openfree's picture

openfree PRO

openfree

AI & ML interests

None yet

Recent Activity

updated a Space 4 minutes ago
VIDraft/Gemma-3-R1984-27B
reacted to seawolf2357's post with ๐Ÿ”ฅ about 4 hours ago
๐Ÿš€ Just Found an Interesting New Leaderboard for Medical AI Evaluation! I recently stumbled upon a medical domain-specific FACTS Grounding leaderboard on Hugging Face, and the approach to evaluating AI accuracy in medical contexts is quite impressive, so I thought I'd share. ๐Ÿ“Š What is FACTS Grounding? It's originally a benchmark developed by Google DeepMind that measures how well LLMs generate answers based solely on provided documents. What's cool about this medical-focused version is that it's designed to test even small open-source models. ๐Ÿฅ Medical Domain Version Features 236 medical examples: Extracted from the original 860 examples Tests small models like Qwen 3 1.7B: Great for resource-constrained environments Uses Gemini 1.5 Flash for evaluation: Simplified to a single judge model ๐Ÿ“ˆ The Evaluation Method is Pretty Neat Grounding Score: Are all claims in the response supported by the provided document? Quality Score: Does it properly answer the user's question? Combined Score: Did it pass both checks? Since medical information requires extreme accuracy, this thorough verification approach makes a lot of sense. ๐Ÿ”— Check It Out Yourself The actual leaderboard: https://huggingface.co/spaces/MaziyarPanahi/FACTS-Leaderboard ๐Ÿ’ญ My thoughts: As medical AI continues to evolve, evaluation tools like this are becoming increasingly important. The fact that it can test smaller models is particularly helpful for the open-source community!
reacted to seawolf2357's post with ๐Ÿ‘ about 9 hours ago
๐Ÿš€ Just Found an Interesting New Leaderboard for Medical AI Evaluation! I recently stumbled upon a medical domain-specific FACTS Grounding leaderboard on Hugging Face, and the approach to evaluating AI accuracy in medical contexts is quite impressive, so I thought I'd share. ๐Ÿ“Š What is FACTS Grounding? It's originally a benchmark developed by Google DeepMind that measures how well LLMs generate answers based solely on provided documents. What's cool about this medical-focused version is that it's designed to test even small open-source models. ๐Ÿฅ Medical Domain Version Features 236 medical examples: Extracted from the original 860 examples Tests small models like Qwen 3 1.7B: Great for resource-constrained environments Uses Gemini 1.5 Flash for evaluation: Simplified to a single judge model ๐Ÿ“ˆ The Evaluation Method is Pretty Neat Grounding Score: Are all claims in the response supported by the provided document? Quality Score: Does it properly answer the user's question? Combined Score: Did it pass both checks? Since medical information requires extreme accuracy, this thorough verification approach makes a lot of sense. ๐Ÿ”— Check It Out Yourself The actual leaderboard: https://huggingface.co/spaces/MaziyarPanahi/FACTS-Leaderboard ๐Ÿ’ญ My thoughts: As medical AI continues to evolve, evaluation tools like this are becoming increasingly important. The fact that it can test smaller models is particularly helpful for the open-source community!
View all activity

Organizations

VIDraft's profile picture korea forestry's profile picture PowergenAI's profile picture

openfree's activity

reacted to seawolf2357's post with ๐Ÿ”ฅ about 4 hours ago
view post
Post
216
๐Ÿš€ Just Found an Interesting New Leaderboard for Medical AI Evaluation!

I recently stumbled upon a medical domain-specific FACTS Grounding leaderboard on Hugging Face, and the approach to evaluating AI accuracy in medical contexts is quite impressive, so I thought I'd share.

๐Ÿ“Š What is FACTS Grounding?
It's originally a benchmark developed by Google DeepMind that measures how well LLMs generate answers based solely on provided documents. What's cool about this medical-focused version is that it's designed to test even small open-source models.

๐Ÿฅ Medical Domain Version Features

236 medical examples: Extracted from the original 860 examples
Tests small models like Qwen 3 1.7B: Great for resource-constrained environments
Uses Gemini 1.5 Flash for evaluation: Simplified to a single judge model

๐Ÿ“ˆ The Evaluation Method is Pretty Neat

Grounding Score: Are all claims in the response supported by the provided document?
Quality Score: Does it properly answer the user's question?
Combined Score: Did it pass both checks?

