TheFluxTrain

What it is TheFluxTrain is a hosted creative platform for creators, marketers, and filmmakers who need more than one-off generations. It connects identity (trained models and character bibles), orchestration (visual node workflows), and assembly (a real video editor) in one production stack — designed so humans and AI agents can collaborate on the same project.

Agentic by design TheFluxTrain is built for agent-driven production, not just manual clicking:

tft CLI (thefluxtrain-cli) — device-code login, manifest-synced commands, and structured outputs so agents can generate media, edit Flow Studio graphs, manage timeline projects, and build character bibles without hand-writing HTTP. Flow Studio agent — an in-product assistant that plans and applies graph operations (create nodes, wire ports, set prompts, attach characters/collections) across 68+ node types. Video editor agent — programmatic timeline mutations (clips, tracks, subtitles, story text) via the same CLI/API surface agents already use. Cursor skills & docs — first-class guidance for wiring full pipelines from an IDE or coding agent. Typical agent loop: describe the film or campaign in chat → agent creates character bibles → builds a Flow Studio pipeline → generates shots → assembles and subtitles on the timeline.

Character consistency Consistency is a first-class problem, not an afterthought:

Flux LoRA training — upload a small set of reference images (often 3–9), AI-assisted captioning, trigger-word setup, and fine-tune on Flux.1 Dev for a reusable visual identity (people, products, cartoon characters). Character Builder & bibles — create character/product folders with preview mug shots and 16:9 reference sheets; use them directly in workflows via input-character nodes. Reference-first paths — consistency without training when appropriate (reference images, collections, inpainting with trained LoRAs). Flow Studio integration — wire character inputs, collections, and LoRA nodes into the same graph as image and video generators so every shot inherits the same face, wardrobe, or product look. Workflow orchestration (Flow Studio) Flow Studio is a visual pipeline builder for repeatable production:

Templates first — ready-to-run flows for ads, storyboards, influencer content, product shots, infographics, and short films; clone and customize instead of starting from zero. 68+ node types — chain inputs, image/video/voice models, LLM steps, crop/resize/join/split utilities, and outputs in one graph. Multi-stage recipes — storyboard stills → image-to-video → lip-sync; reference-driven ads; multi-shot join; describe-then-generate pipelines. Shareable & reusable — save flows, duplicate variations, and run the same structure with new inputs for batch or series work. Video editor Generated clips are ingredients; the editor is where they become a film:

Multi-track timeline — video, image, audio, text, shapes, and scene tracks with trim, speed, crop, and positioning. Subtitles — word-level subtitle tracks and styling for social and narrative cuts. Cloud render — export finished projects from the timeline. Agent + CLI control — the same timeline is editable from the browser or programmatically via tft, so an agent can place generated assets, adjust timing, and prepare a cut for review. LoRA training (depth) For users who need locked-in identity across many runs:

Upload reference images Label with AI-assisted captions and a unique trigger word Train a Flux LoRA (rank and settings tuned for subject capture without heavy overfitting) Generate across the app — standalone generation, Story Studio, inpainting, and Flow Studio LoRA nodes Training is positioned as power for repeat customers and series work; templates and reference-based flows work without training when that’s enough.

Who it’s for Filmmakers & vibe directors — short films and multi-shot sequences with continuity, not random clips Creators & AI influencers — consistent faces and wardrobes across episodes Marketers & agencies — templated ad and product pipelines with brand-locked visuals Storytellers & parents — illustrated storybooks with the same character in every scene Developers & agent builders — API, OpenAPI docs, and CLI for automations and AI coding assistants Links Website: https://thefluxtrain.com CLI: pip install thefluxtrain-cli