{"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__military_strategic_studies","archetype_slug":"invariant_mode_decomposition_design","domain_slug":"military_strategic_studies","title":"Scenario-Bounded Modal Warning for Coupled Escalation Risk","opportunity_summary":"Test whether a gated decomposition of sequential multivariable strategic-state data can reveal persistent or growing escalation and mission-failure combinations earlier than separate indicator dashboards, and whether it can improve simulated prioritization of reversible responses. The opportunity is safety-bounded and falsifiable, but demand, prevalence, stability across regimes, causal validity of simulated controls, and distinctiveness from existing approaches remain unverified.","adopter_authorizer":"A designated civilian-military assessment authority could authorize bounded analytic evaluation and use; any posture, communication, or operational action would remain with the legally responsible command and civilian chain.","scores":{"meaningful_impact":{"score":4,"rationale":"Earlier recognition of coupled escalation or mission-failure dynamics could materially improve high-consequence decisions, but the frequency of hidden-mode misses and realized improvement are unsupported."},"stakeholder_pull":{"score":2,"rationale":"The candidate identifies commanders, assessment staffs, civilian authorities, and allied liaisons as affected actors, but supplies no evidence that they demand this method, regard the stated blindness as a priority, or would allocate resources to it."},"incremental_advantage":{"score":3,"rationale":"The proposal makes a concrete comparative claim against indicator dashboards and expert causal models, but no held-out results establish better warning lead time, false-alarm cost, or simulated control outcomes."},"distinctiveness_plausibility":{"score":3,"rationale":"The combination of modal decomposition, fidelity gates, reversible-control comparison, and explicit rollback is structurally differentiated in the packet, while prior-art status is expressly unsearched and world novelty is unmeasured."},"technical_implementability":{"score":3,"rationale":"Fitting and testing a bounded transition operator on archived or synthetic exercise records is technically plausible, but sparse data, nonlinear and reflexive behavior, small spectral gaps, aggregation artifacts, and regime changes could invalidate the representation."},"adoption_authority_feasibility":{"score":3,"rationale":"The packet names a lawful analytic authorizer and preserves operational authority, yet adoption would require sensitive-data access, cross-staff coordination, independent review, and acceptance of a model whose warnings could affect escalation-sensitive deliberations."},"evidence_readiness":{"score":3,"rationale":"A safe comparative study, explicit gates, held-out runs, and falsifiers are specified, but the availability, comparability, integrity, and statistical adequacy of archived exercise runs are unknown."},"safety_net_benefit":{"score":4,"rationale":"The design could add an earlier-warning backstop while retaining human authority, reversible options, audit trails, exclusions, and halt rules; benefit is reduced by risks of false confidence, contaminated inputs, and escalation-provoking misuse."},"scalability":{"score":2,"rationale":"The method may be computationally reusable, but the candidate explicitly confines validity to a theater, phase, or scenario and requires refitting and review when drift or regime limits fail, constraining transfer and scale."}},"score_confidence":"MODERATE","costs":{"first_evidence":{"band_2026_usd":"250K_TO_1M","scope":"Preregister, prepare one archived or synthetic exercise dataset, fit a scenario-bounded model, implement both comparators and fidelity gates, evaluate held-out runs, and conduct independent analytic and authority review.","confidence":"LOW","assumptions":["Usable exercise records already exist or a credible synthetic dataset can be produced without new live exercises.","Work remains in an approved research environment with no live operational integration.","The estimate includes specialist labor, data preparation, secure access, evaluation, coordination, and review."]},"initial_deployment_startup":{"band_2026_usd":"1M_TO_5M","scope":"Convert a successful research prototype into a governed, auditable analytic capability for one bounded command context, including secure data pipelines, validation tooling, interfaces, documentation, accreditation work, and staff training.","confidence":"LOW","assumptions":["Deployment is limited to one bounded scenario or command context.","Existing secure computing and identity infrastructure can be reused.","No autonomous alert, targeting, or posture-control functionality is included."]},"operational_launch":{"band_2026_usd":"5M_TO_25M","scope":"Launch sustained operational analytic use in a legally authorized command setting with production integration, red-teaming, independent validation, exercises, governance, monitoring, rollback procedures, and trained coverage across relevant staffs.","confidence":"LOW","assumptions":["Operational launch requires higher assurance and coordination than research or prototype deployment.","Classified data integration and multi-organization approval are required.","Launch remains advisory and does not automate operational decisions."]