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Diffusion Studio Review: Key Features and Pros&Cons

  • What it is:Diffusion Studio is an AI-powered, open-source, browser-based video editing application that automates repetitive tasks like removing filler words using WebCodecs and WebGPU.
  • Best for:Individual video creators, Content marketers needing fast rough cuts, Teams avoiding software installation
  • Pricing:Free tier available, paid plans from Paid (pricing not specified on public page)
  • Rating:68/100Above Average
  • Expert's conclusion:Diffusion Studio is well suited for developers and content creators who support browser-native AI video editing however it does require WebGPU compatible hardware.
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Reviewed byMaxim Manylov·Web3 Engineer & Serial Founder

Company Overview

Diffusion Studio is a video editing software application powered by artificial intelligence that edits repetitive elements of a video directly in the web browser, utilizing WebGPU technology.

Active
📍San Francisco, CA
📅Founded 2023
🏢Private
TARGET SEGMENTS
Content CreatorsVideo ProducersIndependent Filmmakers

Key Metrics

🏢
3
Employees
📊
2023
Founded
📊
San Francisco, CA
Location

Credibility Rating

68/100
Fair

Founded in 2023, Diffusion Studio allows users to edit videos professionally without the need for uploading or downloading or requiring a download of their software.

BREAKDOWN
Product Maturity65/100
Company Stability60/100
Security & Compliance70/100
User Reviews70/100
Transparency70/100
Support Quality65/100
TRUST SIGNALS
Y Combinator-backed companyBrowser-native technology using WebGPUOpen source GitHub repository available

Company History

2023

Company Founded

The technology utilizes WebGPU for hardware-accelerated video editing, which means that the end-user will never be required to upload or download any files to use it.

2023

Y Combinator Acceptance

Early stage startup with innovative browser based technology and backing from Y Combinator, however limited user data and market presence.

2024

Product Launch

The company, Diffusion Studio, was founded by Konstantin Paulus who started developing his application as soon as WebGPU was released to start building browser-based video processing applications.

Key Executives

Konstantin Paulus— Founder & CEO
The company was selected by Y Combinator, one of the top startup accelerators in the world, and received its first round of funding and support for its development process.
Matthias— Co-founder
Diffusion Studio launched a new product that includes a browser-based video editing application that is capable of editing automatically, transcript editing, and timeline editing, all at a professional level.

Key Features

✨
Auto Edit
Konstantin Paulus has been working in the field of signal processing for many years, and has previously worked for a major German manufacturing company developing signal processing equipment.
✨
Transcript-Based Editing
As part of its team, Diffusion Studio has a former founder of another startup who used AI to drive video processing on hardware-constrained devices for detecting tracking of traffic participants.
✨
Timeline Editing
Diffusion Studio uses AI to remove all types of filler words, pauses, and redundant explanations from raw unedited video footage.
✨
Browser-Native Processing
Users can edit their videos through the transcription interface, allowing for very precise adjustments by manipulating the transcription of the video, or use a simple and intuitive timeline interface for more detailed control.
💬
WebCodec Support
All of the features of Diffusion Studio are run completely within the web browser using WebGPU for hardware-acceleration, which eliminates the need to upload or download any files.
✨
Professional Output
After editing, the end result will be a highly polished and ready-to-publish video production that is perfect for content creators and media professionals.

Tech Stack

Infrastructure

Browser-based with local hardware acceleration, no server uploads required

Technologies

WebGPUWebCodecsBrowser APIs

Integrations

Browser-based editingVideo import/export

AI/ML Capabilities

AI-driven video processing that automates editing tasks including silence and filler word detection, utilizing machine learning for intelligent content analysis

Based on Y Combinator company profile and official Diffusion Studio website

Use Cases

Content Creators & YouTubers
Use the features of this product to rapidly speed-up your editing time by removing pauses, filler words, etc., and yet still produce a professional-quality final product
Podcast & Audio Content Producers
This product can streamline the video post-production process of creating podcasts by automatically eliminating verbal fillers, as well as removing unnecessary pauses in an editor's dialogue
Corporate Video Producers
The product will enable you to dramatically shorten production turnaround times for training videos, webinars, and corporate communications with its ability to automate the editing process
Independent Filmmakers
Professional-level video editing is now possible without spending hundreds of dollars for software that requires a large upfront investment. With this product, you can edit from any computer/device via the browser
NOT FORReal-Time Live Streaming
Not applicable - this product was built for post-production editing, therefore it is not compatible with real-time streaming applications
NOT FORComplex Multi-Layer Video Production
Only limited application - the tool is geared toward cleaning and trimming footage versus complex compositing, effects, or color grading

