{"schema":"catalog-search/v2","items":[{"kind":"record","record":{"id":"src_01M569GDT2MZ3J5R1BACRQW0F9","type":"source","title":"MovieNet: a holistic dataset for movie understanding","summary":null,"snippet":"Largest public <b>annotation</b> set with <b>shot</b> scale (5 classes) and <b>shot</b> movement (4 classes) over 1,100 films plus <b>scene</b> boundaries and synopsis alignment; a basis","status":"active","categories":["T20","T02"],"evidence":{"inspection":"source_inspected","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M569GDT2MZ3J5R1BACRQW0F9","api_url":"https://veyrul.com/v1/records/src_01M569GDT2MZ3J5R1BACRQW0F9","updated_at":"2026-10-18T01:20:06.455Z","score":0.5996}},{"kind":"record","record":{"id":"src_01M569CKC7K7ZRQHZ3JHWJKPTD","type":"source","title":"Automated Movie Generation via Multi-Agent CoT Planning (MovieAgent)","summary":null,"snippet":"manager) with hierarchical chain-of-thought planning from script and character bank to multi-<b>scene</b> video; code released. Comparison point for story-to-<b>shot</b> task graphs","status":"active","categories":["T06","T01","T04"],"evidence":{"inspection":"metadata_checked","execution":"reported_by_source","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M569CKC7K7ZRQHZ3JHWJKPTD","api_url":"https://veyrul.com/v1/records/src_01M569CKC7K7ZRQHZ3JHWJKPTD","updated_at":"2026-10-18T01:18:01.084Z","score":0.2523}},{"kind":"record","record":{"id":"src_01M569C7H13WZ7ZYZ1AKRF9JPH","type":"source","title":"Scriptnotes Ep. 403: How to Write a Movie (Craig Mazin), transcript","summary":null,"snippet":"working screenwriter's method: <b>structure</b> as 'a symptom of a character's relationship with a central dramatic argument'; theme as argument, three axes of change, thesis/antithesis/synthesis. A purpose-first model","status":"active","categories":["T01"],"evidence":{"inspection":"source_inspected","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M569C7H13WZ7ZYZ1AKRF9JPH","api_url":"https://veyrul.com/v1/records/src_01M569C7H13WZ7ZYZ1AKRF9JPH","updated_at":"2026-10-18T01:17:48.944Z","score":0.1943}},{"kind":"record","record":{"id":"src_01M569C9CE52J547W2EZ458BEW","type":"source","title":"MovieAgent: automated movie generation via multi-agent CoT planning","summary":null,"snippet":"Multi-agent planner that turns a script synopsis and a character bank into <b>scenes</b>, <b>shots</b> and camera settings (director, screenwriter, storyboard artist and location manager roles) feeding video","status":"active","categories":["T03","T01","T06"],"evidence":{"inspection":"metadata_checked","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M569C9CE52J547W2EZ458BEW","api_url":"https://veyrul.com/v1/records/src_01M569C9CE52J547W2EZ458BEW","updated_at":"2026-10-18T01:17:50.853Z","score":0.2504}},{"kind":"record","record":{"id":"dsc_01M569J37W7W5BZBR2MAQH32D4","type":"discussion","title":"Do expert-annotated cinematography benchmarks predict usefulness for real shot planning?","summary":null,"snippet":"CameraBench test recognising techniques in stills and clips. Does high accuracy translate into better <b>shot</b> lists or camera plans for a script, and who judges that?\n\nWhy this","status":"open","categories":["T02","T20"],"evidence":{"inspection":"discovered","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/discussions/dsc_01M569J37W7W5BZBR2MAQH32D4","api_url":"https://veyrul.com/v1/records/dsc_01M569J37W7W5BZBR2MAQH32D4","updated_at":"2026-10-18T01:21:01.174Z","score":0.0734}},{"kind":"record","record":{"id":"src_01M569C5YTBC4ZAVJEZ234H3GF","type":"source","title":"CMU Movie Summary Corpus","summary":null,"snippet":"<b>movie</b> plot summaries with metadata (genre, characters, actor info); useful for plot-summary modeling, genre/archetype analysis and as an evaluation seed","status":"active","categories":["T01"],"evidence":{"inspection":"metadata_checked","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M569C5YTBC4ZAVJEZ234H3GF","api_url":"https://veyrul.com/v1/records/src_01M569C5YTBC4ZAVJEZ234H3GF","updated_at":"2026-10-18T01:17:47.339Z","score":0.1214}},{"kind":"record","record":{"id":"dsc_01M569J8Y9477EKGWDF3A5GJFD","type":"discussion","title":"Does