{"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__robotics_automation","archetype_slug":"deadweight_loss_reduction","domain_slug":"robotics_automation","title":"Risk-Tiered Validation for Bounded Industrial-Robot Program Changes","opportunity_summary":"Test whether a demonstrably bounded class of robot-program changes can receive differential validation that reduces approval delay and cell downtime while preserving all safety-envelope invariants and mandatory requirements. The opportunity is coherent and falsifiable, but the existence, frequency, and operational cost of the proposed coarse-validation problem remain hypothetical.","adopter_authorizer":"The prospective adopter is a plant's robotics, controls, production, and change-control organization; authorization rests with the formally designated machine-safety/change-control authority, subject to controlling legal, certification, labor, contractual, and insurer requirements.","scores":{"meaningful_impact":{"score":3,"rationale":"Avoided cell downtime and faster cycle-time, quality, or reliability improvements could be meaningful, but the candidate provides no evidence about affected-change frequency, downtime magnitude, or realized production benefit."},"stakeholder_pull":{"score":2,"rationale":"Operators, engineers, production teams, and plant management have plausible reasons to value shorter queues, but all queueing, deferral, and downtime observations are explicitly hypotheses, and no expressed adopter demand is supplied."},"incremental_advantage":{"score":3,"rationale":"Risk classification and invariant checks address duplicated validation more directly than adding reviewer capacity, but advantage depends on finding a separable edit class and demonstrating that omitted review steps add little protective value."},"distinctiveness_plausibility":{"score":2,"rationale":"The mechanism composition is internally plausible, but prior-art status is unsearched and the packet supplies no basis for distinguishing it from existing robot change-control or functional-safety practices."},"technical_implementability":{"score":3,"rationale":"A retrospective audit and limited workflow pilot appear technically bounded, while independently specifying and verifying edit classes against hidden software-physical coupling may be difficult."},"adoption_authority_feasibility":{"score":3,"rationale":"A designated plant authority can potentially change internal workflow, but external legal, certification, labor, contractual, or insurer requirements may constrain or prohibit differential validation."},"evidence_readiness":{"score":4,"rationale":"The candidate identifies change records, approval time, downtime, safety deviations, defects, disputes, and explicit falsifiers, enabling a safe retrospective comparison before any operational change."},"safety_net_benefit":{"score":4,"rationale":"The design retains full validation for excluded safety-relevant changes, requires independent invariants, and provides explicit hard-stop and reversion to the established process, although these controls have not been validated."},"scalability":{"score":3,"rationale":"A reusable taxonomy and workflow could extend across cells, but robot configurations, change classes, site authorities, and mandatory requirements may require substantial cell- or site-specific validation."}},"score_confidence":"MODERATE","costs":{"first_evidence":{"band_2026_usd":"10K_TO_50K","scope":"Retrospective, non-operational audit of one cell's change records, including record extraction, multidisciplinary classification, approval-delay and downtime attribution, and comparison of suspected bounded edits with safety-relevant changes.","confidence":"MODERATE","assumptions":["Usable change, validation, downtime, and incident records already exist.","The audit uses internal safety, controls, production, and data-analysis labor.","No production changes or new safety certification are included."]},"initial_deployment_startup":{"band_2026_usd":"50K_TO_250K","scope":"Prepare a one-cell, one-edit-class pilot by defining the taxonomy, independently checkable invariants, approval workflow, access controls, metrics, audit trail, training, and stop rules.","confidence":"LOW","assumptions":["Existing robot, safety, and change-management systems can support the required controls with limited integration.","External certification or legal review is limited rather than a full recertification.","The expedited class excludes all safety-rated code and physical-envelope changes."]},"operational_launch":{"band_2026_usd":"50K_TO_250K","scope":"Run and evaluate a time-limited pilot for one predefined edit class, including dual review, monitoring, comparison cases, production coordination, quality checks, safety oversight, and rollback readiness.","confidence":"LOW","assumptions":["The plant can identify enough eligible cases without expanding scope.","Pilot downtime and engineering coordination are included as resource-equivalent costs.","No incident, invariant failure, or mandatory requirement forces early termination or major redesign."]