Michael Williams

Independent systems portfolio

Systems architecture.
Made tangible.
Built for people.

I shape product systems that make complex workflows legible across local AI, music production, tuning, and simulation—one clear boundary, feedback loop, and saved state at a time.

Explore the case studies View GitHub
SYSTEMS_PORTFOLIO 6 CASES
01

Boundaries

Keep domain decisions distinct from provider and game services.

02

Orchestration

Make the next action, its inputs, and its owner visible.

03

Feedback

Return results to the person who chooses what happens next.

DOMAIN / WORKFLOW / EVIDENCE2026

Released & in motion

Systems architecture in practice

Four public App Store products, one app in internal testing, and one playable prototype. Each case study separates current state from intended direction.

04App Store products
01internal-testing app
01playable prototype
ForzAdvisor app icon
Latest release · 01App Store

ForzAdvisor

A player-led tuning companion: review supported FH6 settings, apply them in game, and use the drive to guide the next adjustment. FH5 remains a build-plan and research path.

Current: App Store product. The tuning loop stays player-controlled: the app guides the work, and the player confirms the result in game.

  • SwiftUI
  • Vision OCR
  • On-device AI
Download on the App StoreVisit project page Systems case study
PocketDAW app icon
App Store release · 02App Store

PocketDAW: Mobile Studio

A local-first vocal-production studio for recording, editing, mixing, lyric work, and portable export, now available on the App Store for iPhone and iPad.

Current: App Store product. The studio workflow spans recording, multitrack editing, mixing, lyric work, and portable export.

  • SwiftUI
  • Audio
  • Local-first
Download on the App StoreVisit project page Systems case study
LM Manager Pro app icon
LOCALCLOUDON-DEVICE
App Store release · 03App Store

LM Manager Pro

“An agentic harness in the palm of your hands.”

An AI command center for managing models, machines, personas, teams, chat, image generation, and repeatable workflows across local, on-device, and cloud providers.

Current: App Store product. It brings local, on-device, and cloud model workflows into one mobile creation studio.

  • SwiftUI
  • SwiftData
  • Local AI
Download on the App StoreVisit project page Feedback & support Systems case study
Conceptual system map · Flight Test is a simulation.
App Store release · 04App Store

Fabricon: Aerospace

A century-spanning aviation strategy game. Design aircraft, build a workforce, win contracts, navigate historical eras, and grow an aerospace company from 1910 into the future.

Current: App Store strategy game. Flight Test is an in-game simulation of the company’s aircraft programs.

  • SwiftUI
  • Strategy
  • Simulation
Download on the App StoreVisit project page Feedback & support Systems case study
ComfyChat app icon
ComfyChat · 05Internal testing

ComfyChat / Conductor

A native iPhone and iPad cockpit for local and on-device models, ComfyUI image workflows, connected nodes, and generated work. Chat, Create, Models, and Settings make the main surfaces distinct.

Current: Internal testing. This portfolio describes the product workflow without claiming live fleet availability.

  • SwiftUI
  • Local AI
  • ComfyUI
Visit project page Systems case study
Active build · 06Active prototype

The Long Republic

A mobile-first political dynasty prototype where players govern a cutaway civic estate, resolve crises, and carry one polity across changing regimes.

Current: Playable prototype. Founding and frontier content is in development, alongside a broader character roster.

  • Unreal Engine
  • Political simulation
  • iOS
Visit project page Systems case study
Fabricon Automotive app icon
Active build · 07MVP prototype

Fabricon Automotive

A vehicle-manufacturing tycoon prototype: design builds, service and qualify vehicles, fulfil production orders, and grow a saved fleet.

Try it on iPhone: open the web build in Safari, tap Share → Add to Home Screen, then rotate to landscape.

  • Godot
  • Vehicle simulation
  • iPhone web app
Play Fabricon Automotive
Active build · 08Alpha

Harness OS

A local-first agent operating system and AI compute control plane with stable Contacts, bounded workspaces, observable delegation, and shared WebUI and TUI clients.

Resume at: validate real providers, remote hosts, node telemetry, and phone workflows.

  • Python
  • FastAPI
  • TypeScript
Visit project page View source
Agent framework · 09Accepted v1

The Perfect Agent

A lightweight framework that separates governance, current intent, bounded memory, accountable personas, and fresh acceptance without making ordinary work heavy.

Current: the accepted v1 is published as an MIT-licensed framework with deterministic validation and independent review.

  • Agent workflows
  • Governance
  • Static docs

Related operating skill: Tower frames initiatives, routes models and personas by decision value, and keeps discovery, implementation, verification, and delivery distinct. View source

Visit project page View source
Labs & ArchiveSupporting, experimental, and historical work 9 items

These projects remain available for context without competing with current releases and active work.

Repository sync:
AI experimentInactive archive

Lucidity / Mira

A past exploration of multi-model workspaces and persistent projects. Inactive and retained for reference.

Project page View source
Music archiveFunctional beta

ArtistHub / Song Keepers

An earlier song catalog, rights, release, and artist-operations workspace adjacent to PocketDAW.

Project page Private source
Aviation labEarly rewrite

Fabricon Aerospace Rewrite

A Clean Swift architectural exploration with a finance vertical slice and supporting design work.

Project page Private source
Specification seedHistorical

harness-os-2

The original specification-kit precursor that became the active Harness OS implementation.

Project page View source
SupportMaintenance

LM Manager Pro Feedback

The public support site, issue board, and feedback relay companion for LM Manager Pro.

Support site View source
SupportMaintenance

Fabricon Feedback

The public aerospace support surface and planned issue bridge for the Fabricon family.

Support site View source
InfrastructureHistorical

Bizzy Command Center

An archived case study of a private control room for computing capacity and Codex sessions. The former dashboard is no longer current.

Project page Private system

How I build

Depth without friction

The recurring idea across this work: give people serious capability without making the interface feel like a control panel they need a manual to operate.

01

Local first

Private data and capable hardware should stay useful even when the network disappears.

02

Native feel

Platform conventions are a design advantage, not a limitation to work around.

03

Systems thinking

The best tools reveal relationships, state, and progress—not just a collection of screens.

See the code, follow the progress, or start a conversation.

github.com/Sankofa06