{"schema_version":1,"research_id":"eoa_inverse_innovation_exp05_external_evaluation_20260803","source_assessment_id":"computability_boundary_mapping__film_media_production:P3:v0","cell_id":"computability_boundary_mapping__film_media_production","search_queries":["site:movielabs.com 2030 vision production workflow automation metadata versioning","site:partnerhelp.netflixstudios.com IMF delivery specifications supplemental packages localization","constraint-based video editing automatic editing research paper rules duration shots","automated video editing constraint satisfaction editing decision list research","site:bls.gov/ooh arts and design film and video editors camera operators median pay 2025","site:bls.gov/ooh computer and information technology software developers median pay 2025","site:opentimelineio.readthedocs.io timeline schema tracks clips official","site:aswf.io OpenTimelineIO editorial timeline interchange","site:bls.gov/ooh/computer-and-information-technology/software-developers.htm May 2024 median pay","site:smpte.org IMF ST 2067 interoperable master format versioning official","site:partnerhelp.netflixstudios.com IMF delivery complete supplemental packages official delivery specifications","site:helpx.adobe.com premiere-pro text based editing official documentation sequence transcript","Stanford Encyclopedia of Philosophy halting problem undecidable Rice theorem computability","site:plato.stanford.edu Turing machines halting problem undecidable","site:cs.cmu.edu halting problem Rice theorem lecture notes PDF","site:opentimelineio.readthedocs.io/en/latest tutorials timeline structure clips tracks transitions","10.1109/ICICS.2003.1292544 IEEE Computational video editing model optimization constraint satisfaction","EditDuet multi-agent system nonlinear editing project page paper 2025","EditIQ automated cinematic editing project page 2025 primary paper","site:arxiv.org/abs/2509.10761 EditDuet"],"sources":[{"source_id":"S1","title":"Ontology for Media Creation, Part 1: Overview, Version 2.0","publisher":"Motion Picture Laboratories (MovieLabs)","url":"https://mc.movielabs.com/omc/Overview/ML_Ontology_Pt1_Overview_v2.0.pdf","source_class":"OFFICIAL_ORGANIZATION_DATA","publication_date":"2023-08-16","accessed_at":"2026-08-03","claims_supported":["MovieLabs identifies friction and inefficiency in production workflows and calls for automation of tasks that are manual, ad hoc, or custom per production.","Production terminology and processes are variable and ambiguous, which creates software integration burden and uncertainty.","Shared data models are presented as necessary for automation, error reduction, repeatable workflows, and application integration.","The document is directed to companies developing or implementing media-creation products and services, while adoption authority remains with individual MovieLabs member companies."]},{"source_id":"S2","title":"SMPTE ST 2067 — Interoperable Master Format (IMF)","publisher":"Society of Motion Picture and Television Engineers","url":"https://www.smpte.org/standards/st2067","source_class":"STANDARD","publication_date":"undated living standards index","accessed_at":"2026-08-03","claims_supported":["Professional media workflows already represent compositions, synchronized essence, metadata constraints, and multiple versions through a formal standards suite.","IMF supports multiple territories, platforms, languages, airline edits, special editions, trailers, advertisements, and episodic or long-form works.","A Composition Playlist is a human-readable representation of a finished composition version, while Output Profile Lists specify parameterized transformations for deliverables.","The standard demonstrates both the feasibility and importance of precisely scoped, machine-readable composition constraints, but does not define an unrestricted creative-cut feasibility solver."]},{"source_id":"S3","title":"EditIQ: Automated Cinematic Editing of Static Wide-Angle Videos via Dialogue Interpretation and Saliency Cues","publisher":"Association for Computing Machinery / arXiv author preprint","url":"https://arxiv.org/abs/2502.02172","source_class":"PRIMARY_RESEARCH","publication_date":"2025-03-24","accessed_at":"2026-08-03","claims_supported":["Automated shot selection has been formulated as a finite discrete optimization problem with explicit cinematic penalties and solved using dynamic programming.","The system applies constraints concerning jump cuts, framing, rhythm, transitions, and minimum shot duration.","Its bounded experimental setting used finite rushes and timelines and compared outputs with professional human edits and several algorithmic baselines.","Human edits outperformed EditIQ on reported BBC-dataset comparisons, supporting retention of human editorial authority.","The paper supplies adjacent prior art for constraint-aware cut construction but not infeasibility certificates, open-ended executable rule scripts, dovetailing, or explicit UNKNOWN semantics."]