Model routing
DeepSeek V4 Pro, DeepSeek V4 Flash and future providers can be assigned by stage, so cheap tasks and quality-critical tasks do not share one blunt model path.
One operating system for automated YouTube production.
TubeBear is built as a modular factory: every stage can be measured, swapped, retried and improved without breaking the whole workflow.
16-stage brain
From raw idea to delivered media package.
The production flow is intentionally explicit. A human operator or future customer can understand where the video is, what it costs, what failed and which part can be improved.
01
Brief and channel DNAtopic, audience, format, style, language, constraints
intake02
Research and concept labsearch context, sources, angle, outline
LLM03
Script, storyboard and voicehook, pacing, narration, scene beats
media04
Assets, motion, render and deliveryBackblaze, HyperFrames, AWS, Telegram package
ops
Core modules
A deeper product surface than a prompt-to-video box.
Motion registry
HyperFrames blocks, Remotion-style templates, captions, charts, callouts, lower thirds and transitions become reusable production assets.
Editor document
The editor treats scenes, voice, tracks, captions, media and motion as structured data that can be revised before render.
Backblaze storage
Upload slots, signed URLs, output packages and cleanup can be managed from the backend instead of living on local disks.
AWS render lane
Rendering is a queueable system: submit, monitor, retry, package and separate render failures from AI generation failures.
Delivery layer
Telegram file delivery is the first output channel. YouTube publishing, schedules and channel management can be layered next.
Admin as product
The control room is part of the customer value.
Competitors often hide complexity. TubeBear uses a protected admin as the operator layer: accounts, jobs, storage, models, motion assets, editor documents, AWS render and audit events.
Operator cockpitprotected
Start masterpiece runbrief, gates, forecast, operator approvals
readyBuild video assembly plantracks, scenes, voice, media, motion slots
editorQueue AWS renderrender package, status polling, retry path
cloudPrepare Telegram deliveryMP4, thumbnail, metadata and client-ready package
ship
Video system
The website already demonstrates the motion layer.
The same HyperFrames approach used in the homepage inserts can become a production template system for real customer videos.
Brand film
High-end SaaS storytelling for the public site.
Motion loop
Reusable pipeline visual language for product education and generated videos.
Explore the build
Open workflows
See the workflow page next.
The next page breaks the full production sequence into concrete operational steps and SEO-ready content clusters.