A production line
that learns from every episode.
From a paragraph of story text to a publishable vertical comic-drama episode: multi-agent storyboarding → GPU video generation with a premium tier → a judge · attribute · mutate closed loop → assembly. Each episode's retrospective becomes rules for the next.
Nine stages, one closed loop.
Script → story beats
A writer agent splits each episode into beats — hooks, twists, cliffhangers — and carries over the previous episode's end state.
LLMDirector's brief (GA harness)
A tool-using director agent checks the asset table, series rules and last episode's weak dimensions, drafts, self-checks against deterministic validators, then submits.
GA · toolsShot cards (camera + sound)
Blocking, focal length, camera position, lighting, performance beats, line placement and continuity contracts; 40+ card-level validators.
LLM · validatorsVisual director
A VLM reads the director's board — previous end frame, character anchors, scene plates — and writes continuity state and exit frames.
VLMEngine routing
Identity-anchored, relay (previous end frame) or re-anchor generation; a premium tier only for key or rescue shots, with per-episode caps.
GPU · premium tierShot-level closed-loop search
Candidates in parallel → seven-dimension VLM judging plus objective signals → identity/costume audit → re-judge before acceptance → mutate only on hard faults, otherwise resample.
judge · searchVerification
Whole-chain re-scoring with per-series calibration; identity and costume gates cap drifting shots; cut points checked by objective signals.
verifyAssembly
Native voice kept line by line, voice cloning only for missing lines, per-face lip sync, adaptive transitions, ambience bed, BGM and subtitles.
assemblyRelease & retrospective
Episode + report → lessons split into craft and ops → written back as series rules → the next episode's director starts with them.
self-evolveJudged like a critic, verified like an engineer.
Low-temperature judging + re-judging
Three judgments of the same clip went from σ 0.70 to 0.25; candidates are re-judged before acceptance and a third pass breaks large disagreements.
Identity and costume gates
Registered leads are compared frame by frame against approved designs; drift is a hard fault during search and a cap at verification.
Long-take verification
Shots of nine seconds or more are judged as a camera journey on a temporal strip rather than as isolated frames.
Adaptive transitions
Objective cut-point signals — histogram, luminance, motion on both sides — decide between hard cut, short dissolve or dip to black.
Native voice first
Lines are matched by phonetic similarity to keep the generated performance; cloning and per-face lip sync only fill the gaps.
Rules that route
Each retrospective is split into craft lessons that reach the director and ops lessons that stay out of creative prompts.
Want a self-evolving pipeline for your content?
The harness, judges and evolution loop transfer to other media and other domains.