},"annual_recurring":{"band_2026_usd":"1M_TO_5M","scope":"Maintain one bounded operational capability through analysts, data stewardship, secure infrastructure, drift and residual monitoring, periodic refitting, exercises, audits, independent review, and user support.","confidence":"LOW","assumptions":["Coverage is limited rather than enterprise-wide.","Material regime changes trigger renewed validation rather than routine automatic reuse.","Existing command infrastructure absorbs some security and administrative overhead."]}},"research_burden":"VERY_HIGH","earliest_credible_horizon":"3_TO_12_MONTHS","pipeline_gates":{"recognizable_externally_supportable_problem":{"status":"UNCERTAIN","reason":"The packet clearly specifies a consequential and falsifiable problem, but provides no external evidence that hidden coupled modes occur, are missed by ordinary assessment, or are sufficiently prevalent to justify adoption."},"identifiable_adopter_or_authorizer":{"status":"YES","reason":"The sealed candidate identifies a designated civilian-military assessment authority for analytic authorization and reserves operational action for the legally responsible command and civilian chain."},"distinct_testable_incremental_claim":{"status":"YES","reason":"The candidate claims improved held-out warning lead time, false-alarm cost, and simulated control outcomes relative to both separate-indicator dashboards and a scenario-specific expert causal model."},"bounded_next_evidence_step":{"status":"YES","reason":"One preregistered, scenario-bounded comparison on archived or synthetic exercise data can test reproducibility, residual structure, warning performance, and both stated falsifiers without live deployment."},"no_unresolved_safety_or_authority_stop":{"status":"YES","reason":"The first step excludes live targeting, adversary excitation, automatic posture changes, and intent attribution; it also specifies lawful authority, audit, halt, rollback, refit, and independent-review conditions."},"implementation_cost_scope_and_range":{"status":"YES","reason":"A bounded research study, single-context startup, operational launch, and recurring operation can each be scoped into broad resource-equivalent bands, although classified-data and accreditation requirements leave confidence low."}},"blocking_evidence":["No external evidence establishes the prevalence or operational importance of coupled patterns missed by ordinary dashboards.","No adequately conditioned and reproducible modal basis has been demonstrated across held-out exercise runs.","No comparative evidence shows better warning lead time or false-alarm cost than both the baseline and nearest rival.","The availability and adequacy of time-indexed exercise records for identifying a stable transition operator are unknown.","Predictive validity has not been separated from causal validity of simulated control effects.","Prior art is unsearched, so the claimed combination's distinctiveness is unverified.","No adopter inquiry establishes workflow fit, trust, governance acceptability, or willingness to resource the capability."],"next_evidence_step":"With an authorized assessment partner, preregister a retrospective study using multiple archived or synthetic runs from one bounded scenario: compare the gated modal method with the ordinary dashboard and expert causal-model rival on held-out warning lead time, false-alarm cost, reconstruction residuals, and simulated-control outcomes. Stop if the modal basis is ill-conditioned or irreproducible, consequential structure remains in residuals, or either comparator performs as early and reliably without hidden-mode misses.","research_questions":["Do coupled multivariable patterns reproducibly precede escalation or mission-failure transitions when no individual indicator has triggered?","Are estimated modes adequately conditioned, spectrally separated, and stable across held-out runs and reasonable state definitions?","Does the method improve preregistered warning lead time and false-alarm cost over both comparators?","Does consequential low-variance behavior remain structured in residuals or disappear through aggregation choices?","Which simulated control effects are identified by randomized exercise variation, quasi-experimental variation, or explicit scenario assumptions?","How sensitive are warnings and control rankings to deception, missing data, normalization, classification, and regime drift?","Would the designated authority accept the method as an advisory input under the proposed halt and rollback rules?","Does prior-art review identify materially similar military state-space, dynamic-factor, system-identification, escalation-warning, or spectral-network approaches?"],"recommendation":"PARTNERED_RESEARCH","uncertainty_constraints":["Closed-book assessment provides no evidence of prevalence, stakeholder demand, prior art, market size, realized impact, or exact cost.","The candidate is a hypothesis whose usefulness depends on a stable, scenario-bounded transition representation.","Strategic actors are reflexive and adaptive, so an intervention may invalidate the estimated mode structure.","Archived exercises may encode doctrine or exercise-design artifacts rather than operational dynamics.","Warning validity would not establish causal effectiveness of proposed controls.","Validity cannot be exported beyond the tested theater, phase, scenario, state construction, and regime.","Cost bands are low-confidence resource equivalents rather than procurement estimates."],"closed_book_prior_art_boundary":"Prior-art status is UNSEARCHED. This assessment makes no claim that modal, spectral, state-space, system-identification, dynamic-factor, escalation-warning, or related military decision-support methods are absent or uncommon; distinctiveness remains an unverified hypothesis pending bounded external research."}