},{"source_id":"S4","title":"EditDuet: A Multi-Agent System for Video Non-Linear Editing","publisher":"ACM SIGGRAPH / arXiv author preprint","url":"https://arxiv.org/abs/2509.10761","source_class":"PRIMARY_RESEARCH","publication_date":"2025-08-10","accessed_at":"2026-08-03","claims_supported":["A recent system accepts clips and natural-language instructions and iteratively modifies an NLE timeline through Editor and Critic agents.","The Critic assesses whether a timeline satisfies the request and either requests further edits or finalizes the output.","Reported failure modes include function and file hallucinations, unsupported feedback, index errors, and out-of-bounds subclips.","The work reports coverage, time-constraint satisfaction, failure rates, and user preference, establishing technically relevant comparators but not exact or complete feasibility guarantees."]},{"source_id":"S5","title":"OpenTimelineIO Documentation","publisher":"Academy Software Foundation OpenTimelineIO Project","url":"https://opentimelineio.readthedocs.io/en/latest/index.html","source_class":"OFFICIAL_PRODUCT_DOCUMENTATION","publication_date":"undated; documentation version 0.19.0.dev1","accessed_at":"2026-08-03","claims_supported":["An existing open-source API and interchange format represents editorial cut information and supports clips, timing, tracks, transitions, markers, and metadata.","Media is referenced externally rather than embedded, and adapters translate between editorial formats and proprietary media-storage schemas.","OTIO provides a practical representation substrate for a prototype candidate encoder and witness checker, although additional rule, bound, and certificate schemas would be required."]},{"source_id":"S6","title":"Edit Sequences Using Text-Based Editing in Premiere","publisher":"Adobe","url":"https://helpx.adobe.com/ca/premiere/desktop/edit-projects/edit-video-using-text-based-editing/edit-sequences-using-text-based-editing.html","source_class":"OFFICIAL_PRODUCT_DOCUMENTATION","publication_date":"2026-01-21","accessed_at":"2026-08-03","claims_supported":["A commercial NLE already creates sequence transcripts and maps text copying, moving, cutting, and deletion into timeline edits.","This is established workflow automation and a potential integration surface or comparator, but it remains user-directed rough-cut editing rather than a proof-producing feasibility service."]},{"source_id":"S7","title":"Computability and Complexity","publisher":"Stanford Encyclopedia of Philosophy, Stanford University","url":"https://plato.stanford.edu/entries/computability/","source_class":"AUTHORITATIVE_SECONDARY","publication_date":"2021-10-18","accessed_at":"2026-08-03","claims_supported":["A decision procedure must halt with the correct yes-or-no answer for every input in its declared class.","The halting problem is not computable, while positive-side enumerability need not provide a terminating negative answer.","Computability and practical feasibility are separate classifications.","The candidate's proposed program-input-to-cut-existence construction is consistent with standard reduction logic, but this source does not independently verify that the proposed editorial encoding is total, well formed, and answer preserving."]},{"source_id":"S8","title":"Software Developers, Quality Assurance Analysts, and Testers","publisher":"U.S. Bureau of Labor Statistics","url":"https://www.bls.gov/ooh/computer-and-information-technology/software-developers.htm","source_class":"GOVERNMENT_OR_REGULATOR","publication_date":"2025-08-28","accessed_at":"2026-08-03","claims_supported":["The May 2024 median annual wage was $133,080 for software developers and $102,610 for software quality-assurance analysts and testers.","Software development is collaborative and includes requirements, security, testing, defect documentation, upgrades, and maintenance.","These wage observations provide a public labor-cost anchor for resource-equivalent planning bands, not vendor quotations or complete deployment costs."]