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Built a FastAPI service that ingests public Git repos, parses Python code using AST, generates function-level embeddings, and stores them in Supabase with pgvector. Users can ask natural language questions and get LLM-generated answers grounded in the actual codebase context. Stack: FastAPI, pgvector, sentence-transformers, Ollama.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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What if CapCut had launched during the Y2K internet era? 💿✨
I reimagined CapCut as CapCut.exe, an alternate digital universe inspired by chrome aesthetics, retro interfaces, CDs and early internet nostalgia.
Built using CapCut Design Studio... from idea generation and visual exploration to refining the final creative world.
This is so cool!
AI demos are easy.
Production AI is where engineering begins.
Anyone can connect an LLM API and make something that looks impressive in a demo.
But real businesses need systems that survive messy users, bad inputs, edge cases, and scale.
Production AI means:
✅ Grounded retrieval (RAG)
✅ Reliable tool/API execution
✅ Structured outputs
✅ Agent workflows with business logic
✅ Monitoring, evals, and feedback loops
✅ Infrastructure that scales in production
The difference between an AI demo and an AI product?
Architecture.
That’s where most “AI startups” break.
I build AI systems that go beyond prompt wrappers — production-ready LLM agents, RAG pipelines, and full-stack AI products.
If you're building something real, build it like software.
#AIEngineering #LLMAgents #RAG #GenerativeAI #LangChain #LangGraph #OpenAI #ClaudeAI #Python #FastAPI #AWS #VectorDatabase #AIProduct #SaaS #ArtificialIntelligence #Contra #FreelanceDeveloper #AIConsultant
This is amazing
I built a machine that turns you into a literal GOAT 🐐
Introducing The GOAT-i-fyer, my official submission for the #ElevenCreative Challenge!
Drop in any selfie, and this multi-node template will show you how you'd look as a fabulous goat - PLUS it'll build a fully voiced, lip-synced version of your new alter-ego.
What makes this a true G.O.A.T. workflow:
⭐ It scans your photo and maps your unique real-world traits (like your hair color, expression, or accessories) directly onto a high-fidelity goat avatar
⭐ It doesn't stop there - it also scripts a punchy, spoken monologue that syncs perfectly to the goat's mouth movements
Try out the template, and PLEASE show me your results in the comments!
& if it makes you laugh, smash that UP-GOAT button (if not now, when?) 👇
This is so cool and fun!
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