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Most businesses are stuck using ChatGPT as a glorified search engine. 🧠
The real value isn't in asking a single AI a question—it's in building multi-agent systems that autonomously execute complex business workflows.
That’s exactly where my skills sit. Over the past year, I've been deep in the trenches with:
🟢 n8n for robust workflow orchestration.
🔵 OpenAI APIs for advanced LLM integration and reasoning.
🔗 Designing collaborative AI agents that talk to each other and your existing apps.
I help founders and CTOs turn chaotic, manual data entry and repetitive tasks into fully autonomous, self-healing AI pipelines.
If your team is spending 10+ hours a week on tasks that AI could handle instantly, let’s talk.
DM me or check out my "Services" section below! 👇
hashtag#AIAutomation hashtag#n8n hashtag#OpenAI hashtag#MultiAgentSystems hashtag#BusinessAutomation hashtag#LLM hashtag#TechConsulting
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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Many companies are building AI applications with LLMs but struggle to understand what is happening behind the scenes. Without proper monitoring and tracing, teams cannot identify slow responses, expensive API calls, failed generations, prompt issues, or areas where AI performance can be improved.
I will integrate professional LLM observability solutions like Langfuse and Helicone to help you monitor, trace, debug, and optimize your AI applications. I will set up complete visibility into your LLM workflows, including prompt tracking, token usage analysis, latency monitoring, cost optimization, evaluation pipelines, and production performance insights.
I use modern AI monitoring and development tools including Langfuse, Helicone, LangSmith, Arize Phoenix, OpenLLMetry, OpenTelemetry, Weights & Biases, PromptLayer, Traceloop, and Grafana to build a complete LLM observability system.
My process includes SDK integration, API configuration, trace setup, prompt management, cost tracking, dashboard creation, evaluation workflows, error monitoring, and performance optimization. Whether you are building AI agents, RAG systems, chatbots, or enterprise LLM applications, I will help you reduce AI costs, improve reliability, and gain full visibility into your AI operations.
My tech stack looks completely different today than when I first started, and rightly so.
This is largely influenced by industry demands and better tools.
Two years ago, Claude wasn't doing half of what it does now. Today, it’s a core part of how so many of us work.
Even as tools change, the core principles stay the same:
⭐ Personalize everything to the team's real workflow.
⭐ Keep your data clean and structured early.
⭐ Design for edge cases before you launch.
⭐ Choose simple, efficient setups over complex ones.
⭐ Always focus on delivering the actual result.
Businesses will always adopt new tools as they grow, but real value will always come down to efficiency.
#AI #Automation #CRM
Many businesses want to build powerful AI agents and LLM applications, but they struggle to connect AI systems with private data, APIs, databases, and internal tools securely. Without a reliable connection layer, AI models cannot access real-time information, automate workflows, or interact with business systems effectively.
I build custom Model Context Protocol (MCP) servers that connect your data sources, APIs, databases, and AI tools into a secure, scalable environment. Your MCP server enables AI agents to retrieve information, execute actions, and communicate with your systems through structured tools and resources.
I use advanced technologies including TypeScript, Node.js, Python, MCP SDK, FastAPI, Express.js, Pydantic, PostgreSQL, Supabase, MongoDB, Redis, LangChain, LlamaIndex, OpenAI API, Anthropic Claude API, Google Gemini API, Docker, Docker Compose, Postman, GitHub Actions, AWS, Azure, Google Cloud, and DigitalOcean.
My services include MCP architecture design, API integration, database connectivity, authentication, security validation, testing, deployment, and monitoring using tools like Langfuse, Helicone, and Sentry. I help businesses create production-ready AI agents, RAG applications, SaaS platforms, and automation systems connected to the data and tools they need.
