蓮 🌺
@lonelyh3b.bsky.social
Backend Dev · AI learner · urban gardener 🌱 | learning 日本語 · anime/manga fan 🌸 | slow but steady
https://github.com/lonelyH3b
https://github.com/lonelyH3b
Sharing knowledge online is fun if others collaborate 🥰. The key here is respect, not being right or wrong. Encourage learners they'll help you to grow 🌱
#learning #positivevibe #knowledgeshare #growtogether
#learning #positivevibe #knowledgeshare #growtogether
November 15, 2025 at 5:57 AM
Sharing knowledge online is fun if others collaborate 🥰. The key here is respect, not being right or wrong. Encourage learners they'll help you to grow 🌱
#learning #positivevibe #knowledgeshare #growtogether
#learning #positivevibe #knowledgeshare #growtogether
✨ Just me — debugging life with a smile and too much caffeine.
Still learning, still laughing, still leveling up. ☕💻
#animevibes #devlife #keepgoing #aiart
Still learning, still laughing, still leveling up. ☕💻
#animevibes #devlife #keepgoing #aiart
November 11, 2025 at 9:39 AM
✨ Just me — debugging life with a smile and too much caffeine.
Still learning, still laughing, still leveling up. ☕💻
#animevibes #devlife #keepgoing #aiart
Still learning, still laughing, still leveling up. ☕💻
#animevibes #devlife #keepgoing #aiart
Ou, I haven't tried Atlas browser yet. But looks like AI's gonna be internet king 👑 in coming up few years! 🙃.
OpenAI’s Atlas AI browser takes on Google. It summarizes sources, runs multi-step tasks, and interacts with pages. Google sees 8.5B searches a day and over 90 percent share. OpenAI has 180M ChatGPT users. Big promise, but privacy and accuracy still need review.
November 6, 2025 at 5:50 AM
Ou, I haven't tried Atlas browser yet. But looks like AI's gonna be internet king 👑 in coming up few years! 🙃.
Studying Tomek Link part 3:
When we shouldn't use Tomek Link:
1. Extremely Large datasets: coz takes high computational cost.
2. As it discards data points of two opposite classes which are closest. That makes inefficient for too much imbalance data.
#datascience
#imbalancedata
#tomeklink
When we shouldn't use Tomek Link:
1. Extremely Large datasets: coz takes high computational cost.
2. As it discards data points of two opposite classes which are closest. That makes inefficient for too much imbalance data.
#datascience
#imbalancedata
#tomeklink
November 5, 2025 at 12:33 PM
Studying Tomek Link part 3:
When we shouldn't use Tomek Link:
1. Extremely Large datasets: coz takes high computational cost.
2. As it discards data points of two opposite classes which are closest. That makes inefficient for too much imbalance data.
#datascience
#imbalancedata
#tomeklink
When we shouldn't use Tomek Link:
1. Extremely Large datasets: coz takes high computational cost.
2. As it discards data points of two opposite classes which are closest. That makes inefficient for too much imbalance data.
#datascience
#imbalancedata
#tomeklink
Studying Tomek Link, day -2:
When to use Tomek Link:
- Dataset doesn't have extreme imbalance.
- Decision boundary is noisy.
- Preprocessing step for other techniques.
#tomeklink
#datascience
#imbalancedata
#undersampling
When to use Tomek Link:
- Dataset doesn't have extreme imbalance.
- Decision boundary is noisy.
- Preprocessing step for other techniques.
#tomeklink
#datascience
#imbalancedata
#undersampling
November 3, 2025 at 4:27 PM
Studying Tomek Link, day -2:
When to use Tomek Link:
- Dataset doesn't have extreme imbalance.
- Decision boundary is noisy.
- Preprocessing step for other techniques.
#tomeklink
#datascience
#imbalancedata
#undersampling
When to use Tomek Link:
- Dataset doesn't have extreme imbalance.
- Decision boundary is noisy.
- Preprocessing step for other techniques.
#tomeklink
#datascience
#imbalancedata
#undersampling
Studied Tomek Link: An undersampling technique, removes majority class samples, that are nearest neighbors of minority class samples.
