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I will build a secure production ai agent langgraph fastapi and gcp
Ilias Ba
About this gig
I will build a production-oriented AI agent using LangGraph and FastAPI, with tool calling, RAG, memory (short,long term and episodic), security guardrails, evaluation, and cost optimization. I can also integrate Redis, Mem0, LangSmith, PyRIT (for redteaming), and deploy your agent to GCP/Vertex AI depending on your project needs.
Get to know Ilias Ba
Ilias Ba
AI ML Engineer Generative AI RAG and Predictive Analytics Expert
- FromMorocco
- Member sinceMar 2025
- Avg. response time1 hour
Languages
English
AI backend engineer with a finance & accounting background — I build
production-ready AI systems that solve real business problems.
From RAG chatbots and SQL agents to multi-agent pipelines and cloud
deployments, I deliver working solutions with clean code, full
documentation, and deployment-ready backends (FastAPI, LangChain,
Docker, AWS).
40+ projects built. Based in Morocco, working globally.
GitHub: https://github.com/ILIASB1212?tab=repositoriesgithub link : https://github.com/ILIASB1212?tab=repositories
My Portfolio
Other AI Development Services I Offer
FAQ
Can you build an AI agent from scratch?
Yes. I can design and build the agent architecture, LangGraph workflow, tools, API backend, and deployment.
Can you improve my existing AI agent?
Yes. I can audit and improve an existing agent for reliability, security, performance, and cost efficiency.
Can you add RAG and memory?
Yes. I can integrate RAG, databases, Redis caching, and Mem0-based memory depending on your requirements.
Can you secure my AI agent?
Yes. I can implement guardrails and perform AI-agent security testing, including prompt-injection and adversarial testing with PyRIT.
Can you reduce my AI agent's costs?
Yes. I can optimize model usage, token consumption, caching, context size, and unnecessary LLM calls.
Do you guarantee zero hallucinations or security vulnerabilities?
No system can guarantee zero risk. I provide testing, measurable evaluations, and practical mitigations within the agreed scope.
