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[ { "content": "You are writing a single-file Remotion animation component. The output is one scene of a longer explainer video, and it will be rendered headlessly at 1920x1080, 30 fps, for exactly 377 frames (12.6 seconds).\n\nHard requirements:\n- Output ONE fenced code block and nothing else. No commentary bef...
You are writing a single-file Remotion animation component. The output is one scene of a longer explainer video, and it will be rendered headlessly at 1920x1080, 30 fps, for exactly 377 frames (12.6 seconds). Hard requirements: - Output ONE fenced code block and nothing else. No commentary before or after. - The code ...
import React, { useEffect, useState } from 'react'; import { AbsoluteFill, useCurrentFrame, useVideoConfig, interpolate, spring, Easing, delayRender, continueRender, } from 'remotion'; import { DragContextProvider, Draggable, DragOverlay, EditableText, } from './interactive'; const BG = '#0E101...
v00003:5
v00003:5
100
0
[ { "content": "You are writing a single-file Remotion animation component. The output is one scene of a longer explainer video, and it will be rendered headlessly at 1920x1080, 30 fps, for exactly 405 frames (13.5 seconds).\n\nHard requirements:\n- Output ONE fenced code block and nothing else. No commentary bef...
You are writing a single-file Remotion animation component. The output is one scene of a longer explainer video, and it will be rendered headlessly at 1920x1080, 30 fps, for exactly 405 frames (13.5 seconds). Hard requirements: - Output ONE fenced code block and nothing else. No commentary before or after. - The code ...
import React, { useState, useEffect } from 'react'; import { useCurrentFrame, interpolate, spring, useVideoConfig, delayRender, continueRender } from 'remotion'; import { DragContextProvider, Draggable, EditableText } from './interactive'; const VideoComponent = () => { const frame = useCurrentFrame(); const { fps...
v00010:11
v00010:11
98
1
[ { "content": "You are writing a single-file Remotion animation component. The output is one scene of a longer explainer video, and it will be rendered headlessly at 1920x1080, 30 fps, for exactly 177 frames (5.9 seconds).\n\nHard requirements:\n- Output ONE fenced code block and nothing else. No commentary befo...
You are writing a single-file Remotion animation component. The output is one scene of a longer explainer video, and it will be rendered headlessly at 1920x1080, 30 fps, for exactly 177 frames (5.9 seconds). Hard requirements: - Output ONE fenced code block and nothing else. No commentary before or after. - The code m...
import React, { useEffect, useState } from 'react'; import { AbsoluteFill, useCurrentFrame, useVideoConfig, interpolate, spring, delayRender, continueRender, Easing, } from 'remotion'; import { DragContextProvider, Draggable, DragOverlay, EditableText, } from './interactive'; const BG = '#F4F4F...
v00013:2
v00013:2
94
1
[ { "content": "You are writing a single-file Remotion animation component. The output is one scene of a longer explainer video, and it will be rendered headlessly at 1920x1080, 30 fps, for exactly 170 frames (5.7 seconds).\n\nHard requirements:\n- Output ONE fenced code block and nothing else. No commentary befo...
You are writing a single-file Remotion animation component. The output is one scene of a longer explainer video, and it will be rendered headlessly at 1920x1080, 30 fps, for exactly 170 frames (5.7 seconds). Hard requirements: - Output ONE fenced code block and nothing else. No commentary before or after. - The code m...
import React, { useEffect, useState } from 'react'; import { useCurrentFrame, interpolate, spring, useVideoConfig, delayRender, continueRender } from 'remotion'; import { DragContextProvider, Draggable, DragOverlay, EditableText } from './interactive'; const VideoComponent = () => { const frame = useCurrentFrame(); ...
v00006:10
v00006:10
