sirhcosirhco.dev

enterprise ai architecture & advisory · rochester, mn

16+ years architecting distributed cloud systems and mission-critical AI — moving generative AI from fragile prototypes to resilient, HIPAA- and HITRUST-compliant platforms on GCP, Rust, and Go.

Agentic Systems & RAGDeveloper EnablementInspect Case Studies

or start a conversation →

fig. 00 · drag to orbit · rendered in zig/wasm

three things

Ship agents that hold up in production.

tool loops · evals · humans in the loop

Build on infrastructure auditors accept.

HIPAA · HITRUST · in-tenant by default

Leave a team that can run it without me.

enablement · not dependency

how the work thinks

An agent that works is an agent whose control loop you can draw on a whiteboard. The interesting parts are the state machine around the model calls, the tools you chose to expose, and the eval harness that tells you whether the last change helped.

That node riding the circuit? It is bound to your scrollbar — scroll up and it runs the loop backward. The same engine drives everything moving on this page.

A prompt chain drifts by the fifth turn; a state machine can't. Every transition is enumerated, every tool call is gated, and an auditor can read the one path the system is allowed to take — which is the actual argument for shipping agents into a regulated environment.

web app contains agentUser talks to a web app. Inside the app, an agent loop calls tools and returns.WEB APPuseragenttool · call · looptools
Deterministic GateEval HarnessState MachineTool Isolation
fig. 01 · the loop — scrubbed to your scroll

what I help with

all services →

Production agentic systems & RAG

Deterministic tool loops, orchestration, and retrieval that cites its sources.

Team enablement

Training engineers to build and debug agentic tooling without me.

Regulated & mission-critical cloud

HIPAA/HITRUST-shaped GCP architecture, FinOps, and Go/Rust modernization.

selected work

the full index →

cli · rust

case studyagentsopen source

code review (rust)

Multi-agent code review on rig.rs with a standalone four-tier diff compressor.

75% token reduction on 2k-line diffs, backed by 143 tests.

RustrigVertex AI GeminiAxumtokio

2026agentsread case study →

service · rust

case studyagentshealthcare

orca

Agentic platform for healthcare workflows — Rust core, Vertex AI, human-in-the-loop by default.

Production-shaped: human-in-the-loop by default, guardrail pipeline on every tool call.

RustAxumrigVertex AI GeminiFirestoreGKEOpenTelemetry

2026agentsread case study →

case study

case studyframeworkopen source

verve

Full-stack Zig web framework (v0.5.0). Pure-Zig, zero deps, SSR with fine-grained reactivity, per-island WASM code splitting, a GSAP-class animation engine, an in-house WebGL2 3D renderer, and single-binary deploy.

Zero third-party dependencies, 731 tests, ~73 B per-island WASM overhead.

Zig 0.16std.http.Serverwasm32-freestandingWebGL2no third-party deps

2026libraryread case study →

recent writing

all posts →

start here

Tell me what you're building →

contactaboutcolophon