DynamicVibe Productions · The Showreel
Generated scenes, shot design, edit rhythm, grade, and final sequence positioned as a filmmaking system.
AI Evaluation The Control BayModel comparison, temporal coherence, frame judgment, rubrics, and ScopeLab precision inside a control-room language.
Sports Editing The Reel BayBroadcast-proven work presented as cinematic proof, with the reel carrying the story before the copy explains it.
AI filmmaking. AI video evaluation. Sports editing. Three specialisms — the same obsessive attention to craft on every project.
Directing and producing AI-generated cinematic content — from idea to final cut. Idea-to-frame generation, AI compositing, and hybrid live-action/AI pipelines.
Applying broadcast-level visual judgment to generative video evaluation — ranking model outputs, calibrating ground truth, and providing human feedback that improves frontier AI video models.
2x Sports Emmy Winner · Judge Since 2017
Two Sports Emmy Awards. Emmy judge since 2017. 20+ years cutting elite content for international brands and broadcasters. Every frame timed to the energy of the moment — from live-action highlights to full productions.
Hiring for AI video evaluation? Specialist page for AI labs, annotation platforms & frontier model teams — xAI, OpenAI, Runway, Scale, Mercor, DeepMind.
Hire Me for AI Video EvaluationBlending 20+ years of editorial craft with AI image and video models — generating, directing, and refining visual stories that wouldn't be possible any other way.
Applying broadcast-level visual judgment to generative video evaluation — ranking model outputs, calibrating ground truth, and providing human feedback that improves frontier AI video models.
Build evaluation rubrics, run blinded reviews and confirm preference rankings. Export traceable training data as JSONL while your media stays in your browser.
Open EvalForgeCheck AI video against delivery profiles: EBU R128 loudness, true peak, loudness range, safe areas, captions and HDR metadata. It screens for flashing and scores a rubric, and Precision mode adds levels. Diff reads every frame, with WebCodecs where it can. Every file gets a C2PA Content Credentials check. Export JSON or PDF reports, or a share link. Analysis runs in your browser.
Open CineQCThe record
Frame analysis, prompt building, shot planning, consistency, and the DVP Vault memory layer — the whole DynamicVibe workflow as a single system.
Selected frames / six cuts
A connected production toolkit for AI filmmakers, editors, and evaluators — from visual DNA and prompt building to browser scopes, subtitles, and project memory.
Break the scene down if you are starting from writing, then cast the character — forge the reference set, lock the record, prove the look holds — shape the prompt for your platform, and save the recipe — then upscale and finish for delivery.
Explore the workflowWaveform, vectorscope, RGB parade and frame comparison for browser video. Works with decoded pixels Chrome makes available; protected video may not be capturable.
Open ScopeLabTurn video and audio into subtitles with Whisper via fal.ai and your own key. Edit timecoded cues, export SRT or VTT, or burn captions into your video.
View CineScribeShape pitch, formants, breath and texture with character macros, a Morph Pad and an effects rack. Process locally, with optional AI voices and text-to-voice using your own key.
Open CineMorphOne Cinema Desktop for character continuity. Forge reference panels, build versioned records through Library → Character → Inspector, and train a consistency model in the LoRA lab. Carry identity, wardrobe and lighting through Shots → Edit → Output. Drafts autosave locally, with optional cloud sync and BYOK generation.
Open CastLockPart of CineQC. Inspect C2PA Content Credentials in images, video, audio and PDFs. Read who signed a file and what was done to it, check trust, batch whole folders and export JSON or PDF reports. Files stay in your browser.
Open CineQC ProvenanceTurn timecoded review notes into markers for Resolve, Premiere Pro, Avid and Final Cut. Match review-link time to your sequence start and export an import-ready file. Runs locally in your browser.
Open NoteCutDiagnose a failed AI shot, repair its prompt and choose a model for the retry. Batch triage, compare repairs and save fixes to Vault, with optional AI visual diagnosis using your own key.
Open Shot DoctorHold a hotkey, speak naturally, and drop clean text into any app. Transcription runs locally, with no cloud account or telemetry. CineVox is offline for a signed relaunch and returns soon with Free and Studio tiers.
Relaunching soon
A six-month track that builds the engineering behind the tools: read frames as arrays, measure defects instead of guessing at them, train a detector, and publish evidence anyone can recompute.
Every published number resolves to committed predictions and a command that reproduces it — including the benchmark where the hand-written measurements beat the trained model.
Open the course
I'm Marc Warfield, founder of DynamicVibe Productions. With 20+ years editing elite sports for international brands and broadcasters, I have built a career on cinematic storytelling under pressure, from live broadcast to high-end commercial productions.
Now I am pushing the craft further with AI filmmaking and expert visual AI training. As an AI image and video annotator/tutor for leading platforms, I bring a professional filmmaker's eye to the task of teaching machines how to see, and a technologist's edge to every edit I make.
Career Line
Every line ends at the same station: DynamicVibe Productions in Amsterdam.
Select a station for the fact behind it.
