Topic2 articles11 research documents1 open problem
Video & design
Writing
2Portraiture as a research method: Sara Lawrence-Lightfoot's "painting with words", how it differs from ethnography, and the case against itPortraiture puts the researcher's own judgement at the centre of a study and measures success by whether readers recognise the truth of the portrait, not by whether anyone could repeat it. Its sharpest critic says that leaves no way to check the portraitist; its founder's answer is that a visible self demands more discipline, not less.Article11 Oct48 quotes · 1 source · 9 minHow investigative YouTube video essays are built: the cold open, the late turn to meaning, and the channels that borrow the form without the evidenceThe strongest forensic video essays open on an artifact, walk through evidence in the order a viewer would experience it, and say what it all means only late in the video. That delayed turn is what persuades, which is why the same structure works just as well for channels whose evidence does not hold up.Article11 Oct46 quotes · 1 source · 9 min
Open problems
1Research
11The Aldershot Product Bible — v1.0 (September 2026)Aldershot should win by being the one AI video editor that is predictable on price, honest about what it did, and better the longer you use it.Build briefSep34 figures · 239 sourcesAldershot: A Delegation-First AI Video Editor — Product Concept DossierBuild Aldershot as a "brief-to-cut" delegation engine, not a better timeline.Build briefSep23 figures · 76 sourcesALDERSHOT: How It Works, Moment to Moment — A "How It Works" DossierThe core feel never changes; only the number of doors that open changes.Build briefSep7 figures · 80 sourcesThe Creative-Layer Dossier for ALDERSHOT: Montage, the "Device Object," and the Sourcing EngineWrite-A-Video, SKALD, ESA), match-cut discovery (Netflix's WACV 2023 system), shot-type classification (MovieShots/SGNet), aesthetic scoring (LAION), and multimodal retrieval (Twelve Labs Marengo, CLIP/SigLIP).Build briefSep25 figures · 63 sourcesALDERSHOT — Vision & Possibilities DossierEditing is shifting from manual timeline manipulation to natural-language direction; agentic editors (ChatCut, Descript's Underlord) already exist, but all of them keep a timeline as the ground truth.Build briefSep13 figures · 40 sourcesALDERSHOT — Build Blueprint, Competitive Landscape & Product/UX DesignBuild it as a "script-is-the-timeline" agentic documentary engine, not another NLE.Build briefSep2 figures · 42 sourcesDesign Brief: The Build Surface for Aldershot — "The Draft Room"A surface where a video essay gets built — from a bare thesis to a structured, sourced, piece-by-piece argument — before (or alongside) Editor X.Build briefSep2 figures · 45 sourcesALDERSHOT: A Ground-Up Blueprint for an Agentic Documentary & Video-Essay EngineSTORM-style multi-perspective research + Dramatron/Re3/DOC hierarchical drafting + evaluator-optimizer critique loops), NOT the footage-matching layer.Build briefSep22 figures · 21 sourcesCANOPTICON: A Cloudflare-Native Pipeline for Automated, Filmmaker-Grade Daily News ShortsRemotion) must run in Cloudflare Containers (max standard-4 = 4 vCPU / 12 GiB, CPU-only, no GPU), and your distinctive narrator voice should come from ElevenLabs, not Workers AI.ResearchSep2 figures · 1 sourcesCode-Generated Animation for Automated Documentary: Frameworks, Visual Vocabularies & a Cloudflare-Native Build PlanBuild the primary visual layer in Remotion (React) and render it as chunked, parallel jobs on a Cloudflare-native stack (Workers + Durable Objects + Queues + Containers + R2), reserving Manim/GLSL/Three.ResearchSep7 sourcesThe Documentary Voice: A Specification for Investigative/Forensic Production TypeThis report extracts operational guidelines for a "documentary" production type to sit alongside (and orthogonal to) the existing "video essay" type.Dossier22 Jul58k characters
Key figures
32RevenueCat's 2026 data says AI apps earn 41% more per payer but churn 30% faster.The Aldershot Product Bible — v1.0 (September 2026)41%Rules that haven't fired in 60 days show as "sleeping"; they're never deleted.The Aldershot Product Bible — v1.0 (September 2026)60 daysNo "92% match." Show evidence counts and the last three examples instead.The Aldershot Product Bible — v1.0 (September 2026)92%RevenueCat's August 2026 study of 3,500+ AI apps found high-retention apps keep 13.9% of paid subscriptions after a year and low-retention apps keep 1.4%.The Aldershot Product Bible — v1.0 (September 2026)13.9%Across the top 500 SaaS/AI companies there were more than 1,800 pricing changes in 2025, and credit models grew 126% year over year.The Aldershot Product Bible — v1.0 (September 2026)126%Free is 60 credits; Starter is $15 for 150; Pro is $29 for 300.The Aldershot Product Bible — v1.0 (September 2026)$15At volume, not quality: 3 hours is enough to finish one real video.The Aldershot Product Bible — v1.0 (September 2026)3 hoursCancelling takes two clicks, with 90 days of export afterwards.The Aldershot Product Bible — v1.0 (September 2026)90 days
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