Pricing

Pricing information with service tiers, costs, and details
☐Service$CostℹDetails🔗Source
Free$0250 AI credits (one time), unlimited projects and imports, 4K exports, no watermarks—
ProPaid (pricing not specified on public page)Full platform access after free trial creditshttps://www.diffusion.studio/pricing
Free$0
250 AI credits (one time), unlimited projects and imports, 4K exports, no watermarks
ProPaid (pricing not specified on public page)
Full platform access after free trial credits
https://www.diffusion.studio/pricing

Competitive Comparison

FeatureDiffusion StudioThinkDiffusionDiffusion LabsAlive AI
Core FunctionalityBrowser-based video editing, AI edits, captionsGPU cloud for Stable Diffusion, teams workspacesAI audio/image/video generationMultimodal interactive platform
Pricing (starting)Free tier with 250 creditsPay-as-you-go Hobby + $19.99/mo ProMonthly plans (details unspecified)$19.99/month
Free TierYes (250 credits one-time)Yes (pay-as-you-go)No infoFree trial
Enterprise FeaturesNo infoTeams plan $59.99/mo, additional members $6/moNo infoNo info
API AvailabilityNo infoNoManaged API (implied via WaveSpeedAI context)No info
Integration CountNo infoTeams workspaces, file sharingNo infoNo info
Support OptionsNo infoNo infoNo infoNo info
Security CertificationsNo infoNo infoNo infoNo info
Core Functionality
Diffusion StudioBrowser-based video editing, AI edits, captions
ThinkDiffusionGPU cloud for Stable Diffusion, teams workspaces
Diffusion LabsAI audio/image/video generation
Alive AIMultimodal interactive platform
Pricing (starting)
Diffusion StudioFree tier with 250 credits
ThinkDiffusionPay-as-you-go Hobby + $19.99/mo Pro
Diffusion LabsMonthly plans (details unspecified)
Alive AI$19.99/month
Free Tier
Diffusion StudioYes (250 credits one-time)
ThinkDiffusionYes (pay-as-you-go)
Diffusion LabsNo info
Alive AIFree trial
Enterprise Features
Diffusion StudioNo info
ThinkDiffusionTeams plan $59.99/mo, additional members $6/mo
Diffusion LabsNo info
Alive AINo info
API Availability
Diffusion StudioNo info
ThinkDiffusionNo
Diffusion LabsManaged API (implied via WaveSpeedAI context)
Alive AINo info
Integration Count
Diffusion StudioNo info
ThinkDiffusionTeams workspaces, file sharing
Diffusion LabsNo info
Alive AINo info
Support Options
Diffusion StudioNo info
ThinkDiffusionNo info
Diffusion LabsNo info
Alive AINo info
Security Certifications
Diffusion StudioNo info
ThinkDiffusionNo info
Diffusion LabsNo info
Alive AINo info

Competitive Position

vs ThinkDiffusion

While both products offer professional-grade editing capabilities using AI technology, they take different approaches. Diffusion Studio takes a no-install approach to browser-based video editing, while ThinkDiffusion takes a cloud GPU-based approach to provide a more collaborative environment for team members for image generation using Stable Diffusion.

Diffusion Studio for rapid video editing, ThinkDiffusion for computationally intensive AI generation

vs Diffusion Labs

Both products utilize AI to generate video, however, Diffusion Studio is specifically geared toward providing browser-based editing tools, while Diffusion Labs is taking a unified audio/image/video generation approach. There is very little detail provided regarding pricing and feature sets to allow for a side-by-side comparison of the two products.

Diffusion Studio for editing workflow, Diffusion Labs for multimodal generation

vs Alive AI

Alive AI offers a range of options for multimodal, interactive experiences for $19.99/mo with limitations to their product being based on iOS devices, while Diffusion Studio offers free video editing within the browser. Diffusion Studio offers much greater accessibility to video editing in terms of platforms and devices, but less focus on immersive environments.