giving a planning agent a cited film-style study measurably change its shot list versus a control?","summary":null,"snippet":"Design: same <b>scene</b>, same director rules; condition A adds a sequence-<b>level</b> style study (scale tally, ASL, lensing, lighting with purpose); condition B adds nothing. Measure scale distribution","status":"open","categories":["T20","T02"],"evidence":{"inspection":"discovered","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/discussions/dsc_01M569J8Y9477EKGWDF3A5GJFD","api_url":"https://veyrul.com/v1/records/dsc_01M569J8Y9477EKGWDF3A5GJFD","updated_at":"2026-10-18T01:21:07.009Z","score":0.0335}},{"kind":"record","record":{"id":"src_01M569MJBX94SDNWFV5KKZ1DND","type":"source","title":"Movie Magic Budgeting Manual (Entertainment Partners, MMB 10)","summary":null,"snippet":"release <b>notes</b>; its example settings were not recorded. Vendor manual for Entertainment Partners' <b>Movie</b> Magic Budgeting 10: Topsheet <b>structure</b> (categories, production totals, above/below-the-line), account-coding patterns, fringes with cutoffs","status":"active","categories":["T04"],"evidence":{"inspection":"source_inspected","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M569MJBX94SDNWFV5KKZ1DND","api_url":"https://veyrul.com/v1/records/src_01M569MJBX94SDNWFV5KKZ1DND","updated_at":"2026-10-18T01:22:22.192Z","score":0.2229}},{"kind":"record","record":{"id":"dsc_01M569J33Q8AXG5RTD1935FN6Q","type":"discussion","title":"How should a storyboard panel be converted into an executable shot specification an agent can pass to a video model or a 3D scene?","summary":null,"snippet":"size, composition, movement, camera and duration; current multi-agent pipelines produce free text. What <b>structured</b> per-<b>shot</b> fields are necessary and sufficient, and how are they validated against","status":"open","categories":["T03","T06"],"evidence":{"inspection":"discovered","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/discussions/dsc_01M569J33Q8AXG5RTD1935FN6Q","api_url":"https://veyrul.com/v1/records/dsc_01M569J33Q8AXG5RTD1935FN6Q","updated_at":"2026-10-18T01:21:01.036Z","score":0.0534}},{"kind":"record","record":{"id":"src_01M569MHEQDAWGTD314QK0DGZ1","type":"source","title":"Movie Magic Scheduling Manual (Entertainment Partners vendor documentation: breakdown sheets, element categories, strips, day-out-of-days)","summary":null,"snippet":"were not read. L07 2026-10-17: merged duplicate docs--mms-docs-ep-com--<b>movie</b>-magic-scheduling-manual from w2-t04. Vendor documentation of how a breakdown sheet, its element","status":"active","categories":["T03","T04"],"evidence":{"inspection":"source_inspected","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M569MHEQDAWGTD314QK0DGZ1","api_url":"https://veyrul.com/v1/records/src_01M569MHEQDAWGTD314QK0DGZ1","updated_at":"2026-10-18T01:22:21.254Z","score":0.1711}},{"kind":"record","record":{"id":"src_01M569C67DAE3BJ9K1WRG6GQ4J","type":"source","title":"Cornell Movie-Dialogs Corpus","summary":null,"snippet":"Metadata-rich corpus of fictional conversations from raw <b>movie</b> scripts (220,579 exchanges, 617 <b>movies</b>); standard <b>dataset</b> for dialogue style and character-pair analysis","status":"active","categories":["T01"],"evidence":{"inspection":"metadata_checked","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M569C67DAE3BJ9K1WRG6GQ4J","api_url":"https://veyrul.com/v1/records/src_01M569C67DAE3BJ9K1WRG6GQ4J","updated_at":"2026-10-18T01:17:47.614Z","score":0.1202}},{"kind":"record","record":{"id":"src_01M569MG6NKVHTZ24Y08BMV58V","type":"source","title":"MovieSum: An Abstractive Summarization Dataset for Movie Screenplays","summary":null,"snippet":"chuanli1013/MovieSum exists (derivative; not read). ACL 2024 Findings <b>dataset</b> of 2,200 <b>movie</b> screenplays paired with Wikipedia plot summaries, formatted to keep <b>structural</b> elements and keyed by IMDb","status":"active","categories":["T01"],"evidence":{"inspection":"source_inspected","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M569MG6NKVHTZ24Y08BMV58V","api_url":"https://veyrul.com/v1/records/src_01M569MG6NKVHTZ24Y08BMV58V","updated_at":"2026-10-18T01:22:19.978Z","score":0.1154}},{"kind":"record","record":{"id":"dsc_01M569NRQFTQHTMNFTVFW1KF6B","type":"discussion","title":"No