{"schema_version":1,"assessment_id":"eoa_inverse_innovation_exp03_opportunity320_20260801","source_experiment_id":"eoa_inverse_innovation_exp03_full320_20260801","cell_id":"deadweight_loss_reduction__systems_cybernetics","archetype_slug":"deadweight_loss_reduction","domain_slug":"systems_cybernetics","title":"Risk-tiered bounded retuning for low-risk plant controllers","opportunity_summary":"Test whether preauthorizing controller retuning within independently validated envelopes can reduce procedural approval delay and improve control performance on low-criticality loops without weakening interlocks, operating limits, cybersecurity controls, or human accountability.","adopter_authorizer":"The plant control-system owner, subject to approval by the designated process-safety engineer.","scores":{"meaningful_impact":{"score":3,"rationale":"The proposal could reduce control error, cycling, energy use, alarms, and operator intervention, but the packet provides no measurements showing that approval delay is common, materially harmful, or responsible for these outcomes."},"stakeholder_pull":{"score":2,"rationale":"Operators, control engineers, maintenance staff, and service recipients have plausible interests in better tuning, but the packet supplies no expressed demand, queued-request evidence, budget commitment, or willingness to alter approval practice."},"incremental_advantage":{"score":3,"rationale":"Bounded preauthorization directly targets queue delay and could outperform adding reviewers or service deadlines when review is merely procedural; whether most review is procedural and whether performance improves remain explicit falsifiers."},"distinctiveness_plausibility":{"score":2,"rationale":"The candidate is a coherent mechanism composition, but prior art is explicitly unsearched and the packet provides no basis for judging whether risk-tiered approval or bounded retuning is distinctive."},"technical_implementability":{"score":3,"rationale":"Shadow operation, parameter bounds, monitoring, rollback, and a redundant low-criticality loop make a limited test technically plausible, but deriving valid envelopes, handling operating regimes, and excluding harmful cross-loop interactions are unresolved."},"adoption_authority_feasibility":{"score":4,"rationale":"The plant control-system owner and process-safety engineer are specifically identified, and the proposed scope preserves existing interlocks and excludes critical or nonredundant loops; internal governance and accountability acceptance remain untested."},"evidence_readiness":{"score":4,"rationale":"The packet names observable logs, protected metrics, separate problem and intervention falsifiers, a matched baseline, shadow mode, halt criteria, and rollback. It still lacks actual data, preregistered identification rules, and validated eligibility criteria."},"safety_net_benefit":{"score":4,"rationale":"The design retains interlocks, trip thresholds, actuator limits, cybersecurity controls, bounded parameters, monitoring, explicit halts, and restoration of approved gains. Its protection depends on envelope validity and sufficiently early detection, neither of which is established."},"scalability":{"score":2,"rationale":"A one-loop implementation may be replicable, but each plant, operating regime, controller interaction, and hazard class may require local validation; the packet explicitly warns that low-criticality results may not generalize."}},"score_confidence":"MODERATE","costs":{"first_evidence":{"band_2026_usd":"50K_TO_250K","scope":"Retrospective log extraction and cleaning, latency decomposition, matched performance analysis, preliminary hazard and coupling review, preregistration, and offline or shadow evaluation for a small set of candidate loops.","confidence":"LOW","assumptions":["Relevant approval, controller, process, alarm, maintenance, and energy logs already exist and can be joined.","Plant control and safety specialists participate part-time.","No new production hardware or live parameter changes are included.","Data-access and compliance work remain within one plant."]},"initial_deployment_startup":{"band_2026_usd":"50K_TO_250K","scope":"Prepare one redundant low-criticality loop for a bounded pilot, including envelope validation, controls integration, monitoring, rollback automation or procedures, cybersecurity review, operator training, and evaluation setup.","confidence":"LOW","assumptions":["The existing control system supports parameter constraints, shadow calculations, logging, and rapid restoration.","No interlocks, trip thresholds, actuator limits, or cybersecurity controls are modified.","A suitable redundant low-criticality loop is available.","Major hardware replacement and extended shutdown are unnecessary."]},"operational_launch":{"band_2026_usd":"250K_TO_1M","scope":"Launch a governed bounded-retuning capability for a predefined low-risk class within one plant, including validation across operating regimes, integration, procedures, independent safety review, training, monitoring, and launch evaluation.","confidence":"LOW","assumptions":["Launch is limited to one plant and excludes safety-critical and nonredundant loops.","The pilot supports continuation without redesigning the core control architecture.","Local hazard analysis can define an outcome-independent eligibility class.","Existing staff and infrastructure absorb some implementation work."]