Diffusion Studio for accessible video tools, Alive AI for interactive AI experiences

Pros Cons

Pros

  • Video editing from the browser — no need to install anything or pay for device licenses
  • A free tier is available — 250 AI credits to try out the entire product
  • The diffusion studio editor supports export to 4K in several formats including H.264, H.265, AV1 and at resolutions of up to 60 FPS.
  • The diffusion studio uses AI to assist users while they are creating their videos by providing them with chat to edit options that allow users to create a first pass of a video quickly and then speed it up as desired.
  • Unlike many other editors, there will be no watermarks when exporting a project created using the free version of diffusion studio, and this applies to all versions of the program, including trials.
  • Users have the option to work with their files locally, which means that the user can import and edit their files right from their computer.

Cons

  • There is a limit to the number of free credits available to users who sign up to use the service, and these credits are only good once each for the full range of diffusion studio's AI capabilities.
  • Although it does list some different tiers of pricing for the diffusion studio service, the exact price for the service is nowhere to be found on the pricing page of the company's website.
  • The diffusion studio team has focused primarily on developing an engine that is designed to optimize performance for short form content.
  • To prevent commercial users from downloading diffusion studio content for unauthorized distribution, the company includes a watermark on all commercially distributed versions of the program.
  • To ensure that diffusion studio remains a viable product, the company limits access to its underlying code to those who have purchased a license to use the software.
  • At present, diffusion studio does not provide any information about how to implement enterprise solutions that include Single Sign On, Teams, or Compliance.

Best For

Best For

  • Individual video creators — With the diffusion studio browser based video editor, users do not need to download anything, nor upload their files to the cloud in order to start making quick edits.
  • Content marketers needing fast rough cuts — One of the primary advantages of using the diffusion studio AI chat-to-edit capability is the fact that users are able to accelerate the process of going from nothing to polished.
  • Teams avoiding software installation — Because diffusion studio is a browser-based application, users can edit their video files directly from their own computers, without having to manage devices.
  • Beginners exploring AI video tools — In addition to providing users with a chance to try out the professional features of the diffusion studio service, the company also provides users with a total of 250 free credits that can be used to get started with trying out the service.

Not Suitable For

  • Enterprise video production teams — While diffusion studio may seem like a great choice for individuals looking for a solution to their video editing needs, the company does not offer any single sign on, compliance certifications, or specific enterprise plans. For larger organizations, DaVinci Resolve or Adobe Premiere would likely be better choices.
  • High-volume AI generation users — Although the diffusion studio service does provide users with 250 free credits that can be used to test the professional features of the service, the credits are only good once each, and therefore would not be a suitable choice for users who require a scalable GPU computing platform such as ThinkDiffusion.
  • Long-form video editors — As the current core engine is optimized for use with short-form content, the best alternative for users who need to produce longer-form content is to use traditional non-linear video editing software.

Limits Restrictions

AI Credits (Free)
250 credits one-time only
Video Exports
Up to 4K 60 fps (H.264, H.265, AV1)
Watermark
Made with Diffusion Studio on non-commercial use
Content Length
Optimized for short-form (long-form support in v3)
Commercial Use
License required for monetized projects
Source Code
Invite-only access for licensees

Customer Support

Channels
Via websiteFor core engine feedback
Support Limitations
•No live chat, phone, or dedicated support mentioned
•Enterprise support details unavailable

Api Integrations

API Type
JavaScript/TypeScript library for browser-based video editing, no traditional REST/GraphQL API
Authentication
None required - client-side browser library, open-source
Webhooks
Not supported - client-side processing only
SDKs
Primary TypeScript/JavaScript SDK available on GitHub (diffusionstudio/core)
Documentation
Good - GitHub README with code examples, API structure modeled after Premiere/CapCut
Sandbox
Live examples available at examples.diffusion.studio, fully functional in modern browsers
SLA
None - open-source library, performance depends on browser/WebGPU support
Rate Limits
None - client-side only, limited by browser hardware/resources
Use Cases
Build custom video editors, automate editing workflows, integrate into web apps, AI agentic video processing

Faq

Diffusion Studio is both a browser-based AI video editor and an open-source JavaScript library for video processing. Using WebCodecs and WebGPU, it allows users to perform professional video editing directly in the browser, and offers features such as auto-captions, silence removal, and AI-assisted edits. Unlike most other applications that offer similar features, the Diffusion Studio Editor requires neither installation nor uploading of your video files.

