CC

ONE CONNECTED SYSTEM

AI WORKFLOW

I connect resources, work together,
and carry experience into the next job.

CARBON is the environment where resources connect; CITADEL is the space where I work with AI. CARTEL is the system that remembers the work done there and carries it forward as a better method.

THE WHOLE PICTURE
01 / THE ENVIRONMENT

CARBON

Carter’s Adaptive Remote Backend & Orchestration Network

From the Macs beside me to remote compute and a NAS.
Everything the work needs is connected as one.

Explore CARBON
REMOTE COMPUTE SSH
Home GPURTX 4070 Ti
Lab compute2 × RTX 4090
Carter Choi

Sets the direction and makes the calls.

Mac miniMacBook
SHARED STORAGE SSH
NASFILES · DATA · BACKUPS

Whatever the device,
the material I need is in the same place.

Work runs on connected resources
02 / THE WORKSPACE

CITADEL

Centralized Integrated Terminal & Agent Deployment Execution Layer

Where several CLIs pass work and context back and forth.

Explore CITADEL
Claude CodeLEADER

~/workspace / shared context

❯ Prepare a proposal in a field that’s new to us.

I’ll find an approach first, then split the roles.

→ Codex organize sources and draft

→ Gemini check evidence and review

↳ Shared connect results and context

Carrying the team’s results forward

CodexWORKER

› Connecting sources and draft.

+ share organized notes and work context

Gemini CLIREVIEW

✦ Checking evidence and logic.

✓ send review results to the leader

A platform tuned from NodeTerm. The connected CLIs keep their own tools and work together.

When the work ends, the experience stays
03 / THE LEARNING SYSTEM

CARTEL

Carter’s Autonomous Research Team & Executive Lab

Remembers what worked and uses it on the next job.

Explore CARTEL
A

Generalist

Changes roles and approaches
to find a way through unfamiliar problems.

Astra / FableLuna · Flash
Flexible roles and approaches
C / A → B

Keeping what worked

Rolesresearch · writing · review

Stepsanalysis → draft → verification

Tools · criteriacollecting sources · checking evidence

C is not a new team;
it is the process that makes experience reusable.
B

Specialist

Runs familiar work again and again
through a fixed pipeline.

ResearchWriteReview
Roles · order · tools · verification criteria fixed
A starting point for the next job

The remembered roles, steps and checks are reused in CITADEL.
The results of new work become CARTEL’s experience in turn.

SHARED MEMORY
BACK TO WORK
ONE ENVIRONMENT, A CONTINUOUS LOOP

A concept diagram of how the parts connect. The signals and CLI exchanges are examples that illustrate the flow of work.