}],"problem_evidence":{"support":"WEAK","rationale":"The surrounding conditions are visible and consequential: MovieLabs documents variable, ambiguous, integration-heavy production workflows; SMPTE formalizes complex composition/version requirements; and recent automated editors exhibit failures and imperfect constraint satisfaction. However, none of the eight sources shows an operational editorial planner that promises total unrestricted cut-or-infeasible decisions or documents the specific asserted practice of converting timeout into NO CUT. The exact problem prevalence and realized losses therefore remain unverified.","source_ids":["S1","S2","S3","S4"]},"stakeholder_evidence":{"support":"MODERATE","rationale":"MovieLabs explicitly addresses media-creation product implementers and member-company decision makers and expresses a need for unambiguous data, software-defined workflows, automation, and reduced integration friction. SMPTE identifies implementers and global-content workflows that need formal composition/version processing. These establish a credible adopter and authorizer class—studio production-technology teams, post-production vendors, and standards-aware delivery organizations—but no named organization expresses demand for this exact bounded-proof/open-UNKNOWN service or commits funding or pilot authority.","source_ids":["S1","S2"]},"prior_art":{"proximity":"ADJACENT_PRIOR_ART","closest_analogues":[{"name":"EditIQ finite constraint-aware shot optimization","similarity":"Constructs a cut over a finite shot graph using dynamic programming and explicit cinematic constraints and penalties.","remaining_difference":"It optimizes a bounded formulation and evaluates aesthetic quality; it does not distinguish unrestricted recognizability from decidability, issue complete infeasibility certificates, or route incomplete search to UNKNOWN.","source_ids":["S3"]},{"name":"EditDuet iterative Editor–Critic NLE automation","similarity":"Accepts media plus instructions, searches through timeline edits, evaluates request satisfaction, and exposes measurable failures and time-constraint performance.","remaining_difference":"It is an empirical sequential-decision system whose Critic finalizes judged satisfaction; it does not claim exhaustive negative results or provide scope enforcement, dovetailed executable-rule evaluation, or proof-checkable coverage.","source_ids":["S4"]},{"name":"OpenTimelineIO and SMPTE IMF composition representations","similarity":"Provide machine-readable editorial timelines, clips, tracks, timing, metadata constraints, composition playlists, transformations, and versioning foundations.","remaining_difference":"They standardize representation and interchange rather than decide whether any constraint-satisfying cut exists or specify FOUND, bounded-INFEASIBLE, and UNKNOWN semantics.","source_ids":["S2","S5"]},{"name":"Adobe Premiere Text-Based Editing","similarity":"Commercially automates rough-cut timeline changes from an alternative high-level representation.","remaining_difference":"The editor remains the direct decision maker, and the feature neither accepts a general executable constraint brief nor certifies exhaustive feasibility or infeasibility.","source_ids":["S6"]}],"distinctive_claim_remaining":"For an enforceably finite cut space with a total rule fragment, a complete enumerator can soundly return FOUND-WITNESS or PROVEN-INFEASIBLE-WITHIN-BOUND; for effectively enumerable open cut encodings with potentially nonterminating evaluators, fair dovetailing can preserve eventual witness discovery while every budget exhaustion is labeled UNKNOWN. Contrastively and falsifiably, this router should produce zero false unrestricted infeasibility claims and should find later accepting witnesses that a sequential evaluator-starved baseline misses, without claiming improved aesthetics or practical runtime.","confidence":"MODERATE"},"implementation_evidence":{"support":"MODERATE","rationale":"The mathematical premise is credible: an unrestricted total decider would contradict the established undecidability of halting if the proposed mapping is total, computable, well formed, and answer preserving. OTIO supplies a usable timeline representation, SMPTE supplies relevant composition/version constraints, and existing systems demonstrate automated timeline construction. A synthetic bounded enumerator, checker, dovetail scheduler, and result router are technically buildable. Missing evidence includes independent verification of the exact reduction, completeness under pruning, scheduler fairness, production-scale state growth, adapter fidelity, downstream preservation of UNKNOWN, confidentiality controls for unreleased media, licensing terms, and live