#undersampling
#tomeklink
#datascience
#imbalancedata
#balancingdatasets
#undersampling
#tomeklink
#datascience
#imbalancedata
#balancingdatasets
October 30, 2025 at 4:06 PM
Studied Tomek Link: An undersampling technique, removes majority class samples, that are nearest neighbors of minority class samples.
#undersampling
#tomeklink
#datascience
#imbalancedata
#balancingdatasets
#undersampling
#tomeklink
#datascience
#imbalancedata
#balancingdatasets
Reposted by 蓮 🌺
open source workplace AI platform for enterprise search, automation, and building custom AI agents
October 9, 2025 at 5:39 AM
open source workplace AI platform for enterprise search, automation, and building custom AI agents
Django 6 released with built-in background tasks. I wonder how it will perform 😮.
Django 6.0 Released: Built-in Background Tasks Replace Celery, Full Async Support Delivers Performance Leap. Are You Ready to Upgrade?
#Django
open.substack.com/pub/pythonli...
#Django
open.substack.com/pub/pythonli...
Django 6.0: Async & Background Tasks
Django 6.0 launches with built-in background tasks, full async support, and enhanced security. Redefining web development for perfectionists with deadlines.
open.substack.com
October 8, 2025 at 9:46 AM
Django 6 released with built-in background tasks. I wonder how it will perform 😮.
The thing is that AI progress could literally stop here, and its integration across just digital media + software would make the world 10 years from now radically different. We are already far beyond the threshold
October 5, 2025 at 8:07 AM
Reposted by 蓮 🌺
FastStream simplifies high-performance async message processing in Python for Kafka/RabbitMQ. Would you try it for your next real-time data project?
#Python #FastStream
open.substack.com/pub/pythonli...
#Python #FastStream
open.substack.com/pub/pythonli...
FastStream: Simple & Powerful Python Async Messaging
FastStream: Python async framework for high-performance Kafka & RabbitMQ message processing. Build powerful apps with minimal code.
open.substack.com
September 15, 2025 at 11:37 AM
FastStream simplifies high-performance async message processing in Python for Kafka/RabbitMQ. Would you try it for your next real-time data project?
#Python #FastStream
open.substack.com/pub/pythonli...
#Python #FastStream
open.substack.com/pub/pythonli...
Burnout is a mental state that includes exhaustion, dreads, frustration, stress that impacts on physically. It's real for work, relations and personal life. Yet most of us hardly realize it.
Can you realize when you're in a burnout situation?
#burnout #psycology #mentalhealth #aiart #work
Can you realize when you're in a burnout situation?
#burnout #psycology #mentalhealth #aiart #work
August 9, 2025 at 2:23 PM
Burnout is a mental state that includes exhaustion, dreads, frustration, stress that impacts on physically. It's real for work, relations and personal life. Yet most of us hardly realize it.
Can you realize when you're in a burnout situation?
#burnout #psycology #mentalhealth #aiart #work
Can you realize when you're in a burnout situation?
#burnout #psycology #mentalhealth #aiart #work
Learning LLM ✨. Built a minimalist chatbot API using Django REST Framework!
Integrated distilgpt2 via Hugging Face Transformers.
Lightweight, fast, and beginner-friendly.
GitHub link :
github.com/rakin54/Rakt...
#AI #LLM #Chatbot #Django #HuggingFace
Integrated distilgpt2 via Hugging Face Transformers.
Lightweight, fast, and beginner-friendly.
GitHub link :
github.com/rakin54/Rakt...
#AI #LLM #Chatbot #Django #HuggingFace
GitHub - rakin54/Raktch_ChatAPI: A minimal chatbot application made with Django REST framework
A minimal chatbot application made with Django REST framework - rakin54/Raktch_ChatAPI
github.com
July 27, 2025 at 4:56 PM
Learning LLM ✨. Built a minimalist chatbot API using Django REST Framework!
Integrated distilgpt2 via Hugging Face Transformers.
Lightweight, fast, and beginner-friendly.
GitHub link :
github.com/rakin54/Rakt...
#AI #LLM #Chatbot #Django #HuggingFace
Integrated distilgpt2 via Hugging Face Transformers.
