I will build production llm features for your product

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edgardo86
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edgardo86
Edgardo P

About this gig

I build production AI features you can ship, not ChatGPT demos.


I integrate OpenAI and Claude into real products: RAG over your documents, tool-use agents, streaming chat, structured JSON, evals, and guardrails. I work in Python, TypeScript, LangChain, FastAPI, and Node.


What you get:

- An AI feature that fits your existing app or API

- Retrieval, tool calls, or chat flows with error handling

- Eval cases so a model change does not silently break you

- Run steps, env notes, and how to extend it


Good fit if you need:

- Chat, support, or review-reply features in your product

- RAG over PDFs, docs, or a knowledge base

- Agents that call your APIs safely

- An LLM prototype made production-ready


Not a fit for training a model from scratch, or for jailbreak work.


Send the use case, the model, and your deadline. I will reply with a plan and the right package.


Related work: TryReplify, an LLM reply generator with tone, language options, and quota-aware usage.


Get to know Edgardo P

Edgardo P

Software Engineer

  • FromPhilippines
  • Member sinceMay 2026
  • Avg. response time1 hour
  • Languages

    English
I'm an engineer who ships LLM-powered product features end to end, with 8+ years of full-stack delivery behind me. I design retrieval and agent-style workflows, integrate OpenAI and Anthropic (and similar) APIs, and care about the whole production story: latency, cost, safety, and observability-not only the demo. I build the surrounding software the same way: React and TypeScript on the front, .NET and Python (FastAPI, Django) on the back, and AWS/Firebase in the cloud. That background matters when AI has to sit inside real auth, billing, data policies, and scale.