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
Cover image for Custom Agentic AI System & LLM Workflow (MVP)
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.
Contact for pricing
Schedule a call
Duration1 week
Tags
Claude
Google Gemini
LangChain
Next.js
OpenAI
Python
Automations
Backend Engineer
Artificial Intelligence
Service provided by
Aaron Kakembo Kampala, Uganda
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Custom Agentic AI System & LLM Workflow (MVP)Aaron Kakembo
Contact for pricing
Schedule a call
Duration1 week
Tags
Claude
Google Gemini
LangChain
Next.js
OpenAI
Python
Automations
Backend Engineer
Artificial Intelligence
Cover image for Custom Agentic AI System & LLM Workflow (MVP)
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.
Contact for pricing