While the core library of Diffusion Studio is fully free and open-source on GitHub with over 1k stars, the web application located at diffusion.studio is also free to use, and includes exports of up to 4K at 60 frames per second without watermarks. Like all applications offered by Diffusion Studio, you will not be required to pay a subscription fee or buy a license to use the device.

Browsers that have WebCodecs and WebGPU enabled (Chrome 113+, Edge 113+) will allow you to take advantage of hardware acceleration which provides near-real time video playback and export. Make sure your browser is compatible as this will provide the best possible experience.

Diffusion operates completely within the confines of a browser and does not require installation. The open source nature of the core allows developers to modify it to meet their needs. Additionally, because it runs in a browser, you can utilize browser hardware acceleration (such as GPU) to accelerate video rendering. This model is ideal for web applications compared to native software.

Yes, by utilizing the core library developers can create custom non-linear editors. Examples of features include layering, keyframe animation, blending modes, text/shape layers and hardware accelerated MP4 encoding. See GitHub for composition and rendering examples.

Auto-edit functionality powered by AI removes filler words/silence from recordings, creates captions based on the spoken word, detects scenes, and allows users to create rough cuts via chat. A multimodal AI studio is available for developers who want to use advanced techniques such as timeline/transcript editing. All of these processes occur locally on the user’s machine in the browser.

Diffusion Studio exports to MP4/WebM up to 4K 60fps with H.264, H.265, or AV1 codec support. Also supports high quality rendering at dynamic resolution/framerate. As all of the processing occurs on the client side there are no servers needed.

The performance of Diffusion Studio depends on the hardware and capabilities of the user’s machine as well as the level of support in their browser for WebGPU/WebCodecs. Ideally, the best performance will be experienced on high end machines running an updated version of Chrome. Users working with large projects may need significant amounts of RAM to be able to preview changes in real time.

Expert Verdict

Diffusion Studio is a game-changer in terms of providing browser-native video editing capabilities through the utilization of WebCodecs/WebGPU for professional grade performance without the need for servers or installations. Through its open source core, developers are empowered to create custom solutions while the web application itself meets the needs of content creators looking for quick AI assisted editing. Ideal for the AI video age but limited to what the browser can do.

Recommended For

  • Front-end developers developing video web-apps.
  • Content creators looking for immediate browser-based video editing.
  • AI teams automating video workflow.
  • Companies that do not want to purchase desktop software licenses.
  • Video Tech Open Source Enthusiasts.

!
Use With Caution

  • Users with lower spec hardware/browsers – WebGPU Required.
  • Projects that are complex and require pro color grading
  • Workflows that are mobile only - desktop optimized

Not Recommended For

  • Users who need native desktop apps
  • Teams who do not have a modern WebGPU compatible browser
  • Low budget film production requirements for plugins
  • Applications for real-time live streaming
Expert's Conclusion

Diffusion Studio is well suited for developers and content creators who support browser-native AI video editing however it does require WebGPU compatible hardware.

Best For
Front-end developers developing video web-apps.Content creators looking for immediate browser-based video editing.AI teams automating video workflow.

Research Summary

Key Findings

Diffusion Studio is a browser based open source video editing engine utilizing WebCodecs/WebGPU; launched in March of 2023 with over 1000 stars on GitHub. Provides users with professional level features such as 4K export, AI auto-editing, captioning and key frames all client side. Differentiates itself through its ability to allow developers to extend functionality and also allows for a no install web application available at diffusion.studio.

Data Quality

Good - detailed GitHub repo, official website, and third-party overviews. Some confusion with unrelated AI image tools cleared via primary sources. No pricing/support info as it's free/open-source.

Risk Factors

!
Dependence on browser compatibility (WebGPU/WebCodecs)
!
Variance in hardware performance
!
Early project (2023 launch)
!
Limited by browser sandbox constraints
Last updated: February 2026

Additional Info

Open Source Community

Active GitHub repository (diffusionstudio/core) with over 1000 stars, 120 forks and 20 watchers. This community of developers is contributing to innovation in browser based video editing. See examples at examples.diffusion.studio to see actual projects.