Since medical information requires extreme accuracy, this thorough verification approach makes a lot of sense.
๐Ÿ”— Check It Out Yourself

The actual leaderboard: MaziyarPanahi/FACTS-Leaderboard

๐Ÿ’ญ My thoughts: As medical AI continues to evolve, evaluation tools like this are becoming increasingly important. The fact that it can test smaller models is particularly helpful for the open-source community!
reacted to seawolf2357's post with ๐Ÿ‘ about 9 hours ago
view post
Post
216
๐Ÿš€ Just Found an Interesting New Leaderboard for Medical AI Evaluation!

I recently stumbled upon a medical domain-specific FACTS Grounding leaderboard on Hugging Face, and the approach to evaluating AI accuracy in medical contexts is quite impressive, so I thought I'd share.

๐Ÿ“Š What is FACTS Grounding?
It's originally a benchmark developed by Google DeepMind that measures how well LLMs generate answers based solely on provided documents. What's cool about this medical-focused version is that it's designed to test even small open-source models.

๐Ÿฅ Medical Domain Version Features

236 medical examples: Extracted from the original 860 examples
Tests small models like Qwen 3 1.7B: Great for resource-constrained environments
Uses Gemini 1.5 Flash for evaluation: Simplified to a single judge model

๐Ÿ“ˆ The Evaluation Method is Pretty Neat

Grounding Score: Are all claims in the response supported by the provided document?
Quality Score: Does it properly answer the user's question?
Combined Score: Did it pass both checks?

Since medical information requires extreme accuracy, this thorough verification approach makes a lot of sense.
๐Ÿ”— Check It Out Yourself

The actual leaderboard: MaziyarPanahi/FACTS-Leaderboard

๐Ÿ’ญ My thoughts: As medical AI continues to evolve, evaluation tools like this are becoming increasingly important. The fact that it can test smaller models is particularly helpful for the open-source community!
reacted to ginipick's post with ๐Ÿ”ฅ๐Ÿ”ฅ 3 days ago
view post
Post
4003
๐ŸŽจ FLUX VIDEO Generation - All-in-One AI Image/Video/Audio Generator

๐Ÿš€ Introduction
FLUX VIDEO Generation is an all-in-one AI creative tool that generates images, videos, and audio from text prompts, powered by NVIDIA H100 GPU for lightning-fast processing!

ginigen/Flux-VIDEO

โœจ Key Features
1๏ธโƒฃ Text โ†’ Image โ†’ Video ๐Ÿ–ผ๏ธโžก๏ธ๐ŸŽฌ

Generate high-quality images from Korean/English prompts
Transform still images into natural motion videos
Multiple size presets (Instagram, YouTube, Facebook, etc.)
Demo: 1-4 seconds / Full version: up to 60 seconds

2๏ธโƒฃ Image Aspect Ratio Change ๐ŸŽญ

Freely adjust image aspect ratios
Expand images with outpainting technology
5 alignment options (Center, Left, Right, Top, Bottom)
Real-time preview functionality

3๏ธโƒฃ Video + Audio Generation ๐ŸŽต

Add AI-generated audio to videos
Korean prompt support (auto-translation)
Context-aware sound generation
Powered by MMAudio technology

๐Ÿ› ๏ธ Tech Stack

Image Generation: FLUX, Stable Diffusion XL
Video Generation: TeaCache optimization
Audio Generation: MMAudio (44kHz high-quality)
Outpainting: ControlNet Union
Infrastructure: NVIDIA H100 GPU for ultra-fast generation

๐Ÿ’ก How to Use

Select your desired tab
Enter your prompt (Korean/English supported!)
Adjust settings
Click generate button

๐ŸŽฏ Use Cases

๐Ÿ“ฑ Social media content creation
๐ŸŽฅ YouTube Shorts/Reels
๐Ÿ“Š Presentation materials
๐ŸŽจ Creative artwork
๐ŸŽต Background sound generation
  • 1 reply
ยท
reacted to ginipick's post with ๐Ÿš€ 5 days ago
view post
Post
3562
๐ŸŽจ AI Hairstyle Changer - Transform with 93 Styles! ๐Ÿ’‡โ€โ™€๏ธโœจ

๐Ÿš€ Introduction
Experience 93 different hairstyles and 29 hair colors in real-time with your uploaded photo!
Transform your look instantly with this AI-powered Gradio web app.


