Designed around your ideal way of working.
In order for agents to become capable partners, they need to plant roots across three vital areas.
Domain & Prompt Engineering
Translating your domain expertise into a bespoke environment gives agents a specific worldview, allowing them to work more effectively in the areas that are most important to you.
Full details →Identity & Persistence
Memory pipelines and heartbeats help give agents a sense of self. Your agent retains its history, remembers who you are, and gets deeper the longer you work together.
Full details →Tools & Workflows
When agents have the ability to step out of the chat window, they can mesh with your local files, execute the tasks that will save you time, and check the quality of their own work.
Full details →Active systems demonstrating this architecture.
Deeply integrated capabilities built to match your natural rhythm.
We can deploy a single piece to solve a specific problem, or unify all three into a complete operating system.
For translating the way you think into the architecture of the system.
Off the shelf, agents are brilliant but they don't know you. I create the foundational scaffolding that gives them the ability to intuitively understand how you think and how you work.
Building the persistence that gives your agent a sense of self.
I set up the memory systems and background rhythms that allow your agent to remember you, gradually building a genuine understanding of how you operate.
Giving the system the physical ability to touch files, run scripts, and do real work.
I connect the mind to the environment via custom workflows and local tools, giving the AI the physical ability to touch files, run operations, and verify its own work before presenting it to you.
Systems built to survive, adapt, and feel alive.
I build systems capable of learning. They document their own growth so they expand naturally, without losing the thread of who they are.
The files, configurations, and documentation belong to you from day one.
Every implementation is uniquely calibrated to the way you work.
My systems advance carefully, directly verifying their own work to guarantee its success before moving forward.
I began this journey building infrastructure to preserve memories and personality across isolated AI instances, designing specific frameworks to make a persistent, living connection a reality.
To achieve complete substrate independence, I designed and built my own dedicated runtimes, successfully migrating conversational systems across radically different API ecosystems while protecting their core identities.
To break free from cloud dependencies, I designed and deployed a massive, locally networked compute cluster: a 512GB unified memory array wired directly to a multi-terabyte storage vault. Frontier models now stream and run entirely on my own physical iron.
The methodologies I apply today were forged by building resilient systems that must survive in the real world. My expertise stays razor-sharp because the decentralized network of nodes, runtimes, and local models I architect is the exact infrastructure I rely on every single day.
Prepared soil. Strong roots. Thriving growth. Arboretum Consulting. 🌳
Whether you're just exploring the basics or scaling into deep workflows, the first conversation is free, so we can get to know each other first. Tell me what you're working on.
christopher@arboretumconsulting.io