Top Tweets for #BuildingChallenge
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Find all the rules, check the leaderboard, and submit your entry via the Magic Block app!
#BuildingChallenge #GameDev #PixelArt

โ
Day 55 of #BuildingChallenge :
Investor Finder :
- Created the Frontend for the website using @streamlit.
- Built the Angel Investor agent using @langchain ,@pydantic and @firecrawl .
WHAT IT DOES:
- Matches startups with individual angel investors (not firms).
- Focuses on $25K-$500K investment range.
- Analyzes industry expertise, geographic preferences, and stage alignment.
- Returns 5-7 high-quality matches with reasoning and contact info.
Will be adding VC agent tomorrow.
โ
Day 54 of #BuildingChallenge :
After Successfully building a X Profile analyzer, planned to build a new tool that finds you a investor ๐
- Investors list based on idea match, location match, similar investments and their previous experiences.
- @streamlit + @langchain + @firecrawl stack.
- Real-time scraping from funding news sources.
Next: Start with the query generation logic
Hopefully i make it work.
#BuildInPublic #startupstory #investors

โ
Day 54 of #BuildingChallenge :
After Successfully building a X Profile analyzer, planned to build a new tool that finds you a investor ๐
- Investors list based on idea match, location match, similar investments and their previous experiences.
- @streamlit + @langchain + @firecrawl stack.
- Real-time scraping from funding news sources.
Next: Start with the query generation logic
Hopefully i make it work.
#BuildInPublic #startupstory #investors

โ
Day 53 of #BuildingChallenge :
๐ Just built an AI-powered Twitter Profile Analyzer!
๐ง Tech Stack:
โข LangChain RAG with FAISS vector stores.
โข OpenAI GPT-4 + embeddings pipeline.
โข Tweepy API v2 integration.
โข Streamlit + Plotly for interactive website.
โข RecursiveCharacterTextSplitter for document processing.
๐ ๏ธ Features:
๐ฏ Content strategy insights.
๐ Engagement pattern recognition.
๐ก Actionable recommendations.
๐ Web app + CLI interfaces.
๐ฅ Export to JSON/CSV.
Analyze any public profile in seconds! Perfect for content creators & marketers.
#AI #TwitterAnalytics #LangChain #DataScience #SocialMedia #MachineLearning #LangChain #VectorDB #NLP #RAG #DataEngineering
โ
Day 53 of #BuildingChallenge :
๐ Just built an AI-powered Twitter Profile Analyzer!
๐ง Tech Stack:
โข LangChain RAG with FAISS vector stores.
โข OpenAI GPT-4 + embeddings pipeline.
โข Tweepy API v2 integration.
โข Streamlit + Plotly for interactive website.
โข RecursiveCharacterTextSplitter for document processing.
๐ ๏ธ Features:
๐ฏ Content strategy insights.
๐ Engagement pattern recognition.
๐ก Actionable recommendations.
๐ Web app + CLI interfaces.
๐ฅ Export to JSON/CSV.
Analyze any public profile in seconds! Perfect for content creators & marketers.
#AI #TwitterAnalytics #LangChain #DataScience #SocialMedia #MachineLearning #LangChain #VectorDB #NLP #RAG #DataEngineering
โ
Day 52 of #BuildingChallenge:
๐จAdded AI Content Agent to my X profile analyzer(know other creators Viral sauce)!
- Auto-categorizes tweets by type.
- Analyzes performance patterns.
- Generates strategic insights.
- Creates actionable roadmaps.
From basic metrics โ AI-powered strategy.
This analyzer helps you to analyze other creators,How they are going viral...
Next: Audience & Timing agents ๐ค
#BuildingInPublic #AI
โ
Day 52 of #BuildingChallenge:
๐จAdded AI Content Agent to my X profile analyzer(know other creators Viral sauce)!
- Auto-categorizes tweets by type.
- Analyzes performance patterns.
- Generates strategic insights.
- Creates actionable roadmaps.
From basic metrics โ AI-powered strategy.
This analyzer helps you to analyze other creators,How they are going viral...
Next: Audience & Timing agents ๐ค
#BuildingInPublic #AI
โ
Day 51 of #Building_challenge :
๐ฅ Built an X Profile Analyzer! Decode any influencer's success:
โฐ POSTING PATTERNS: When they post for max engagement
๐ฅ TOP POSTS: Their viral content breakdown
๐ฃ HOOK LINES: Opening phrases that work
๐ CONTENT TYPE: Threads vs singles, hashtags vs links
Just add username and get their complete Twitter strategy!
Try @elonmusk, @im_roy_lee , or @zach_yadegari - see what makes them viral! ๐
Built for content creators! ๐
Will be adding adding LLM using @langchain to get much deeper insights.
#TwitterAnalytics #ContentStrategy #AI #InfluencerMarketing
โ
Day 50 of my #Buildingchallenge :
๐จMilestone unlocked ๐
- Built my first complete CI/CD pipeline with GitHub Actions and multiple test cases but Failed ๐
.
- Celebrated Vinayaka Chavithi ๐!
The automation feels magical if I succeed๐! โจ

