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CS student & designer automating the future with AI.
New to Contra
CS student & designer automating the future with AI.
Cover image for Taking corporate email automation beyond
Taking corporate email automation beyond basic template generation. ๐Ÿš€ I just open-sourced a new project: Autonomous Cold Email & Inbound Replier Agent! This is a modular, production-ready system built completely in pure Python using CrewAI for multi-agent orchestration and Streamlit for a clean, modern interactive UI. As shown in image_ea414f.png, the system moves away from single-prompt generation and splits the operational workload into specialized, sequential steps to ensure high-quality enterprise triage: Dynamic Context Parsing: Ingests dynamic company names, specific roles, and product offerings to craft completely personalized pitch assets based on an internal knowledge base. Multi-Agent Orchestration: Uses a CrewAI sequential flow to separate analysis from execution. A Triage Officer handles data categorization while a Business Correspondent handles context-aware drafting. 100% Free-Tier & Cost Compliance: Powered entirely by high-performance models via free-tier API orchestration (utilizing gemini-2.5-flash via Google AI Studio and Groq Cloud AI as a high-speed secondary model). Interactive UI Safety: Features a polished Streamlit interface (onee.py (http://onee.py)) to monitor active server queues and act as a human-in-the-loop gatekeeper to approve drafts before they go live. The repository is modularly structured, completely production-ready, and optimized with strict exception handling to respect rate limits safely. ๐Ÿ”— Check out the code here: https://github.com/26FajarRizwan/Cold_Email_Replier_Agent #CrewAI #Streamlit #AIEngineering #Python #GenerativeAI #LLMs #OpenSource #Automation #GoogleGemini
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Cover image for ๐ŸŽฎ Level Up: Built a
๐ŸŽฎ Level Up: Built a Multi-Agent AI Game Designer with CrewAI (https://www.linkedin.com/company/getcrewai/) & Groq (https://www.linkedin.com/company/groq/)! ๐Ÿš€ I'm thrilled to share my latest projecta modular hashtag#AI (https://www.linkedin.com/search/results/all/?keywords=%23ai&origin=HASH_TAG_FROM_FEED) Agent system designed to transform a simple text idea into a full, production-ready Game Design Document (GDD)! ๐Ÿ•น๏ธ๐Ÿค– As game development gets more complex, brainstorming core mechanics, balance, and narrative loops manually can take days. I built this automation agent to instantly structure wild game ideas into comprehensive design blueprints. ๐Ÿ› ๏ธ How It Works: Dynamic Terminal Prompting: Captures unique, raw gameplay ideas directly from user input via the terminal. AI Game Designer Agent: Powered by Groqโ€™s lightning-fast Llama-3.3-70b-versatile model, it acts as a veteran designer with 10+ years of AAA experience. Custom Stability Patch: Implemented a robust dynamic litellm execution patch to strip out incompatible caching fields, ensuring 100% crash-free API calls. Structured GDD Output: Automatically generates core gameplay loops, combat systems, character arcs, and world-building documentation. ๐Ÿ—๏ธ Modular Architecture & Tech Stack: Framework: CrewAI (https://www.linkedin.com/company/crewai-inc/) (Multi-Agent Architecture) Inference Engine: Groq (https://www.linkedin.com/company/groq/) API Cloud LLM: Llama (https://www.linkedin.com/company/ai-deepseek/)-3.3-70b-versatile Environment Management: Python (https://www.linkedin.com/company/learn-python-programming/) hashtag#python (https://www.linkedin.com/search/results/all/?keywords=%23python&origin=HASH_TAG_FROM_FEED)-hashtag#dotenv (https://www.linkedin.com/search/results/all/?keywords=%23dotenv&origin=HASH_TAG_FROM_FEED) & hashtag#strict (https://www.linkedin.com/search/results/all/?keywords=%23strict&origin=HASH_TAG_FROM_FEED) .hashtag#gitignore (https://www.linkedin.com/search/results/all/?keywords=%23gitignore&origin=HASH_TAG_FROM_FEED) protocol to ensure zero leakage of private hashtag#API (https://www.linkedin.com/search/results/all/?keywords=%23api&origin=HASH_TAG_FROM_FEED) credentials. By separating my automation projects into clean, isolated ecosystems, I'm building a highly scalable portfolio of production-grade AI tools. ๐Ÿ“‚ Check out the GitHub Repository here: https://lnkd.in/dFecvgBc (https://lnkd.in/dFecvgBc)What kind of game would you ask this agent to design first? Let's connect and discuss the power of fast inference in creative automation! ๐Ÿ‘‡ hashtag#AI (https://www.linkedin.com/search/results/all/?keywords=%23ai&origin=HASH_TAG_FROM_FEED) hashtag#GenerativeAI (https://www.linkedin.com/search/results/all/?keywords=%23generativeai&origin=HASH_TAG_FROM_FEED) hashtag#CrewAI (https://www.linkedin.com/search/results/all/?keywords=%23crewai&origin=HASH_TAG_FROM_FEED) hashtag#Groq (https://www.linkedin.com/search/results/all/?keywords=%23groq&origin=HASH_TAG_FROM_FEED) hashtag#Llama3 (https://www.linkedin.com/search/results/all/?keywords=%23llama3&origin=HASH_TAG_FROM_FEED) hashtag#GameDesign (https://www.linkedin.com/search/results/all/?keywords=%23gamedesign&origin=HASH_TAG_FROM_FEED) hashtag#Python (https://www.linkedin.com/search/results/all/?keywords=%23python&origin=HASH_TAG_FROM_FEED) hashtag#Automation (https://www.linkedin.com/search/results/all/?keywords=%23automation&origin=HASH_TAG_FROM_FEED) hashtag#ArtificialIntelligence (https://www.linkedin.com/search/results/all/?keywords=%23artificialintelligence&origin=HASH_TAG_FROM_FEED) hashtag#SoftwareEngineering (https://www.linkedin.com/search/results/all/?keywords=%23softwareengineering&origin=HASH_TAG_FROM_FEED)
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Senior AI Engineer | AI Agents, Automation & SaaS Solutions
New to Contra
Senior AI Engineer | AI Agents, Automation & SaaS Solutions
Top Rated Plus Freelancer & Top 1% Talent
$5k+
Earned
2x
Hired
5.0
Rating
16
Followers
Top Rated Plus Freelancer & Top 1% Talent