Vinay P.

I ship multi-agent systems and RAG pipelines in regulated industries & compliance-heavy environments. 🎯 Recent Impact: ➔ aiAvenue (AI Recruitment Platform, Current): • Prompt optimization across 10+ microservices • Built evaluation pipelines with golden datasets • Langfuse integration for observability and tracing • RAG/semantic matching for candidate scoring ➔ Gains App (UK Fintech, 6-month contract): • Architected 7-agent LLM backend for 25,000+ users • FCA-compliant guardrails for financial advice • Open banking integration via TrueLayer • Scaled architecture for 1M+ users ➤ Client Testimonials: ⭐⭐⭐⭐⭐ "Vinay has been a valuable AI expert/consultant to our team over the past several months, and our collaboration is very much ongoing. Throughout this time, he has consistently demonstrated a strong commitment to quality, delivering work that meets our standards reliably and on schedule." - aiAvenue(US Based) ⭐⭐⭐⭐⭐ "Vinay has been fantastic for us. Detailed, driven, clear at communicating. He's built several key features and advanced guardrails to ensure outputs match for compliance." - Gains App (UK Fintech) "Vinay is a rare full-stack + LLM hybrid who consistently delivers. He designed and implemented an agentic, multi-agent architecture for our financial advice chatbot. Leveraging LangChain, LangGraph, LangSmith, he built clean pipelines, instrumented them well, and put strong input/output guardrails in place." - Adam Murphy, AWS ML Specialty Manager "Vinay is first class to work with. Incredible attention to detail and can be left to complete complex tasks without much help. Highly recommend!" - Sammie Ellard-King, Founder @ Gains App 🛠 Technical Arsenal: - LLM Orchestration: LangGraph, LangChain, LangSmith, Guardrails AI - Models: OpenAI, Claude, Gemini Flash, Grok, OpenRouter - RAG: pgvector, ChromaDB, chunking strategies, embedding pipelines, Retrieval techniques - Infrastructure: AWS (EC2, Lambda, ECR, ASG), Docker, Celery, Redis - Fullstack: Python, FastAPI, React, PostgreSQL, NodeJS 🤝 Let's Build 10 years in software. The last few spent making LLMs work reliably where mistakes cost money or licenses. Taking on select projects: - Multi-agent systems with compliance guardrails - Document automation and RAG pipelines - Fintech AI (open banking, regulatory requirements) - Fullstack AI-powered SaaS Let's talk if you need AI that generates ROI.