workflow integration. A synthetic study can avoid footage-rights and release-authority risks; production deployment would require access control, retention, vendor-license, labor/workflow, and editorial-approval review.","source_ids":["S2","S3","S4","S5","S6","S7","S8"]},"scores":{"meaningful_impact":{"score":3,"rationale":"A false infeasibility result could wrongly abandon a deliverable, and ambiguous automation can waste creative and engineering time. The size and frequency of this specific failure are not externally measured.","source_ids":["S1","S4"]},"stakeholder_pull":{"score":2,"rationale":"Industry bodies express strong general pull for interoperable automation and precise workflow data, but no adopter requests this computability-boundary intervention or offers a pilot.","source_ids":["S1","S2"]},"incremental_advantage":{"score":3,"rationale":"Explicit bounded certificates and UNKNOWN semantics offer a testable safety and epistemic advantage over heuristic finalization, sequential search, or binary timeout handling. Runtime and practical usefulness may be worse because exhaustive spaces can explode.","source_ids":["S3","S4","S7"]},"distinctiveness_plausibility":{"score":3,"rationale":"Constraint-aware and agentic automated editing, commercial rough-cut automation, and formal timeline standards are established adjacent art. The exact combination of reduction-reviewed scope routing, bounded infeasibility certificates, dovetailed witness search, and explicit UNKNOWN was not found in the eight-source evaluation, but world novelty was not measured.","source_ids":["S2","S3","S4","S5","S6","S7"]},"technical_implementability":{"score":4,"rationale":"A synthetic prototype using finite OTIO timelines, a deliberately total rule grammar, exhaustive enumeration, a checker, and a fair scheduler is straightforward in principle. Production scale, pruning soundness, arbitrary integrations, and trace volume remain difficult.","source_ids":["S3","S5","S7","S8"]},"adoption_authority_feasibility":{"score":3,"rationale":"A non-production study can be authorized by a pipeline engineering or research lead and need not make release decisions. Operational adoption requires studio or post-house workflow authority plus editor, producer, delivery, security, and possibly labor/legal approval.","source_ids":["S1","S2","S8"]},"evidence_readiness":{"score":4,"rationale":"The core claims admit a bounded synthetic test with known witnesses, independently enumerable spaces, intentionally divergent evaluators, and observable routing labels. Adopter pull and real-world prevalence require field evidence.","source_ids":["S3","S4","S5","S7"]},"safety_net_benefit":{"score":4,"rationale":"Preserving UNKNOWN, out-of-scope, and bounded infeasibility as separate states directly prevents an incomplete search from masquerading as a proof. The benefit disappears if downstream interfaces collapse those labels.","source_ids":["S4","S7"]},"scalability":{"score":2,"rationale":"Finite decidability does not ensure affordable runtime; candidate spaces grow with frames, tracks, clips, parameters, and generators. Multiple NLE adapters, confidential media, and certificate storage further constrain deployment.","source_ids":["S2","S3","S5","S7"]}},"score_confidence":"MODERATE","costs":{"first_evidence":{"band_2026_usd":"10K_TO_50K","scope":"Independent computability review plus a minimal OTIO-based harness, total bounded-rule grammar, four-state router, and preregistered 20-brief synthetic test.","confidence":"MODERATE","assumptions":["Approximately 4–8 person-weeks divided among a software engineer, independent computability reviewer, and part-time editorial-domain reviewer.","Uses synthetic metadata and proxy media, existing open-source components, and local or modest cloud compute.","The BLS software-developer wage is treated as a base labor anchor, with overhead and specialist-review contingency; this is not a vendor quote."],"source_ids":["S5","S7","S8"]},"initial_deployment_startup":{"band_2026_usd":"50K_TO_250K","scope":"Single-team prototype integrated with one timeline format or NLE adapter, including checker, immutable traces, certificate schema, access controls, usability work, and bounded performance characterization.","confidence":"MODERATE","assumptions":["Roughly 0.5–1.5 engineer-years plus fractional editor, QA, security, and formal-methods review.","One organization, one workflow, proxy-scale media, and no high-availability commitment.","Excludes acquisition of proprietary media licenses and major render/storage