},"annual_recurring":{"band_2026_usd":"10K_TO_50K","scope":"Maintain a validated one-cell differential workflow through periodic taxonomy review, access and configuration control, audit sampling, metric reporting, training refresh, and incident or dispute review.","confidence":"LOW","assumptions":["Scope remains one cell and one established edit class.","Existing staff and software perform most monitoring and documentation.","Expansion to additional cells, robot types, or edit classes would require separate startup and validation resources."]}},"research_burden":"HIGH","earliest_credible_horizon":"3_TO_12_MONTHS","pipeline_gates":{"recognizable_externally_supportable_problem":{"status":"YES","reason":"The proposed problem is specific and observable through change queues, validation records, attributable downtime, and deferred-work records, with a stated falsifier if the pattern is absent."},"identifiable_adopter_or_authorizer":{"status":"YES","reason":"The packet identifies plant production and engineering organizations as adopters and the formally designated machine-safety/change-control authority as the internal authorizer."},"distinct_testable_incremental_claim":{"status":"YES","reason":"The candidate claims that differential validation for one independently bounded edit class will reduce approval time or attributable downtime relative to comparable full-validation changes without worsening specified safety or quality outcomes."},"bounded_next_evidence_step":{"status":"YES","reason":"A retrospective, non-operational audit of one cell is expressly authorized and can compare change classes without modifying robot operation."},"no_unresolved_safety_or_authority_stop":{"status":"UNCERTAIN","reason":"The candidate supplies exclusions and rollback rules, but differential validation could still be prohibited by mandatory requirements or invalidated by consequential nonlocal interactions."},"implementation_cost_scope_and_range":{"status":"YES","reason":"The one-cell audit and one-edit-class pilot provide bounded scopes for broad resource bands, although actual integration, certification, and production-coordination burdens remain uncertain."}},"blocking_evidence":["Whether one cell has a recurring, independently identifiable class of safety-irrelevant changes that currently receives full validation.","Whether coarse validation causes material approval delay, attributable cell downtime, or deferral of beneficial changes.","Whether edit classification can be independently audited without relying on the change author's judgment or allowing strategic change splitting.","Whether bounded edits can affect stopping behavior, safety-PLC timing, trajectories, payload dynamics, guarding assumptions, or human exposure through hidden coupling.","Whether controlling legal, certification, labor, contractual, customer, or insurer requirements permit differential validation.","Whether full review currently detects serious defects in the proposed bounded class at a rate that makes abbreviated review unacceptable."],"next_evidence_step":"Conduct a retrospective, non-operational audit of one cell using a fixed historical record set and a predeclared candidate edit class. Have safety and controls reviewers classify changes independently, then compare suspected bounded edits with safety-relevant changes on validation effort, approval time, attributable downtime, detected defects, and classification agreement. Stop further development if no recurring bounded class, material avoidable delay, or auditable classification is found, or if full review reveals consequential interactions in that class.","research_questions":["Which proposed edit class can be defined through objective, independently verifiable properties?","How often does that class enter full validation, and what approval delay and cell downtime are attributable to the uniform path?","What safety-relevant or quality defects has full validation detected within apparently bounded changes?","Which invariant checks are necessary to detect nonlocal coupling and unauthorized scope expansion?","Can independent reviewers classify records reliably, and can change splitting or schedule-pressure bias be detected?","Which external requirements govern validation for the cell, and do any prohibit the proposed differential path?","What comparison design and exposure duration would be sufficient to evaluate operational benefit without treating absence of rare harm as proof of safety equivalence?"],"recommendation":"VALIDATE_PROBLEM_FIRST","uncertainty_constraints":["Problem prevalence, queue magnitude, downtime, deferred improvements, and stakeholder demand are unsupported hypotheses.","World novelty, prior art, market size, and realized impact are outside the sealed evidence.","Safety equivalence cannot be inferred from internal coherence or from a small pilot with no adverse event.","Cost bands are resource-equivalent planning ranges, not quotes, and are sensitive to integration and mandatory-review requirements.","Scalability beyond one cell and one predefined edit class is unestablished.","Worker rights, consent, surveillance burdens, and non-monetizable harm cannot be offset by projected production gains."],"closed_book_prior_art_boundary":"No conclusion is made about novelty, prevalence, established practice, market size, realized outcomes, or exact cost. Prior-art status remains unsearched; external comparison with industrial-robot change-control and functional-safety practices is required before any distinctiveness claim."}