Internal production OS

Direct serialized short-form like a studio, not a one-off generator

Loopora Video is an AI-native operating system for Directors — canon, scripts, Fal.AI video generation, review gates, finals, publishing, and learning in one cinematic pipeline you can trust.

Kling v1.6Kling v2 MasterFFmpeg stitch

BriefDraftsReviewPublish

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Rec9:16 · 20s

Draft A · selected frame

Fal.AI · Kling v1.6 · 720p · take 02

Live frame

Take A

Take B

Take C

Hook

Disruption

Shift

Tagline

00:00:12:08 · DIRECTOR PREVIEW

Now in review•3 drafts ready

Canonical flow

Every episode moves through the same durable stages

Human taste stays in the loop

01Brief
02Script
03Drafts
04Review
05Final
06Package
07Publish
08Measure
09Learn

Built for Directors

Pipeline state you can see, review, and ship

Not a prompt playground. A production dashboard where episodes, jobs, assets, and approvals stay explicit — tenant-scoped and versioned.

Universe & canon

Characters, world rules, tone guardrails, and visual style live in one place — so every episode stays on-brand.

Episode pipeline

From brief to script to Fal.AI video jobs. Generate 3 Kling v1.6 drafts, pick a winner, then promote to Kling v2 master for the final render.

Durable job queue

Every expensive step is a tracked job: idempotent, replayable, and visible in the queue — not hidden in a chat thread.

Publish & measure

Package captions, export finals, publish to channels, and feed performance back into the next episode cycle.

Kling draft → Kling final, one production queue

Loopora uses Fal.AI with a two-stage model split — cheap Kling v1.6 draft batches first, Kling v2 master finals only after you promote a take.

Kling v1.6

Draft batches

Default draft path — 3×720p variants, 5s/10s clips, 9:16

Kling v2 Master

Final render

Promoted take @ 1080p after draft selection and human approval

FFmpeg stitch

Episode assembly

Concatenates Fal clips into one 20s vertical master (bundled on Vercel)

More via Fal.AI

Mochi, Veo, Runway Gen-3, and new endpoints as they land — without changing the Director workflow.

v1 defaults

Cost-aware by design, quality-aware by default

Loopora batches cheap Fal.AI drafts across Kling and peers, keeps canon protected, and only spends on Wan finals after explicit promotion — so the machine scales without silently burning budget.

Episode length20s vertical-first (2×10s clips)

Video gatewayFal.AI · FAL_KEY

Draft modelKling v1.6 standard @ 720p ×3

Final modelKling v2 master @ 1080p ×1

Human gatesDraft pick + final approval

Director workspace

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