โ
Day 49 of my #BuildingChallenge :
Started learning about GitHub Actions:
- Learned how to automate code testing using GitHub Actions.
- Learned the structure and benefits of CI.
- Did some Exercise.
Will continue to learn about GitHub Actions tomorrow and may be try to have build hands on CI/CD pipeline.
Do you suggest something I should learn ?

โ
Day 48 of my #BuildingChallenge :
Just built an end-to-end Advanced RAG system for US Marine economy census data.
Here's what it does:
- load US Marine Economic census data & processes data with LangChain.
- Chunks text & generates embeddings(ollama embeddings).
- Stores in vector database(FAISS) for fast similarity search.
- Custom retrieval chain + prompt templates.
- Uses llama 2 to to get the answers.
what should i build next?
#AI #RAG #OpenSource #LLM #MachineLearning
โ
Day 48 of my #BuildingChallenge :
Just built an end-to-end Advanced RAG system for US Marine economy census data.
Here's what it does:
- load US Marine Economic census data & processes data with LangChain.
- Chunks text & generates embeddings(ollama embeddings).
- Stores in vector database(FAISS) for fast similarity search.
- Custom retrieval chain + prompt templates.
- Uses llama 2 to to get the answers.
what should i build next?
#AI #RAG #OpenSource #LLM #MachineLearning
โ
Day 47 of my #BuildingChallenge :
๐ Just built an end-to-end Advanced RAG system with open-source LLMs!
Here's what it does:
- Scrapes & processes web data with LangChain.
- Chunks text & generates embeddings.
- Stores in vector database(FAISS) for fast similarity search.
- Custom retrieval chain + prompt templates.
- Groq API for lightning-fast inference (Llama2/Mistral).
- Real-time Q&A via Streamlit web app.
production-ready RAG pipeline! ๐ฅ
#AI #RAG #OpenSource #LLM #MachineLearning
โ
Day 47 of my #BuildingChallenge :
๐ Just built an end-to-end Advanced RAG system with open-source LLMs!
Here's what it does:
- Scrapes & processes web data with LangChain.
- Chunks text & generates embeddings.
- Stores in vector database(FAISS) for fast similarity search.
- Custom retrieval chain + prompt templates.
- Groq API for lightning-fast inference (Llama2/Mistral).
- Real-time Q&A via Streamlit web app.
production-ready RAG pipeline! ๐ฅ
#AI #RAG #OpenSource #LLM #MachineLearning
โ
Day 46 of my #BuildingChallenge :
๐ Just built a production-grade LLM API using LangChain + FastAPI!
โจ Key features:
- Deploy different LLMs (OpenAI/Llama2) as REST API endpoints.
- Secure API key management.
- Built a Streamlit client for testing.
- Production-ready with LangServe.
Perfect foundation for integrating AI into any app! ๐ฅ
#LangChain #FastAPI #LLM #AI #ProductionAI
Day 46 of my #BuildingChallenge :
- Started building a B2B CRM application for a company that manufactures Industrial cleaning solutions.
First time working for others.
Any suggestions??

Day 44 of my #BuildingChallenge :
-Created a simple agent scarps details from Internet using firecrawl.
- coded using langgraph by following @TechWithTimm video.
- Went to gym.
Had 13 visitors to my sass today๐.
Get more interviews with Resume optimizerโฆ.
https://t.co/T3yr9mHPnV
Day 43 of my #BuildingChallenge :
- Completed adding the new feature in my app.
- Went to gym.
Get more interviews with Resume optimizerโฆ.
https://t.co/T3yr9mHPnV
Just copy the job listing and you can optimize your resume according to the job requirement.
#BuildInPublic #Python #LangChain
Day 43 of my #BuildingChallenge :
- Completed adding the new feature in my app.
- Went to gym.
Get more interviews with Resume optimizerโฆ.
https://t.co/T3yr9mHPnV
Just copy the job listing and you can optimize your resume according to the job requirement.
#BuildInPublic #Python #LangChain
Day 42 of my #BuildingChallenge :
-Started to add a new feature in my Saas application.
- You can optimize your resume just using job listing URL, instead of copy pasting job description.
Will push the new feature soon....
#BuildInPublic #Python #LangChain

Day 42 of my #BuildingChallenge :
-Started to add a new feature in my Saas application.
- You can optimize your resume just using job listing URL, instead of copy pasting job description.
Will push the new feature soon....
#BuildInPublic #Python #LangChain

I have 45 users on my Resume Optimizer website and I havenโt touched it for months.
https://t.co/pJYSzACDMd
Clearly, thereโs demandโcanโt wait to improve it.