โœจ Key Features

๐Ÿ“ธ Simple 3 Steps
Upload Photo - Upload a front-facing photo
Select Style - Choose from 93 hairstyles
Pick Color - Click your desired color from 29 color palette options


๐Ÿ’ซ Diverse Hairstyles (93 types)

๐ŸŽฏ Short Cuts: Pixie Cut, Bob, Lob, Crew Cut, Undercut
๐ŸŒŠ Waves: Soft Waves, Hollywood Waves, Finger Waves
๐ŸŽ€ Braids: French Braid, Box Braids, Fishtail Braid, Cornrows
๐Ÿ‘‘ Updos: Chignon, Messy Bun, Top Knot, French Twist
๐ŸŒˆ Special Styles: Space Buns, Dreadlocks, Mohawk, Beehive

๐ŸŽจ Hair Color Palette (29 colors)

๐ŸคŽ Natural Colors: Black, Browns, Blonde variations
โค๏ธ Red Tones: Red, Auburn, Copper, Burgundy
๐Ÿ’œ Fashion Colors: Blue, Purple, Pink, Green, Rose Gold
โšช Cool Tones: Silver, Ash Blonde, Titanium

๐ŸŒŸ Key Advantages

โšก Fast Processing: Get results in just 10-30 seconds
๐ŸŽฏ High Accuracy: Natural-looking transformations with AI technology
๐Ÿ’Ž Professional Quality: High-resolution output suitable for social media
๐Ÿ”„ Unlimited Trials: Try as many combinations as you want
๐Ÿ“ฑ User-Friendly: Intuitive interface with visual color palette


๐Ÿ’ก Perfect For

๐Ÿ’ˆ Salon Consultations: Show clients potential new looks before cutting
๐Ÿ›๏ธ Personal Styling: Experiment before making a big change
๐ŸŽญ Entertainment: Fun transformations for social media content
๐ŸŽฌ Creative Projects: Character design and visualization
๐Ÿ‘— Fashion Industry: Match hairstyles with outfits and makeup
๐Ÿ“ธ Photography: Pre-visualization for photoshoots

LINK: ginipick/Change-Hair
ยท
reacted to ginipick's post with ๐Ÿ”ฅ 6 days ago
view post
Post
3562
๐ŸŽจ AI Hairstyle Changer - Transform with 93 Styles! ๐Ÿ’‡โ€โ™€๏ธโœจ

๐Ÿš€ Introduction
Experience 93 different hairstyles and 29 hair colors in real-time with your uploaded photo!
Transform your look instantly with this AI-powered Gradio web app.


โœจ Key Features

๐Ÿ“ธ Simple 3 Steps
Upload Photo - Upload a front-facing photo
Select Style - Choose from 93 hairstyles
Pick Color - Click your desired color from 29 color palette options


๐Ÿ’ซ Diverse Hairstyles (93 types)

๐ŸŽฏ Short Cuts: Pixie Cut, Bob, Lob, Crew Cut, Undercut
๐ŸŒŠ Waves: Soft Waves, Hollywood Waves, Finger Waves
๐ŸŽ€ Braids: French Braid, Box Braids, Fishtail Braid, Cornrows
๐Ÿ‘‘ Updos: Chignon, Messy Bun, Top Knot, French Twist
๐ŸŒˆ Special Styles: Space Buns, Dreadlocks, Mohawk, Beehive

๐ŸŽจ Hair Color Palette (29 colors)

๐ŸคŽ Natural Colors: Black, Browns, Blonde variations
โค๏ธ Red Tones: Red, Auburn, Copper, Burgundy
๐Ÿ’œ Fashion Colors: Blue, Purple, Pink, Green, Rose Gold
โšช Cool Tones: Silver, Ash Blonde, Titanium

๐ŸŒŸ Key Advantages

โšก Fast Processing: Get results in just 10-30 seconds
๐ŸŽฏ High Accuracy: Natural-looking transformations with AI technology
๐Ÿ’Ž Professional Quality: High-resolution output suitable for social media
๐Ÿ”„ Unlimited Trials: Try as many combinations as you want
๐Ÿ“ฑ User-Friendly: Intuitive interface with visual color palette