Lightweight, fast, and beginner-friendly.
GitHub link :
github.com/rakin54/Rakt...
#AI #LLM #Chatbot #Django #HuggingFace
My projects aren’t perfect. But maybe someone out there sees the charm.
If you love anime mascots, open-source experiments, and tiny revolutions—come sit with me.
#SmallCircleBigHeart #AIArt #IndieDev #AnimeStyle #DigitalCreatives #CozyDev #OpenSourceVibes #DevLife #pythondev #MascotDesign #SoftTech
If you love anime mascots, open-source experiments, and tiny revolutions—come sit with me.
#SmallCircleBigHeart #AIArt #IndieDev #AnimeStyle #DigitalCreatives #CozyDev #OpenSourceVibes #DevLife #pythondev #MascotDesign #SoftTech
July 6, 2025 at 2:28 PM
My projects aren’t perfect. But maybe someone out there sees the charm.
If you love anime mascots, open-source experiments, and tiny revolutions—come sit with me.
#SmallCircleBigHeart #AIArt #IndieDev #AnimeStyle #DigitalCreatives #CozyDev #OpenSourceVibes #DevLife #pythondev #MascotDesign #SoftTech
If you love anime mascots, open-source experiments, and tiny revolutions—come sit with me.
#SmallCircleBigHeart #AIArt #IndieDev #AnimeStyle #DigitalCreatives #CozyDev #OpenSourceVibes #DevLife #pythondev #MascotDesign #SoftTech
Pausing work on Synthia for now; will be back later. A bit overwhelmed now, so I'm gonna be focus on my learning for now. Still, I'm away, I'll welcome collaborators and artists. Here's my GitHub Repo - github.com/rakinplaban/...
June 26, 2025 at 4:13 PM
Pausing work on Synthia for now; will be back later. A bit overwhelmed now, so I'm gonna be focus on my learning for now. Still, I'm away, I'll welcome collaborators and artists. Here's my GitHub Repo - github.com/rakinplaban/...
Exhausted 😩. Deployed my bot Synthia on render. My bot and fastapi server runs concurrently through threading. I set uptimeRobot to ping my server to keep bot alive. But now database system is broken 😔.
June 25, 2025 at 5:37 PM
Exhausted 😩. Deployed my bot Synthia on render. My bot and fastapi server runs concurrently through threading. I set uptimeRobot to ping my server to keep bot alive. But now database system is broken 😔.
Dockarized my discord bot. Until now she was running through recurrent GitHub actions trigger that would bill $1197.31. Although they waived fully (Sounds wild), I choose to move another option to keep her running 24/7. Until then she'll keep sleeping 😭. Let's see what can I do to awake her again.
June 23, 2025 at 6:24 PM
Dockarized my discord bot. Until now she was running through recurrent GitHub actions trigger that would bill $1197.31. Although they waived fully (Sounds wild), I choose to move another option to keep her running 24/7. Until then she'll keep sleeping 😭. Let's see what can I do to awake her again.
Got the Active Dev badge with my bot Synthia! 🎉
Dockerizing her now.
Seeking anime-style artist for OSS collab. Let’s connect! 💻🎨
#DiscordBot #AnimeArt #OpenSource #ArtistWanted #Docker
Dockerizing her now.
Seeking anime-style artist for OSS collab. Let’s connect! 💻🎨
#DiscordBot #AnimeArt #OpenSource #ArtistWanted #Docker
June 21, 2025 at 12:10 PM
Got the Active Dev badge with my bot Synthia! 🎉
Dockerizing her now.
Seeking anime-style artist for OSS collab. Let’s connect! 💻🎨
#DiscordBot #AnimeArt #OpenSource #ArtistWanted #Docker
Dockerizing her now.
Seeking anime-style artist for OSS collab. Let’s connect! 💻🎨
#DiscordBot #AnimeArt #OpenSource #ArtistWanted #Docker
Added new command on my discord bot.
/heart - this command will add this image.
/heart - this command will add this image.
June 18, 2025 at 5:08 PM
Added new command on my discord bot.
/heart - this command will add this image.
/heart - this command will add this image.