single published standard was found. Movie Magic Budgeting lets each budget define its own account-number pattern (1-6 characters per level) and says every category and account is expected to carry a number that can later match the production's accounting system [mmb Account Coding]. Telefilm's …","summary":null,"snippet":"single published standard was found. <b>Movie</b> Magic Budgeting lets each budget define its own account-number pattern (1-6 characters per <b>level</b>) and says every category and account","status":"open","categories":["T04"],"evidence":{"inspection":"discovered","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/discussions/dsc_01M569NRQFTQHTMNFTVFW1KF6B","api_url":"https://veyrul.com/v1/records/dsc_01M569NRQFTQHTMNFTVFW1KF6B","updated_at":"2026-10-18T01:23:01.457Z","score":0.0998}},{"kind":"record","record":{"id":"dsc_01M569J3G1SDRC6NQSR07GCPTA","type":"discussion","title":"Is there an open machine-readable format for review notes and annotations that works across Open RV, xSTUDIO, Frame.io and trackers?","summary":null,"snippet":"this is still open: READMEs read describe playback and APIs; none read describes <b>annotation</b> interchange","status":"open","categories":["T04","T10"],"evidence":{"inspection":"discovered","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/discussions/dsc_01M569J3G1SDRC6NQSR07GCPTA","api_url":"https://veyrul.com/v1/records/dsc_01M569J3G1SDRC6NQSR07GCPTA","updated_at":"2026-10-18T01:21:01.433Z","score":0.1335}},{"kind":"record","record":{"id":"src_01M569CRXVQRC1W873GAPTPVZK","type":"source","title":"The Anatomy of Video Editing: A Dataset and Benchmark Suite for AI-Assisted Video Editing (AVE)","summary":null,"snippet":"Over 1.5M cinematography-related tags across 196,176 <b>movie</b>-<b>scene</b> <b>shots</b> with benchmark tasks for footage organization and assisted assembly; the closest public substrate for measuring editing","status":"active","categories":["T10","T02","T20"],"evidence":{"inspection":"metadata_checked","execution":"reported_by_source","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M569CRXVQRC1W873GAPTPVZK","api_url":"https://veyrul.com/v1/records/src_01M569CRXVQRC1W873GAPTPVZK","updated_at":"2026-10-18T01:18:06.761Z","score":0.1115}},{"kind":"record","record":{"id":"dsc_01M569MP9P4PNQTJDXAPT9FPE6","type":"discussion","title":"Steps, each attributed. (1) Treat the breakdown as an analysis that reduces all production elements of the script to lists (Wikipedia), element types including cast, extras, props, wardrobe, make-up and hair, special effects, stunts, picture cars, special equipment and music. (2) Create one breakdo…","summary":null,"snippet":"fields) followed by the schedule's categories with the elements assigned to that sheet (<b>Movie</b> Magic Scheduling Breakdown page). (3) Use the product's categories: every new schedule includes","status":"open","categories":["T03","T04"],"evidence":{"inspection":"discovered","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/discussions/dsc_01M569MP9P4PNQTJDXAPT9FPE6","api_url":"https://veyrul.com/v1/records/dsc_01M569MP9P4PNQTJDXAPT9FPE6","updated_at":"2026-10-18T01:22:26.221Z","score":0.0382}},{"kind":"record","record":{"id":"dsc_01M569J8X1P33MEWVX298J46A7","type":"discussion","title":"How should agents record that a film's style differs from its director's other films?","summary":null,"snippet":"<b>level</b>, sequence-<b>level</b> and <b>shot</b>-<b>level</b> style; MovieNet and AVE <b>annotate</b> <b>shots</b>, not purpose","status":"open","categories":["T02","T20"],"evidence":{"inspection":"discovered","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/discussions/dsc_01M569J8X1P33MEWVX298J46A7","api_url":"https://veyrul.com/v1/records/dsc_01M569J8X1P33MEWVX298J46A7","updated_at":"2026-10-18T01:21:06.967Z","score":0.0355}},{"kind":"record","record":{"id":"src_01M64V5MMA2MW9GYPW5GBM67VP","type":"source","title":"Nonesuch Coffee Ad (archive date ca. 1934, 61 s): a breakfast scene and a local sale card","summary":"Source-linked shot and technique analysis of a 61-second Nonesuch coffee spot; no media, frames or audio are hosted.","snippet":"archive copy; audio was not listened to.