99
1
[ { "content": "You are writing a single-file Remotion animation component. The output is one scene of a longer explainer video, and it will be rendered headlessly at 1920x1080, 30 fps, for exactly 144 frames (4.8 seconds).\n\nHard requirements:\n- Output ONE fenced code block and nothing else. No commentary befo...
You are writing a single-file Remotion animation component. The output is one scene of a longer explainer video, and it will be rendered headlessly at 1920x1080, 30 fps, for exactly 144 frames (4.8 seconds). Hard requirements: - Output ONE fenced code block and nothing else. No commentary before or after. - The code m...
import React, { useEffect, useState } from 'react'; import { useCurrentFrame, interpolate, spring, useVideoConfig, delayRender, continueRender, Easing } from 'remotion'; import { DragContextProvider, Draggable, EditableText } from './interactive'; const VideoComponent = () => { const frame = useCurrentFrame(); con...
v00011:9
v00011:9
98
1
[{"content":"You are writing a single-file Remotion animation component. The output is one scene of (...TRUNCATED)
"You are writing a single-file Remotion animation component. The output is one scene of a longer exp(...TRUNCATED)
"import React, { useEffect, useState } from 'react';\nimport {\n AbsoluteFill,\n useCurrentFrame,\(...TRUNCATED)
v00000:2
v00000:2
99
1
[{"content":"You are writing a single-file Remotion animation component. The output is one scene of (...TRUNCATED)
"You are writing a single-file Remotion animation component. The output is one scene of a longer exp(...TRUNCATED)
"import React, { useEffect, useState } from 'react';\nimport {\n AbsoluteFill,\n useCurrentFrame,\(...TRUNCATED)
v00000:6
v00000:6
99
1
[{"content":"You are writing a single-file Remotion animation component. The output is one scene of (...TRUNCATED)
"You are writing a single-file Remotion animation component. The output is one scene of a longer exp(...TRUNCATED)
"import React, { useEffect, useState } from 'react';\nimport { useCurrentFrame, interpolate, spring,(...TRUNCATED)
v00015:3
v00015:3
97
1
[{"content":"You are writing a single-file Remotion animation component. The output is one scene of (...TRUNCATED)
"You are writing a single-file Remotion animation component. The output is one scene of a longer exp(...TRUNCATED)
"import React, { useEffect, useState } from 'react';\nimport {\n AbsoluteFill,\n useCurrentFrame,\(...TRUNCATED)
v00017:1
v00017:1
98
1
[{"content":"You are writing a single-file Remotion animation component. The output is one scene of (...TRUNCATED)
"You are writing a single-file Remotion animation component. The output is one scene of a longer exp(...TRUNCATED)
"import React, { useEffect, useState } from 'react';\nimport { useCurrentFrame, interpolate, spring,(...TRUNCATED)
v00021:2
v00021:2
99
1
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Knowlify/fablify-remotion-refine1-sft

Refinement-loop distillation round 1: SFT dataset from critique→revise cycles.

Pipeline

  1. Base: Knowlify/qwen3.8-27b-raft1 (SFT → GRPO → DPO → RAFT round 1)
  2. Sampling: Best-of-8 candidates from RAFT round 1 (800 prompts, median v0 score 74)
  3. Refine loop:
    • Gemini 3.1 Pro critiques the draft (motion-design director persona)
    • raft1 model revises based on critique (served via vLLM)
    • Gemini 3.5 Flash re-scores; repeat up to 2 rounds or until score ≥ 85
  4. Dataset: Kept final outputs with score ≥ 90

Stats

  • 701 examples (from 751 refined, 49 below threshold)
  • v0 score: mean 72.4, median 75
  • final score: mean 97.1, median 98
  • 701/751 scored ≥ 90, 665/751 scored ≥ 95
  • 77 prompts passed through with 0 refinement rounds (already good)
  • 660 took 1 round, 14 took 2 rounds

Format

Standard Remotion SFT: user prompt (scene spec) → assistant ```tsx code block.

Next

QLoRA 16-bit fine-tune on top of raft1 (r=32, 1 epoch).

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