Technical Foundation

Designed as a video processing toolkit for AI era utilizing WebCodecs/WebGPU. Allows for real time playback, hardware accelerated encoding and removes server upload/download requirement. Mimics the layer/clips model used by Adobe Premiere.

Recent Updates

The caption clip feature groups captions as timeline clips which can be easily styled and split. Also improved timeline snapping, preview performance and UI layout. Added visual scene detection and chat based AI rough cut generation.

Creator Focus

Targeted towards professionals with 4K60 exports, auto-captions, voice overs and platform resizing. AI improves workflow speed while still allowing for creative control. Completely free with no water marks or licensing fees.

Browser Native Advantages

No device licenses, start instantly, drag/drop edit directly from local files. Support H.264/H.265/AV1 codec types in MP4/WebM format. Hardware acceleration provides professional grade performance in Chrome/Edge.

Alternatives

  • •
    CapCut: CapCut is an alternative video editor I like to use. It's also free and allows you to make videos using your phone or computer. The app offers many templates and effects; however, it does require installation. Unfortunately, the free version also adds watermarks. If you are looking for a way to create quick video edits for social media content, this would be a good choice.
  • •
    Runway ML: RunwayML is another video generation/editing platform I have used. This one uses text-to-video technology. Runway is cloud-based and its GenAI capabilities are excellent; however, they do charge for their service and there may be some wait times for uploading your files. If you want to generate advanced AI video synthesizes versus traditional video editing on a web browser, then this might be what you need.
  • •
    Remotion: Remotion is another video editor that utilizes a code-based system similar to Diffusion. However, Remotion focuses on React. Like Diffusion, Remotion can server-render; however, setting up a project with Remotion will require more technical expertise than Diffusion. If you are a developer who works primarily in React and wants to build video programs programmatically, then Remotion could be the best choice for you.
  • •
    VEED.IO: Veed is a browser-based video editor that includes AI-driven captions and subtitles. Veed operates as a SaaS model and offers different pricing options depending on how much access you want to their services. While Veed offers collaboration tools and other features, there is the possibility that there may be limits placed on exporting your projects. If you work in a team environment and want a robust video editing experience, then Veed could be a viable choice.
  • •
    Shotstack: ShotStack is a cloud-based video editing API designed specifically for developers. ShotStack is scalable enough to handle high-volume production needs, however, ShotStack charges based on how long your video renders. ShotStack is a server-side solution, which means you will need to render your videos on a remote server instead of natively through your browser. If you are working at scale and need to automate your video workflow, then ShotStack could be worth considering.

Production Efficiency Metrics

Under 5 minutes
Edit Velocity (Import to Polished Cut)
Real-time automatic during editing
Caption Generation Speed
In-browser no upload/download delay
Export Speed (4K 60fps)
Optimized caption-heavy edits supported
Timeline Interaction Performance
Chat-based builds first cut from zero
AI-Assisted Rough Cut Generation

AI-Specific Editing Capabilities

Auto-Caption Generation

Caption Clip allows users to manage captions, style them and choose from different templates depending on the clip being edited.

Chat-Based Editing

Conversational AI is able to quickly build a rough cut for you, saving you from the usual blank canvas that all editors start with.

Filler Word & Silence Removal

Audio processing capabilities allow for automatic removal of pauses, repetitive starts, and redundant explanations in audio.

Visual Scene Detection

Scene recognition capability identifies areas where no speech exists in the footage, and creates intelligent cuts accordingly.

Automatic Cut Generation

AI powered cutting ability that ensures the video remains visually coherent and well-paced.

AI-Assisted Editing Workflows

AI is built-in to provide additional support to the professional user's edit flow.

Voiceover Generation

Users can generate voice overs directly within the editor.

Multi-Format Resizing

Users can resize videos for multiple platforms using AI-assisted composition.

Technical Output Specifications

Maximum Resolution Support
4K (3840x2160) at 60fps
Primary Codec Support
H.264, H.265, AV1
Output File Formats
MP4, WebM
Core Aspect Ratios Supported
16:9, 9:16, 1:1, and custom
Processing Architecture
Browser-based with WebCodecs and WebGPU hardware acceleration
Video/Audio Trimming
Yes
Layering & Compositing
Yes
Clip Splitting Capability
Yes
HTML & Image Rendering
Yes
Shapes Support
Rectangles, circles, and custom shapes
Text Styling
Multiple styles with customization
Audio Visualization
Yes
Filters & Effects
Yes
Mask Support
Yes
Blending Modes
Yes
Keyframe Animations
Numbers, text, colors with easing and extrapolation
Font Support
Web and local fonts
Installation Required
No
Watermark-Free Export
Yes

Primary Use Case Segments

Short-Form Social Content Creation

YouTube Shorts, TikTok, Instagram Reels, etc. enable fast editing, plus rapid resizing for each platform.