},"annual_recurring":{"band_2026_usd":"50K_TO_250K","scope":"Ongoing monitoring, audit, envelope and model revalidation, software maintenance, cybersecurity review, incident analysis, operator training, and governance of eligibility changes at one plant.","confidence":"LOW","assumptions":["The eligible loop population remains limited.","Material process changes trigger separate revalidation rather than routine maintenance.","No dedicated round-the-clock team is required.","Rare-event safety assurance may require additional research beyond routine operations."]}},"research_burden":"HIGH","earliest_credible_horizon":"3_TO_12_MONTHS","pipeline_gates":{"recognizable_externally_supportable_problem":{"status":"YES","reason":"The candidate identifies a concrete approval bottleneck, an explicit causal pathway, observable latency and performance measures, and a numerical problem falsifier, although the problem is not yet empirically demonstrated."},"identifiable_adopter_or_authorizer":{"status":"YES","reason":"The plant control-system owner is identified as decision authority, with required approval from the designated process-safety engineer."},"distinct_testable_incremental_claim":{"status":"YES","reason":"The proposal claims that preauthorization within validated bounds will reduce latency and improve performance relative to matched case-by-case review without worsening protected safety metrics; the packet states conditions that would falsify this claim."},"bounded_next_evidence_step":{"status":"YES","reason":"A safe first step can be limited to retrospective log analysis and offline shadow evaluation, comparing delayed low-risk requests with matched promptly processed requests before any live deployment."},"no_unresolved_safety_or_authority_stop":{"status":"UNCERTAIN","reason":"Authority is identified and safeguards are specified, but valid safety envelopes, outcome-independent eligibility, cross-loop effects, detection lead time, and accountability arrangements remain unresolved potential stops."},"implementation_cost_scope_and_range":{"status":"UNCERTAIN","reason":"The candidate defines pilot scope and operational safeguards but supplies no plant architecture, loop count, data condition, integration requirements, staffing needs, or resource evidence sufficient to validate implementation cost."}},"blocking_evidence":["Retrospective evidence that procedural approval contributes materially to tuning latency and that delayed requests predict degraded control outcomes after accounting for disturbances, load changes, maintenance, and regression to the mean.","An independently reviewed, outcome-independent definition of the low-risk eligibility class and validated parameter envelopes across relevant operating regimes.","Coupling analysis showing that bounded changes on an eligible loop cannot create unacceptable interactions or evade timely monitoring.","Shadow-mode evidence that the bounded method would materially reduce latency or improve performance without worsening any protected safety, maintenance, or service-quality metric.","Prior-art evidence before asserting that the mechanism composition is distinctive."],"next_evidence_step":"Preregister and conduct a retrospective plus offline-shadow study on one plant's candidate low-risk loops: compare queued changes with matched promptly reviewed changes on approval latency, control-band violations, cycling, energy per service unit, alarms, and interventions. Falsify the problem if procedural review contributes less than 5% of tuning latency and delay does not predict degradation; do not make live parameter changes at this stage.","research_questions":["What share of observed tuning latency is procedural queue time rather than substantive hazard analysis or engineering work?","Do delayed tuning requests predict control error, cycling, energy use, alarms, or interventions after prespecified adjustment for operating conditions and maintenance?","Can low-risk eligibility be defined before outcomes using hazard analysis, redundancy, operating regimes, and controller-coupling tests?","Can parameter envelopes contain credible failure modes, and can monitoring detect degradation before physical harm?","Does offline or shadow bounded retuning outperform the matched case-by-case baseline without worsening safety, maintenance, cybersecurity, or service-quality metrics?","Will the control-system owner, process-safety engineer, operators, and maintenance personnel accept the proposed accountability and rollback arrangements?","What prior systems or governance mechanisms already combine risk-tiered approval with bounded controller retuning?"] ,"recommendation":"VALIDATE_PROBLEM_FIRST","uncertainty_constraints":["All prevalence, demand, performance, and safety-benefit claims remain hypotheses or inferences without measurements.","World novelty and prior-art position are unmeasured.","Cost bands are resource-equivalent planning ranges based only on the stated scope, not plant-specific estimates.","A low-criticality redundant-loop result would not establish safety or benefit for coupled, nonredundant, or safety-critical loops.","Matched observations may remain confounded without preregistered covariates, exclusion rules, attribution logic, and protected-metric thresholds.","A short pilot cannot establish the frequency of rare tail harms.","Feasibility depends on existing control-system capabilities, data quality, process dynamics, and local safety governance that are absent from the packet."],"closed_book_prior_art_boundary":"Prior art is explicitly unsearched. This assessment makes no claim about novelty, prevalence, existing commercial or academic implementations, market size, realized impact, or comparative cost outside the sealed candidate."}