๐Ÿ’ก Perfect For

๐Ÿ’ˆ Salon Consultations: Show clients potential new looks before cutting
๐Ÿ›๏ธ Personal Styling: Experiment before making a big change
๐ŸŽญ Entertainment: Fun transformations for social media content
๐ŸŽฌ Creative Projects: Character design and visualization
๐Ÿ‘— Fashion Industry: Match hairstyles with outfits and makeup
๐Ÿ“ธ Photography: Pre-visualization for photoshoots

LINK: ginipick/Change-Hair
ยท
reacted to their post with ๐Ÿ‘€๐Ÿš€๐Ÿ”ฅ 7 days ago
view post
Post
2668
๐ŸŽ™๏ธ Voice Clone AI Podcast Generator: Create Emotionally Rich Podcasts with Your Own Voice!

๐Ÿš€ Project Introduction
Hello! Today we're excited to introduce an AI-powered solo podcast generator that creates high-quality voice cloning with authentic emotional expression.
Transform any PDF document, web URL, or keyword into a professional podcast with just a few clicks! ๐Ÿ“šโžก๏ธ๐ŸŽง

VIDraft/Voice-Clone-Podcast

โœจ Key Features
1. ๐ŸŽฏ Multiple Input Methods

URL: Simply paste any blog or article link
PDF: Upload research papers or documents directly
Keyword: Enter a topic and AI searches for the latest information to create content

2. ๐ŸŽญ Emotionally Expressive Voice Cloning
Powered by Chatterbox TTS:

๐ŸŽค Voice Cloning: Learn and replicate your unique voice perfectly
๐Ÿ“ข Natural intonation and emotional expression
๐ŸŒŠ Customizable emotion intensity with Exaggeration control
โšก Seamless handling of long texts with automatic chunking

3. ๐Ÿค– State-of-the-Art LLM Script Generation

Professional-grade English dialogue using Private-BitSix-Mistral
12 natural conversational exchanges
Real-time web search integration for up-to-date information
Fully editable generated scripts! โœ๏ธ

๐Ÿ’ก Use Cases
๐Ÿ“– Educational Content

Transform complex research papers into easy-to-understand podcasts
Create English learning materials in your own voice

๐Ÿ“ฐ News & Information

Convert international articles into engaging audio content
Produce global trend analysis podcasts

๐ŸŽจ Creative Content

Tell stories in English with your own voice
Build your global personal brand with custom audio content

๐Ÿ› ๏ธ Tech Stack
๐Ÿง  LLM: Llama CPP + Private-BitSix-Mistral
๐Ÿ—ฃ๏ธ TTS: Chatterbox (Voice Cloning & Emotional Expression)
๐Ÿ” Search: Brave Search API
๐Ÿ“„ Document Processing: LangChain + PyPDF
๐Ÿ–ฅ๏ธ Interface: Gradio
๐ŸŽ‰ What Makes Us Special

๐ŸŽค Voice Cloning: Perfect voice replication from just a short audio sample
๐Ÿ˜Š Emotion Contro ๐Ÿ“ Unlimited Length ๐Ÿ”„ Real-time Updates
  • 1 reply
ยท
posted an update 7 days ago
view post
Post
2668
๐ŸŽ™๏ธ Voice Clone AI Podcast Generator: Create Emotionally Rich Podcasts with Your Own Voice!

๐Ÿš€ Project Introduction
Hello! Today we're excited to introduce an AI-powered solo podcast generator that creates high-quality voice cloning with authentic emotional expression.
Transform any PDF document, web URL, or keyword into a professional podcast with just a few clicks! ๐Ÿ“šโžก๏ธ๐ŸŽง

VIDraft/Voice-Clone-Podcast

โœจ Key Features
1. ๐ŸŽฏ Multiple Input Methods

URL: Simply paste any blog or article link
PDF: Upload research papers or documents directly
Keyword: Enter a topic and AI searches for the latest information to create content

2. ๐ŸŽญ Emotionally Expressive Voice Cloning
Powered by Chatterbox TTS:

๐ŸŽค Voice Cloning: Learn and replicate your unique voice perfectly
๐Ÿ“ข Natural intonation and emotional expression
๐ŸŒŠ Customizable emotion intensity with Exaggeration control
โšก Seamless handling of long texts with automatic chunking

