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Loss Landscape Explainer, Original video

Video 1 of 1Ball rolls down a gradient descent curve explainer

Language: English
On-screen text: any language
Built with: Remotion
Requires: Bun
Python 3
FFmpeg
Needs: No API keys
Runs in: Claude Code
Codex
Output: 9:16
MP4
Works offline: Yes
Tested: Static checks passed · not yet test-rendered
Generates with: Your agent's own model

What you get with this skill

SKILL.md with the full prompt, scripts and asset rules
One-line install prompt for Claude Code, Codex or Cursor
ZIP download to keep or share inside your team
Every future version of this skill

Visual System

Loss Landscape Explainer

Create vertical loss-landscape and optimization-curve explainers with Remotion + Canvas, using computed Gaussian terrain, a ball moving by gradient descent, step and loss…

v1.0.0 · by Potto

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SKILL.mdPremium

--- name: loss-landscape-explainer description: Create vertical loss-landscape and optimization-curve explainers with Remotion + Canvas, using computed Gaussian terrain, a ball moving by gradient descent, step and loss readouts, three learning-rate trajectories, anchored callouts, and orange/cyan semantics. Use for explainers on gradient descent, learning rates, extraction curves, cost surfaces, or parameter tuning, and vertical social recaps that need a visible descent process.

Lite, Pro and Max all include every premium skill.

Create vertical loss-landscape and optimization-curve explainers with Remotion + Canvas, using computed Gaussian terrain, a ball moving by gradient descent, step and loss readouts, three learning-rate trajectories, anchored callouts, and orange/cyan semantics. Use for explainers on gradient descent, learning rates, extraction curves, cost surfaces, or parameter tuning, and vertical social recaps that need a visible descent process.

Updated Oct 21, 2026

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Choose Your Plan

One balance of credits for AI videos and AI images. Subscribe monthly or yearly, or buy a credit pack once.

Lite
$20/month
Billed monthly
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Images per month at HD
Learn more
Nano Banana Pro44 images
Nano Banana86 images
Videos per month
30-second product demo13 videos
60-second explainer5 videos
- 2,000 credits per month
- Up to 86 fast images
- Standard queue
- No added Potto watermark
- Batch processing with AI tools
- Not listed in public galleries
- All premium skills included
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Images per month at HD
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Nano Banana Pro111 images
Nano Banana217 images
Videos per month
30-second product demo33 videos
60-second explainer13 videos
- 5,000 credits per month
- Up to 217 fast images
- Priority queue
- No added Potto watermark
- Batch processing with AI tools
- Not listed in public galleries
- All premium skills included
Recommended
Max
$100/month
Billed monthly
Choose Max
Images per month at HD
Learn more
Nano Banana Pro333 images
Nano Banana652 images
Videos per month
30-second product demo100 videos
60-second explainer40 videos
- 15,000 credits per month
- Up to 652 fast images
- Highest priority queue
- No added Potto watermark
- Batch processing with AI tools
- Not listed in public galleries
- All premium skills included

Videos use credits when you export, and starting one needs a balance that covers its export. Counts assume a 30-second product demo and a 60-second explainer with narration and 3 illustrations.