Custom Agentic AI System & LLM Workflow (MVP) by Aaron KakemboCustom Agentic AI System & LLM Workflow (MVP) by Aaron Kakembo
Custom Agentic AI System & LLM Workflow (MVP)Aaron Kakembo
I will design and engineer a production-ready, multi-agent AI system tailored to your business bottlenecks.
Stop settling for basic chatbot wrappers. I build "Reality-First" autonomous workflows that actually execute tasks, whether that means turning natural language into code, automating deep research, or orchestrating complex multi-agent crews.
What you get:
Architecture Design: A complete blueprint of the agent workflow, tool selection, and state management (using frameworks like LangChain or CrewAI).
Custom Tool Integration: Giving your AI the ability to interact with your specific databases, APIs, or web browsers.
Prompt Engineering & Guardrails: Strict failure recovery logic and deterministic outputs so your agents don't hallucinate.
Deployment-Ready Code: Delivered in a secure, Dockerized environment ready for production.
FAQs
Just a clear description of the manual process you want to automate, any specific APIs the AI needs to access, and your preferred LLM provider (OpenAI, Anthropic, DeepSeek, etc.).
Yes. I deliver the system as a containerized microservice or a secure REST API that your existing frontend can easily communicate with.
I will design and engineer a production-ready, multi-agent AI system tailored to your business bottlenecks.
Stop settling for basic chatbot wrappers. I build "Reality-First" autonomous workflows that actually execute tasks, whether that means turning natural language into code, automating deep research, or orchestrating complex multi-agent crews.
What you get:
Architecture Design: A complete blueprint of the agent workflow, tool selection, and state management (using frameworks like LangChain or CrewAI).
Custom Tool Integration: Giving your AI the ability to interact with your specific databases, APIs, or web browsers.
Prompt Engineering & Guardrails: Strict failure recovery logic and deterministic outputs so your agents don't hallucinate.
Deployment-Ready Code: Delivered in a secure, Dockerized environment ready for production.
FAQs
Just a clear description of the manual process you want to automate, any specific APIs the AI needs to access, and your preferred LLM provider (OpenAI, Anthropic, DeepSeek, etc.).
Yes. I deliver the system as a containerized microservice or a secure REST API that your existing frontend can easily communicate with.