infrastructure."],"source_ids":["S1","S5","S8"]},"operational_launch":{"band_2026_usd":"250K_TO_1M","scope":"Production-ready service for one organization with authenticated asset access, one or two NLE/workflow integrations, audit records, monitored scheduler, failure recovery, user training, security/legal review, and staged rollout.","confidence":"LOW","assumptions":["Approximately 2–5 cross-functional full-time-equivalent years across engineering, QA, production technology, editorial operations, security, and program management.","Existing media storage, identity, and NLE licensing are available; otherwise the band may be exceeded.","Does not include organization-wide migration, high-volume rendering, or bespoke adapters for many vendors."],"source_ids":["S1","S2","S5","S8"]},"annual_recurring":{"band_2026_usd":"250K_TO_1M","scope":"Maintenance, QA regression suites, rule and adapter governance, incident review, security updates, certificate retention, support, and bounded search compute for a production service.","confidence":"LOW","assumptions":["Approximately 1.5–4 full-time-equivalent staff plus compute, storage, and support overhead.","Workload is limited to a small number of production teams and primarily metadata/proxy search rather than full-resolution rendering.","State-space growth or extensive human reformulation could push costs above this range."],"source_ids":["S2","S5","S8"]}},"verified_pipeline_gates":{"externally_supported_problem":{"status":"UNCERTAIN","reason":"Automation, formal composition constraints, workflow ambiguity, and automated-editor failures are externally supported, but the asserted unrestricted total promise and timeout-to-NO-CUT misuse were not observed in the sources.","source_ids":["S1","S2","S3","S4"]},"externally_credible_adopter_or_authorizer":{"status":"UNCERTAIN","reason":"MovieLabs member-company production-technology teams and standards-aware studios or vendors are credible authorizers and express adjacent automation needs, but no named entity requests or sponsors this service.","source_ids":["S1","S2"]},"distinct_testable_incremental_claim":{"status":"YES","reason":"The proposal makes a bounded comparative claim: complete finite enumeration must never miss an in-bound witness, open dovetailing must not starve a later accepting evaluator, and no incomplete run may emit infeasible.","source_ids":["S4","S7"]},"bounded_next_evidence_step":{"status":"YES","reason":"A 20-brief synthetic protocol can test reduction review, routing, enumeration coverage, checker soundness, scheduler fairness, certificate invalidation, and UNKNOWN propagation against fixed comparators and explicit falsifiers.","source_ids":["S3","S4","S5","S7"]},"no_unresolved_safety_or_authority_stop":{"status":"YES","reason":"The proposed first test can use synthetic assets, cannot affect active productions, retains human editorial authority, and can halt on any false certificate or collapsed UNKNOWN. Production confidentiality, licensing, and release controls remain later deployment obligations rather than stops for this test.","source_ids":["S1","S3","S5"]},"credible_cost_scope_and_range":{"status":"YES","reason":"All four bands specify staffing and deployment boundaries and are anchored to public developer compensation, with explicit exclusions and low confidence where integrations and compute are unknown.","source_ids":["S5","S8"]}},"next_evidence_step":"Conduct a preregistered, non-production, closed-input study with an adopter-observer but no release authority. Before running code, have an independent computability reviewer accept or reject the program-input-to-C_n construction against six obligations: total computable transformation, well-formed cut encodings, total bounded-step evaluator for each C_n, source-to-target direction, existential biconditional, and declared computation model. Then freeze an OTIO-based encoding, total bounded-rule grammar, bounds, checker, and four result labels. Run 20 synthetic briefs: five bounded feasible briefs with witnesses at varied enumeration depths; five bounded infeasible briefs whose spaces are independently enumerated; three open briefs with an accepting witness behind intentionally nonterminating earlier evaluators; three open briefs with no witness within budget; two malformed or out-of-fragment briefs; and two post-certificate bound changes. Compare (A) the proposed bounded-enumeration/dovetail router, (B) a sequential search with binary timeout-to-NO-CUT behavior, and (C) a fixed finite optimizer that reports only its declared bounded result. Primary measures are missed in-bound witnesses, false