3. ๐Ÿค– State-of-the-Art LLM Script Generation

Professional-grade English dialogue using Private-BitSix-Mistral
12 natural conversational exchanges
Real-time web search integration for up-to-date information
Fully editable generated scripts! โœ๏ธ

๐Ÿ’ก Use Cases
๐Ÿ“– Educational Content

Transform complex research papers into easy-to-understand podcasts
Create English learning materials in your own voice

๐Ÿ“ฐ News & Information

Convert international articles into engaging audio content
Produce global trend analysis podcasts

๐ŸŽจ Creative Content

Tell stories in English with your own voice
Build your global personal brand with custom audio content

๐Ÿ› ๏ธ Tech Stack
๐Ÿง  LLM: Llama CPP + Private-BitSix-Mistral
๐Ÿ—ฃ๏ธ TTS: Chatterbox (Voice Cloning & Emotional Expression)
๐Ÿ” Search: Brave Search API
๐Ÿ“„ Document Processing: LangChain + PyPDF
๐Ÿ–ฅ๏ธ Interface: Gradio
๐ŸŽ‰ What Makes Us Special

๐ŸŽค Voice Cloning: Perfect voice replication from just a short audio sample
๐Ÿ˜Š Emotion Contro ๐Ÿ“ Unlimited Length ๐Ÿ”„ Real-time Updates
  • 1 reply
ยท
reacted to their post with ๐Ÿค—๐Ÿš€๐Ÿ”ฅ 9 days ago
view post
Post
2549
๐Ÿง  AI Brand Naming with 15 Specialized Theories

๐ŸŽฏ Core Features
15 Expert Theories for professional brand naming
Bilingual Support Korean/English for global brands
Unified Evaluation System creativity/memorability/relevance scores
Real-time Visualization theory-specific custom designs

openfree/Naming

๐Ÿ”ฌ Applied Theories
Cognitive Theories (4)
๐ŸŸฆ Square Theory - Semantic square structure with 4-word relationships
๐Ÿ”Š Sound Symbolism - Psychological connections between phonemes and meaning
๐Ÿง  Cognitive Load - Minimized processing for instant recognition
๐Ÿ‘๏ธ Gestalt Theory - Perceptual principles where whole exceeds parts

Creative Theories (3)
๐Ÿ”€ Conceptual Blending - Merging concepts to create new meanings
๐Ÿ”ง SCAMPER Method - 7 creative transformation techniques
๐ŸŒฟ Biomimicry - Nature-inspired wisdom from 3.8 billion years of evolution

Strategic Theories (2)
โœ… Jobs-to-be-Done - Customer-centric problem-solving focus
๐Ÿ’ญ Design Thinking - Human-centered innovation methodology

Cultural Theories (3)
๐ŸŽญ Jung's Archetype - 12 universal archetypes for emotional connection
๐ŸŒ Linguistic Relativity - Cross-cultural thinking patterns consideration
๐Ÿงฌ Memetics - Cultural transmission and evolutionary potential

Differentiation Theories (3)
โšก Von Restorff Effect - Uniqueness for 30x better recall
๐ŸŽจ Color Psychology - Emotional associations and color meanings
๐ŸŒ Network Effects - Value maximization through network structures

๐Ÿ’ซ Special Features
Each theory provides unique visualizations and customized analysis:

Square Theory โ†’ 4-corner relationship diagram
Blending โ†’ Concept fusion flowchart
Color โ†’ Interactive color palette display
Theory-specific insights for each approach

๐ŸŽจ Output Information
Core: Brand name, slogan, values, emotions, personality
Visual: Colors, concepts, typography styles
Linguistic: Pronunciation, etymology, global adaptability
Strategic: Differentiation, positioning, growth potential
Theory-specific...
posted an update 9 days ago
view post
Post
2549
๐Ÿง  AI Brand Naming with 15 Specialized Theories

๐ŸŽฏ Core Features
15 Expert Theories for professional brand naming
Bilingual Support Korean/English for global brands
Unified Evaluation System creativity/memorability/relevance scores
Real-time Visualization theory-specific custom designs

openfree/Naming

๐Ÿ”ฌ Applied Theories
Cognitive Theories (4)
๐ŸŸฆ Square Theory - Semantic square structure with 4-word relationships
๐Ÿ”Š Sound Symbolism - Psychological connections between phonemes and meaning
๐Ÿง  Cognitive Load - Minimized processing for instant recognition
๐Ÿ‘๏ธ Gestalt Theory - Perceptual principles where whole exceeds parts

