Back
Aparna Pradhan
fullstack dev specia... • 22d
🚀 Just wrapped up another portfolio project: AI Strategy Assistant, part of my ongoing journey in building agentic, RAG-powered AI systems! 🧠 What it is: A personal Streamlit-based app that simulates multi-perspective feedback (like CTO, founder, marketer) using LangChain and FastAPI. It helps users clarify their strategy by acting as their AI brainstorming partner. 💡 What I learned: - Multi-agent simulation: Building persona-based responses with memory and tone variation. - AI predictability: Handling malformed outputs from models, especially in JSON structure. - Async processing: Added real-time feedback with background task handling and status tracking. - History tracking: Used SQLite to persist feedback and allow iteration. Limitations - In-Memory Storage: Uses request_store dictionary (not persistent across restarts). - No WebSockets: Uses polling instead of push notifications. Comment Image 🛠 Tech Used: Python, Streamlit, FastAPI, LangChain, OpenRouter, SQLite This is part of my goal to showcase practical AI tools that assist founders and solopreneurs in making faster, clearer decisions—on a budget. ✨ Built in public. Feedback welcome. https://github.com/Aparnap2/strategy-agent #PortfolioProject #AI #Python #LangChain #Streamlit #FastAPI #OpenSource #BuildInPublic #AgenticWorkflows #SolopreneurTools
More like this
Recommendations from Medial
Kimiko
Startups | AI | info... • 2m
AI Agents now have muscle memory. This Python SDK records agent tool-calling patterns, replays them for repeated tasks, and falls back to agent mode for edge cases. 100% Opensource. Read more here: https://www.theunwindai.com/p/muscle-memory-for-a
See More
Chamarti Sreekar
Fcuk imposter syndro... • 13d
Top Free AI Courses You Can Start Today #2 Agentic AI A B C of Coding to Build AI Agents https://www.analyticsvidhya.com/courses/a-b-c-of-coding-to-build-ai-agents/ Build a Resume Review Agentic System with CrewAI https://www.analyticsvidhya.com/
See More
Aparna Pradhan
fullstack dev specia... • 27d
Hey friends, I’ve been building something close to my heart — a *portfolio project* that reimagines how AI can work as your startup team. Introducing *AgentFlow* — a *virtual office of autonomous AI agents* that think, plan, and collaborate like a le
See More
Ashinee Kesanam
Co-Founder of HSpect... • 3m
Google introduced yet another spectacular toolkit, the Agent Development Kit (ADK)—a free, open-source Python toolkit designed to simplify the creation of advanced AI agents. ADK empowers developers to build, test, and deploy multi-agent systems with
See More
Chetan Sable
Turning ambitious id... • 3m
🧠💻 Say Hello to Google's Agent Development Kit (ADK)! 🚀 Unveiled at Google Cloud Next '25, the Agent Development Kit (ADK) is an open-source framework designed to simplify the creation of intelligent, modular, and production-ready AI agents. 🔹
See More
Amit Soni
A billion dollar dre... • 6m
🔮 No-Code AI Revolution: Multi-Agent Systems for Everyone! Multimodal LLM-based multi-agent systems are now accessible through no-code platforms. Game-changer alert! 🚀 Why it matters: - Non-technical teams can implement complex AI - Handle text,
See More
Download the medial app to read full posts, comements and news.