infeasibility labels, candidate-space coverage discrepancy, invalid accepted witnesses, starvation of later witnesses, correct UNKNOWN propagation, certificate invalidation after scope change, runtime, and proportion of briefs expressible in bounded mode. Falsify the first evidence if the reduction review fails; any valid in-bound witness is missed; any rejected candidate is absent from a bounded coverage certificate; an invalid cut is accepted; a later accepting evaluator is starved; an incomplete run returns infeasible; UNKNOWN becomes NO CUT downstream; or a changed bound leaves the previous certificate valid. Passing this synthetic study would not establish stakeholder demand, production-scale feasibility, or realized impact.","blocking_evidence":["No direct external evidence was found that a deployed editorial planner promises total unrestricted feasibility decisions or maps timeout to NO CUT.","No named studio, post-production vendor, editor, producer, or funder has expressed demand or granted pilot authority for this exact intervention.","The proposed program-input-to-cut-existence reduction has not been independently checked.","No prototype evidence establishes enumerator completeness, checker correctness, dovetail fairness, or end-to-end preservation of UNKNOWN.","No production benchmark characterizes state-space growth, useful bounded-brief coverage, pruning validity, witness latency, or compute/storage demand.","Production confidentiality, footage rights, software-license compatibility, labor/workflow effects, retention policy, and security authority have not been assessed.","The comparative benefit over a conventional fixed-size constraint solver with honest timeout labeling has not been measured."],"research_disposition":"PARTNERED_RESEARCH_PROGRAM","world_novelty_boundary":"This was a bounded eight-source opportunity evaluation, not a systematic literature review, patent search, product census, standards-gap analysis, freedom-to-operate opinion, or market study. It found established constraint-aware automated editing, agentic NLE automation, commercial text-driven rough-cut editing, formal timeline interchange, IMF composition/version standards, and established computability theory. It did not locate the exact proposed film-workflow combination of a reviewed halting reduction, scope-enforced bounded infeasibility certificates, dovetailed open witness search, and explicit UNKNOWN routing. That absence is not evidence of world novelty, patentability, freedom to operate, market size, adoption, or realized impact, all of which remain unmeasured.","arm":"COMPLETE_PROPOSAL_PORTFOLIO","candidate_version":0,"controller_recommendation":{"action":"STOP_EMPIRICAL_RESEARCH_NEEDED","repairable":false,"material_progress_observed":true,"progress_targets":["Obtain a redacted artifact, incident record, interface specification, or observation from an actual editorial-planning workflow showing whether incomplete search is represented as infeasible.","Secure written interest and named pilot authority from one studio, post-production vendor, broadcaster, or NLE/workflow provider, with editor and delivery-approval roles identified.","Complete an independent review of the reduction and publish every assumption, rejected mapping, and open proof obligation.","Run the preregistered 20-brief study against binary-timeout, sequential-search, and honest fixed-bounded comparators.","Demonstrate zero missed in-bound witnesses, zero invalid bounded infeasibility certificates, zero starved constructed witnesses, and zero downstream conversions of UNKNOWN to NO CUT.","Measure bounded-brief expressibility, candidate-space growth, runtime, trace volume, human reformulation effort, and the operational value of certificates before requesting a production pilot.","Complete production data-rights, confidentiality, access-control, retention, software-license, labor/workflow, and editorial-authority review before using non-synthetic assets."],"reason":"Bounded web research supports the mathematical premise, adjacent workflow need, implementation substrates, and close prior art, but it cannot establish the candidate's two critical opportunity premises: that the exact timeout-as-infeasible problem occurs in practice and that a specific authorizer wants the proposed remedy. It also cannot verify the reduction or system behavior without live proof review and prototype testing. Those gaps require fieldwork, proprietary workflow evidence, and execution of a comparative study, so further web search alone cannot pass the pipeline."},"proposal_index":3}