the proposed modal explanation."},"identifiable_adopter_or_authorizer":{"status":"YES","reason":"Generative artists, creative technologists, and installation operators are identified as adopters, with aesthetic authority assigned to the artist and non-waivable safety authority assigned to the venue safety lead."},"distinct_testable_incremental_claim":{"status":"YES","reason":"The proposal claims that coupled mode identification and bounded mode-targeted control can improve held-out prediction and control outcomes relative to one-slider tuning and a black-box optimizer; separate problem and intervention falsifiers are supplied."},"bounded_next_evidence_step":{"status":"YES","reason":"The authorized first step is a reversible offline replay of one recorded segment using small perturbations inside artist-approved controls, held-out seeds, explicit comparators, and no public exposure."},"no_unresolved_safety_or_authority_stop":{"status":"YES","reason":"The first study is offline, authority is separated, prohibited actions are explicit, and perturbations stop with restoration of the recorded baseline when safety, residual, spectral-gap, mode-rotation, or artist-intent conditions fail."},"implementation_cost_scope_and_range":{"status":"UNCERTAIN","reason":"The packet identifies the principal technical and coordination activities, but renderer accessibility, integration complexity, staffing, compute needs, venue requirements, and recalibration frequency are not specified well enough to support more than assumption-dependent broad bands."}},"blocking_evidence":["No evidence establishes how often the stated failures occur or whether artists, operators, or venues regard them as a priority over existing tuning practices.","No bounded trial shows a repeatable operating window with acceptable conditioning, sufficient spectral separation, stable mode identity, and consequence-weighted held-out residuals.","No non-normality and transient-growth result shows when eigenmode-based control is adequate or must be suspended or supplemented.","No comparative result shows mode-targeted control outperforming one-slider tuning and the black-box rival on intent proxies, safety margins, recovery time, and unintended cross-effects.","Artist-approved intent proxies, residual budgets, threshold-setting rules, and disagreement procedures have not been operationalized or validated.","Prior art is unsearched, so distinctiveness relative to generative-art control, visual-feedback stabilization, and spectral system-identification work cannot be assessed.","Transferability across works, renderers, descriptors, and operating regimes is unknown."],"next_evidence_step":"With one consenting artist, preregister and run an offline replay study on one recorded feedback-work segment. Define artist-approved intent proxies, safety margins, residual and drift budgets, and a non-normal transient-growth audit before analysis. Apply small reversible perturbations within approved controls, estimate local modes, and evaluate held-out seeds against one-slider tuning and the same-budget black-box rival. Continue only if coupled modes repeat, improve consequential transition prediction, and mode-targeted controls improve intent preservation, safety margin, recovery time, or cross-effects without threshold violations; falsify the mechanism if coordinate changes predict equally well or the targeted controller fails to outperform both comparators.","research_questions":["Does any bounded operating regime produce repeatable, well-conditioned modes with sufficient spectral separation and acceptable held-out residuals?","Do coupled directions predict consequential failures beyond ordinary aggregate metrics and coordinate-level parameter changes?","How much transient amplification arises from non-normal dynamics, and which audit result requires suspension or supplementation of eigendirection control?","Do artist-approved descriptors and intent proxies remain stable across held-out seeds without encoding analyst taste as structural fact?","Does bounded mode-targeted control outperform one-slider tuning and a same-budget black-box optimizer on intent preservation, safety margin, recovery time, and unintended cross-effects?","How rapidly do modes drift or rotate, and can monitoring halt control before a consequential excursion?","Do artists, operators, and venue safety leads recognize the problem, accept the proposed workflow, and agree on authority and threshold procedures?","How much artwork-specific recalibration is required, and can any components transfer across renderers or installations?","What relevant prior art bears on the mechanism composition and its claimed incremental distinctiveness?"] ,"recommendation":"PARTNERED_RESEARCH","uncertainty_constraints":["Closed-book assessment: no external evidence was used.","Problem prevalence, stakeholder demand, market size, realized impact, and willingness to adopt are unmeasured.","Prior art and world novelty are unmeasured; the candidate must not be treated as novel or distinctive on this record.","All effectiveness claims remain hypothetical because the packet reports no empirical outcomes.","Cost bands are resource-equivalent planning ranges, not quotations, and depend strongly on renderer access, integration complexity, staffing, venue rules, and recalibration needs.","Visual modes cannot be interpreted as universal measures of beauty, meaning, merit, or viewer response.","Offline safety descriptors cannot establish complete safety for photosensitive or other viewers.","Local linear behavior may fail under nonlinear, deliberately nonstationary, observer-dependent, near-degenerate, or non-normal dynamics."],"closed_book_prior_art_boundary":"The sealed packet states that prior art is unsearched and provides no sources. This assessment therefore makes no claim about novelty, rarity, prevalence, freedom to operate, or whether equivalent generative-art control, visual-feedback stabilization, modal decomposition, or spectral system-identification methods already exist."}