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AI & Technical Systems·Local-first infrastructure for AI-assisted work

Agent Runtime

I built an agent runtime around the work that surrounds a model response: choosing a provider, preserving state, controlling tool execution, and handling failures. The goal is a system whose behavior can be inspected and managed—not just another chat interface.

My role

I defined the requirements and operating policies, implemented the runtime with AI coding tools, and worked through testing and failure cases.

Status

Local developer tool

Capabilities

Automation · Systems design · Technical execution

The problem

AI-assisted work involves more than getting an answer. A useful system needs to handle interruption, decide which capabilities a task requires, and distinguish a proposed action from permission to execute it.

What I worked on

Local-first infrastructure combining model routing, persistent state, and controlled tool execution. The case study focuses on how these pieces support practical development work and make failures easier to investigate.

Decisions and tradeoffs

Route for the task

Use task requirements to inform model selection rather than treating every request as the same workload.

Preserve enough state to continue

Important task context should survive a failed call or interrupted session instead of depending entirely on a fresh conversation.

Make execution boundaries explicit

Tool access and review requirements should be determined by the configured policy. A model proposing an action is not, by itself, a reason to execute it.

Evidence and scope

The evidence should be read as a demonstration of the particular workflow and configuration shown. It is not a guarantee that every possible action is safe or that every deployment uses the same settings.

What this shows

The ability to turn a recurring technical problem into infrastructure, reason through failure modes, and connect implementation choices to cost, reliability, and day-to-day usability.

See the work

Illustrative interface preview · synthetic data