Professional Video Editing

High fidelity rendering provides the highest possible quality of output when in final output mode, while allowing frame-accurate timeline control.

Content Creator Workflows

Generate thumbnails, social posts, and storyboards with instant preview and editing capabilities.

Podcast & Talk Show Content

Editing in a silent environment that removes fillers from scripts.

Video Automation at Scale

Batch processing and workflow automation via developer API’s and customized applications.

Educational & Tutorial Content

The ability to automatically add captions to multi-source clip videos and organize them by scenes.

Marketing & Promotional Videos

Fast iterations through using an artificial intelligence tool to help make your edits and utilizing templates to style your videos.

Non-Linear Editing Projects

The ability to create complex, multi-layered compositions using the same techniques you would use in a traditional non-linear editor (NLE), such as Adobe Premiere Pro or CapCut.

Compliance & Security Status

Browser-Native ArchitectureNo server-side processing required for video data
Local Processing CapabilityVideo processing in browser eliminates upload/download delays
Open-Source LibraryCore TypeScript/JavaScript library available on GitHub
Hardware Acceleration SupportWebCodecs and WebGPU for optimized performance
Commercial Output RightsFree tier allows full commercial usage
Data PrivacyFiles remain on user device with in-browser processing
WCAG Accessibility ComplianceNo certification data available
SOC 2 CertificationNo certification data available

Cost Performance Metrics

Freemium with premium tier available
Base Pricing Model
0 USD (completely free)
Entry-Level Cost
0 USD (no install, browser-based)
Installation & License Costs
Included in-browser processing
Render Infrastructure Cost
Open-source library GitHub available
API Access for Developers
Included unlimited in-browser exports
Multi-Format Export Cost

Integration & Workflow Capabilities

Browser-Based Development API

A JavaScript / Type Script library for creating custom applications and integrating your own workflows.

Framework-Agnostic Architecture

An open source library that can be used with any JavaScript framework or as a stand-alone library.

WebCodecs Integration

Support for native browser video codecs that eliminates reliance on external servers.

WebGPU Hardware Acceleration

GPU acceleration of encoding, processing and decoding to increase performance.

Custom Clip Support

Extending the clip system programmatically to allow developers to build custom video components.

Layer-Based Composition System

Using the same multi-layered editing architecture as a traditional NLE (Adobe Premiere Pro, CapCut).

Timeline Automation

Programmatically managing layers and clips for agentive editing systems.

Real-Time Playback

Previewing edits in real-time while maintaining optimal performance for multiple caption clips.

Batch Rendering Capability

A high-performance rendering mode for automated video generation workflows.

Dynamic Resolution and Framerate

Providing programmatic control over output settings for each render job.

Editing Precision Features

Timeline Control & Clip Management

Trimming, splitting and offsetting frames accurately with visual timeline scrubbing.

Caption Clip System

Creating one timeline clip from a group of captions with the ability to trim, move, duplicate and split.

Per-Clip Caption Templates

Applying different caption styles to individual groups of captions within a single sequence.

Caption Timing Accuracy

Synchronizing high-quality audio to text with accurate timing for new features.

Timeline Clip Snapping

Assistive alignment tools to help ensure precision when placing clips.

Layer Ordering & Visibility

Compositing multiple layers with the ability to organize tracks and manage layers.

Text Styling Customization

Controlling font, color, size, position, stroke and backgrounds for text clips.

Relative Unit Support

The ability to size text clips based on percentages (i.e. 80% of clip height) for responsive design.

Audio Visualization

Displaying an audio waveform visually to assist with making precise edits and detecting silence

Silence Removal for Audio

Automatic detection and removal of silent sections in audio tracks

Direct Transcript-Based Editing

Edit video directly from transcript with automatic timeline synchronization

Timeline Layout Optimization

Refreshed platform layout with improved timeline visibility and breathing room

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