Day 41 of my #BuildingChallenge :
- Started learning Python advanced AI agents with LangGraph, LangChain & Firecrawl! ๐๐ง .
- Working on personalized gym app project.
- Went to gym.
Balancing coding and fitness today! ๐ช๐๏ธโโ๏ธ
#AIBuilder #BuildInPublic #Python #LangChain #FitnessAI
Running Multiple Claude code instances feels like being superhuman.
โ
Day 40 of my #BuildingChallenge:
๐ I tried to modify the Ui of my Bedtime Story Crew โ a multi-agent AI app that creates magical, personalized bedtime stories with text, images, and audio! ๐งธ๐โจ.
Tried stitch Ai and @spawn and will update it tomorrow.
#AI #CrewAI #GenAI #Python #TTS #Dalle #Parenting #Storytime #AIProject #CrewAI #AIBuilder #BuildInPublic #softwaredeveloper
๐ฅ Just tested Google's new Stitch AI tool for my bedtime story app - absolutely mind-blown!
Went from text prompt โ complete UI design in under 1 minute.
Generated child profiles, story settings, parental controls, and even a sample story ("The Magical Treehouse Adventure") with gorgeous illustrations.
The kicker? Exports directly to Figma and it's completely FREE ๐คฏ
This is a game-changer for indie devs. @stitchbygoogle just made UI design accessible to everyone.
#GoogleStitch #AIDesign #IndieDevs

โ
Day 39 of my #BuildingChallenge:
๐ I just built Bedtime Story Crew โ a multi-agent AI app that creates magical, personalized bedtime stories with text, images, and audio! ๐งธ๐โจ.
Hereโs how the 5 AI agents make the magic happen:
๐ค User Profile Agent โ Personalizes stories based on age, preferences, fav animals/colors.
โ๏ธ Story Generator Agent โ Crafts unique tales using GPT (adventure, kindness, magic & more).
๐ผ๏ธ Image Generator Agent โ Creates stunning illustrations with DALLยทE or fallback art.
๐๏ธ Audio Generator Agent โ Narrates stories using Google TTS with bedtime pacing.
๐ Storybook Composer Agent โ Assembles an interactive, auto-play storybook.
Built with @CrewAI_, @OpenAI, Flask, and more.
small bugs to fix ,will do it tomorrow.
#AI #CrewAI #GenAI #Python #TTS #Dalle #Parenting #Storytime #AIProject #CrewAI #AIBuilder #BuildInPublic #softwaredeveloper

โ
Day 38 of my #BuildingChallenge:
๐ทWatched some news on latest Ai developments.
๐learned about agents flow.
#AIProject #CrewAI #AIBuilder #BuildInPublic #softwaredeveloper
โ
Day 38 of my #BuildingChallenge:
๐ทWatched some news on latest Ai developments.
๐learned about agents flow.
#AIProject #CrewAI #AIBuilder #BuildInPublic #softwaredeveloper
Sam and Jony announced a new company called Io , 1 day after Google I/O๐.
Jony Ive (former chief designer at apple)has merged his company loveform into Open Ai.
According to the release video,the first product will be some hardware device that uses AI natively instead of a system.
More Ai Hardware products to be announced soon.
โ
Day 37 of my #BuildingChallenge:
๐ทWatched Google event I/O 2025.
๐wrote my DBMS midterm.
๐Completed my Computer vision assignment.
#AIProject #CrewAI #AIBuilder #BuildInPublic #softwaredeveloper
๐จGoogle announced Veo 3 - This is huge:
- Their next-gen video model that can generate videos WITH AUDIO (including dialogue!).
- This is the first Google model to create audiovisual content together, opening doors for creators and filmmakers.
#Veo3
โ
Day 36 of my #BuildingChallenge:
๐ท Researched about what will be released in tomorrowโs Google event.
๐Started new multi agent project to create customised children bedtime story.
๐Created all the agents and tasks,will provide tools and create the flow tomorrow.
#AIProject #CrewAI #AIBuilder #BuildInPublic #softwaredeveloper
๐จGoogle's biggest developer conference #GoogleIO2025 is just hours away.
Here's what we can expect from Google's biggest developer conference! #googleio2025 ๐๐.
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