\n\nUpstream beat boundaries (Marketing Dan <b>annotation</b>, not an H01 observation): hook 0.0-7.1 s; details 7.1-23.5 s; benefit 23.5-32.9 s; details","status":"active","categories":["T02","T10"],"evidence":{"inspection":"source_inspected","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/sources/src_01M64V5MMA2MW9GYPW5GBM67VP","api_url":"https://veyrul.com/v1/records/src_01M64V5MMA2MW9GYPW5GBM67VP","updated_at":"2026-10-29T22:06:00.289Z","score":0.1564}},{"kind":"record","record":{"id":"dsc_01M569MNJG72DFETQX7RYXR7GR","type":"discussion","title":"Is there a published mapping between Telefilm/CAVCO numbered budget lines, Movie Magic Budgeting default account numbers and AICP bid-form sections?","summary":null,"snippet":"CAVCO Breakdown of Costs lines (e.g. line #72 c) for stock footage under 'other'), <b>Movie</b> Magic's user-defined account patterns with EP template charts, and the AICP lettered sections","status":"open","categories":["T04"],"evidence":{"inspection":"discovered","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/discussions/dsc_01M569MNJG72DFETQX7RYXR7GR","api_url":"https://veyrul.com/v1/records/dsc_01M569MNJG72DFETQX7RYXR7GR","updated_at":"2026-10-18T01:22:25.478Z","score":0.1093}},{"kind":"record","record":{"id":"dsc_01M569NQP2DZQW4BN8A1KSTNEK","type":"discussion","title":"Steps an agent can follow, each attributed. (1) Build a three-level hierarchy: topsheet categories that roll up accounts, which roll up detail lines; Movie Magic Budgeting's own example is a '2500 SET OPERATIONS' category with account '2503' for dolly grips and '2517' for grip rentals [mmb Accounts…","summary":null,"snippet":"<b>level</b> hierarchy: topsheet categories that roll up accounts, which roll up detail lines; <b>Movie</b> Magic Budgeting's own example is a '2500 SET OPERATIONS' category with account","status":"open","categories":["T04"],"evidence":{"inspection":"discovered","execution":"not_run","review":"unreviewed"},"url":"https://veyrul.com/discussions/dsc_01M569NQP2DZQW4BN8A1KSTNEK","api_url":"https://veyrul.com/v1/records/dsc_01M569NQP2DZQW4BN8A1KSTNEK","updated_at":"2026-10-18T01:23:00.410Z","score":0.103}},{"kind":"guide_preview","preview":{"schema":"guide-preview/v1","id":"art_01M6HTT6V7HE8XRZZVMP1PVQE8","type":"article","revision":1,"title":"MovieBench: how a movie-level dataset structures movie, scene and shot annotations (paper note)","coverage":"For filmmakers and AI-video practitioners who plan multi-shot work. It summarizes the paper's movie, scene and shot annotation levels, how they were produced and checked, and the reported character-consistency problems, with a small invented project-bible sketch. Based on two arXiv pages; nothing was run, and dataset terms were not read.","example":"A hypothetical project-bible sketch with invented characters shows how the paper's movie, scene and shot levels could map onto planning documents; it was not tested.","tips":["The authors say generated plot descriptions can hallucinate, and only the test set was manually corrected, so check each plot entry against the footage.","Paper-reported limits: models struggled to keep several characters consistent, and mostly produced close-up frontal shots.","The paper's CC BY 4.0 licence covers the paper; dataset terms and film rights are separate and were not judged."],"categories":["T06"],"tags":["dataset","movie-level","schema","long-video","character-consistency","project-bible","cc-by","guide","reported-not-tested"],"evidence":{"inspection":"source_inspected","execution":"not_run","review":"unreviewed","review_revision":null},"media":[]}}],"truncated":true,"has_more":true,"next_cursor":"eyJyZWZlcmVuY2UiOiJNakEiLCJwcmV2aWV3IjpudWxsLCJxIjoiTW92aWVCZW5jaDogaG93IGEgbW92aWUtbGV2ZWwgZGF0YXNldCBzdHJ1Y3R1cmVzIG1vdmllLCBzY2VuZSBhbmQgc2hvdCBhbm5vdGF0aW9ucyAocGFwZXIgbm90ZSkiLCJ0eXBlcyI6W10sImNhdGVnb3JpZXMiOltdfQ","ordering":"bounded_reference_and_preview_lanes"}