Creative Theories (3)
๐Ÿ”€ Conceptual Blending - Merging concepts to create new meanings
๐Ÿ”ง SCAMPER Method - 7 creative transformation techniques
๐ŸŒฟ Biomimicry - Nature-inspired wisdom from 3.8 billion years of evolution

Strategic Theories (2)
โœ… Jobs-to-be-Done - Customer-centric problem-solving focus
๐Ÿ’ญ Design Thinking - Human-centered innovation methodology

Cultural Theories (3)
๐ŸŽญ Jung's Archetype - 12 universal archetypes for emotional connection
๐ŸŒ Linguistic Relativity - Cross-cultural thinking patterns consideration
๐Ÿงฌ Memetics - Cultural transmission and evolutionary potential

Differentiation Theories (3)
โšก Von Restorff Effect - Uniqueness for 30x better recall
๐ŸŽจ Color Psychology - Emotional associations and color meanings
๐ŸŒ Network Effects - Value maximization through network structures

๐Ÿ’ซ Special Features
Each theory provides unique visualizations and customized analysis:

Square Theory โ†’ 4-corner relationship diagram
Blending โ†’ Concept fusion flowchart
Color โ†’ Interactive color palette display
Theory-specific insights for each approach

๐ŸŽจ Output Information
Core: Brand name, slogan, values, emotions, personality
Visual: Colors, concepts, typography styles
Linguistic: Pronunciation, etymology, global adaptability
Strategic: Differentiation, positioning, growth potential
Theory-specific...
replied to their post 11 days ago
view reply

Thank you very much. How can I create this tool for another language?

Amazing!!!!

Supported Languages (25 Total):

English
Korean
Japanese
French
German
Spanish
Italian
Portuguese
Dutch
Thai
Vietnamese
Arabic
Hebrew
Indonesian
Hindi
Russian
Chinese
Norwegian
Swedish
Finnish
Danish
Polish
Turkish
Greek
Czech

reacted to their post with ๐Ÿค—โค๏ธ๐Ÿ‘€๐Ÿš€๐Ÿ”ฅ 12 days ago
view post
Post
3716
๐ŸŽ™๏ธ AI Podcast Generator - Professional Conversation Creation Tool

๐Ÿ“– Project Overview
Transform any URL, PDF, or keyword into professional podcast conversations automatically! This AI-powered tool creates engaging, expert-level dialogues in minutes. ๐Ÿš€

openfree/AI-Podcast

โœจ Key Features: Multiple Input
URL: Web articles, blog posts, news content
PDF: Research papers, documents, reports
Keywords: Topics like "AI Ethics", "Quantum Computing"

๐Ÿค– Smart AI Conversation Generation
Local LLM: Mistral-Small 24B model for privacy protection
API Fallback: Together AI API support
Expert Style: In-depth discussions between host and expert
Length: 12-20 exchanges for comprehensive coverage

๐ŸŒ Multilingual Support
English: Alex (Host) & Jordan (Expert)
Korean: Junsu (Host) & Minho (Expert)

๐ŸŽต High-Quality Text-to-Speech
Edge-TTS: Natural cloud-based voices
Spark-TTS: Local AI voice model
MeloTTS: GPU-powered local synthesis

๐Ÿ” Real-time Information Search
Brave Search API for latest information retrieval
Automatic content generation from keywords

๐ŸŽฏ How to Use
Select Input: Choose URL/PDF/Keyword
Set Language: Korean or English
Generate Dialogue: AI creates professional podcast script
Edit Freely: Modify the generated conversation as needed
Create Audio: Generate audio with your preferred TTS engine

๐Ÿ’ก What Makes It Special
Professional Quality: Deep analysis rather than simple summaries
Data-Driven: Includes statistics, research findings, real examples
Fully Editable: Customize conversations after generation
Offline Capable: Works without internet using local models

๐ŸŽ‰ Output
Creates approximately 5-minute professional podcast episodes:

๐Ÿ“ Editable conversation scripts
๐ŸŽ™๏ธ High-quality audio files
๐Ÿ’ก Expert-level insights and analysis

๐Ÿค Community & Support
For questions, feature requests, or technical issues, please reach out through the Community tab above. We'd love to hear your feedback and help you create amazing podcast content!
  • 3 replies
ยท