Worked on my discord bot, Fixed the annoying "Unknown Integration" error, my bot now responds properly to the commands! Resolved some bugs in saving channel info to the database. Successfully got the bot to send the latest AI news directly to channels marked for news updates based on database config
June 16, 2025 at 4:26 PM
Worked on my discord bot, Fixed the annoying "Unknown Integration" error, my bot now responds properly to the commands! Resolved some bugs in saving channel info to the database. Successfully got the bot to send the latest AI news directly to channels marked for news updates based on database config
Still working on my discord bot. Successfully stored guild (server) information on database 👍. But got stuck on getting channel information after applying a command. Got `Unknown Integration ` response from bot and data not sending on database. Will keep working on fixing it.
#bug #bot #discord
#bug #bot #discord
June 15, 2025 at 6:20 PM
Working on my Discord bot. Finally ditched the old JSON hacks and started using a real DB for memory. 🧠
But this time I hit a weird bug — bot didn’t respond to a slash command 😲
No errors in VSCode, but Discord said “Unknown interaction.”
Still debugging. Wish me luck! 😅
But this time I hit a weird bug — bot didn’t respond to a slash command 😲
No errors in VSCode, but Discord said “Unknown interaction.”
Still debugging. Wish me luck! 😅
June 14, 2025 at 4:57 PM
Working on my Discord bot. Finally ditched the old JSON hacks and started using a real DB for memory. 🧠
But this time I hit a weird bug — bot didn’t respond to a slash command 😲
No errors in VSCode, but Discord said “Unknown interaction.”
Still debugging. Wish me luck! 😅
But this time I hit a weird bug — bot didn’t respond to a slash command 😲
No errors in VSCode, but Discord said “Unknown interaction.”
Still debugging. Wish me luck! 😅
In a world of code and chaos, I asked ChatGPT:
“What does my inner dev look like?”
It showed me… the Code Alchemist. Half dreamer, half builder, all magic.
Are you an anime-style artist who feels the spark?
Let’s create—no money, just magic, credit & connection 💫
#DevLife #PixelArt #Anime #AIArt
“What does my inner dev look like?”
It showed me… the Code Alchemist. Half dreamer, half builder, all magic.
Are you an anime-style artist who feels the spark?
Let’s create—no money, just magic, credit & connection 💫
#DevLife #PixelArt #Anime #AIArt
June 12, 2025 at 8:47 AM
Worked on my Discord bot. Connected it with the database. Still working on! Before that, I was playing with a JSON file.
June 11, 2025 at 3:40 PM
Worked on my Discord bot. Connected it with the database. Still working on! Before that, I was playing with a JSON file.
Working on my Discord bot after a long break. Last month, I kept my Discord bot running 24/7 with GitHub actions. Target is to connect with the database (using json file for now) and Docker setup. Let's see, how far can I go!? 🦝
Check this repo 👇🏼
github.com/rakinplaban/...
Check this repo 👇🏼
github.com/rakinplaban/...
GitHub - rakinplaban/Discord_bot_AI_trandes: Synthia is a Discord bot that fetches and displays the latest AI news in a designated channel using web scraping.
Synthia is a Discord bot that fetches and displays the latest AI news in a designated channel using web scraping. - rakinplaban/Discord_bot_AI_trandes
github.com
June 10, 2025 at 4:33 PM
Working on my Discord bot after a long break. Last month, I kept my Discord bot running 24/7 with GitHub actions. Target is to connect with the database (using json file for now) and Docker setup. Let's see, how far can I go!? 🦝
Check this repo 👇🏼
github.com/rakinplaban/...
Check this repo 👇🏼
github.com/rakinplaban/...
Throttling in DRF is to apply some restrictions to clients for accessing the API. A client that exceeds the request limit will get 429 Too Many Requests. Although DRF has built-in throttling options, it's good to set custom rate limits for different users.
#drf #api #throttling #django
#drf #api #throttling #django
June 3, 2025 at 7:06 AM
Throttling in DRF is to apply some restrictions to clients for accessing the API. A client that exceeds the request limit will get 429 Too Many Requests. Although DRF has built-in throttling options, it's good to set custom rate limits for different users.
#drf #api #throttling #django
#drf #api #throttling #django