I will build production llm features for your product


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
Software Engineer
- FromPhilippines
- Member sinceMay 2026
- Avg. response time1 hour
Languages
English
FAQ
Which models do you build with?
OpenAI (ChatGPT) and Anthropic (Claude) first. If you use another chat API, send the model name and I will confirm before you order.
Will you log into my OpenAI or Anthropic account?
No. You keep the keys. I write the integration and, if needed, a small test script you can run. If we must test inside your project, use a restricted key and share it only through Fiverr.
Do you also write prompts only, with no code?
This gig is AI development: code, retrieval, and wiring into your product. Prompt-only work is not offered.
Can you take an existing prototype and make it production-ready?
Yes. Paste the repo or current flow, 3 failing examples, and the outcome you want. Standard is usually the right package.
What is an eval set?
A small list of inputs and expected outputs I use to check the feature. It is how we know a revision did not break the cases that already worked.
Do you train custom models or write jailbreaks?
No. I will not train a model from scratch, and I will not write code or prompts meant to bypass safety rules, scrape private data, or impersonate people.

