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Built a production-ready Agentic AI nutrition assistant using LangGraph, LangChain, Hybrid RAG, FastAPI, ChromaDB, and SQLite.
Features include:
• Human-in-the-loop onboarding
• Hybrid Retrieval-Augmented Generation
• Long-term user memory
• Deterministic nutrition engine
• Tool calling and workflow orchestration
• Guardrails to prevent hallucinated nutrition values
• Automated evaluation pipeline
Tech Stack:
Python • LangGraph • LangChain • FastAPI • ChromaDB • SQLite • Groq Llama 3 • Streamlit
The network for creativity
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Creatives on Contra have earned over $150M and we are just getting started
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🚀 Introducing BrandOps — Your AI-Native Personal Brand Operating System
What if your AI didn’t just respond to prompts — but actually understood your professional identity, remembered your goals, learned from your achievements, and helped turn them into meaningful action?
That’s what I’ve been building with BrandOps.
BrandOps creates a persistent Digital Twin from your expertise, professional history, goals, preferences, projects, and verified activity — then transforms natural-language conversations into structured plans and executable workflows.
The operating loop:
Ask → Plan → Approve → Execute → Verify → Learn
🧠 Persistent Digital Twin
🤖 Specialized AI agents
🎯 Context-aware planning & next-best actions
✅ Human-in-the-loop approvals
⚡ Executable workflows
📈 Verified activity & continuous learning
🔌 Designed for interoperability with AI and developer ecosystems, including MCP
The goal is bigger than generating another piece of content.
BrandOps is an intelligent operating layer for your professional identity — one that understands what you know, what you've built, where you're going, and what actions can move you forward.
It's designed especially for AI builders, developers, founders, creators, and knowledge workers who are constantly building but need a better way to transform that work into visibility, positioning, and opportunities.
🌐 Try BrandOps:
https://brand-ops-navy.vercel.app/
💻 Explore the GitHub repository:
https://github.com/MISHHF93/BrandOps
👤 See BrandOps in my Contra portfolio:
https://on.contra.com/kMPGzj
I'm building toward a future where AI doesn't just know your latest prompt.
It knows your professional trajectory — and helps you act on it.
#BrandOps #ArtificialIntelligence #AIAgents #DigitalTwin #PersonalBranding #BuildInPublic #OpenSource #MCP #FutureOfWork
The Ask, Plan, Approve, Execute, Verify, Learn loop is what stands out to me here, most "AI does your branding" tools skip straight to execute. Curious how much people actually end up tweaking at the approve step versus just rubber-stamping what it plans.
A production-ready LangGraph agent that discovers, audits, scores, enriches, and qualifies B2B prospects automatically.
A fictional product-launch campaign blending AI-assisted visuals with premium food art direction.
