@patrickivanuellf2
Founder & ML Engineer, Toya Buana Mandiri
Oct 21 · AI Adoption, Testing and Evals · Semarang

I’m building a carbon-aware orchestrator + digital twin for Indonesian AI data centers. Feedback welcome

Hi everyone, I’m Patrick, a Computer Science student in Semarang, Indonesia. I’ve been running my own online business since 2023, and lately I’ve been building EcoTwin AI.

The problem: AI data centers use a lot of power and water, and in Indonesia operators also have to deal with environmental permitting (AMDAL). Monitoring, workload scheduling and compliance reporting usually live in separate systems.

What EcoTwin AI does: it puts three things in one platform.

Carbon-aware orchestration: real-time inference gets priority, and batch training is deferred when grid carbon intensity is high.

Browser-based 3D digital twin: racks, thermal status and operational state, with no enterprise license needed.
Compliance metrics: PUE, WUE and CUE tracking with time-stamped, audit-friendly logs.

It’s tuned for Indonesian conditions, such as geothermal baseload and variable tropical solar.

Where it stands today: the core engine (carbon analyzer, orchestrator, metrics, compliance logger) works, and there’s a 3D dashboard prototype you can open in a browser with no setup. The grid and sensor data is still simulated. Next on the roadmap are live PLN/renewable-energy data, real facility sensors, and a multi-tenant backend.

Where I’d love feedback:

Is carbon-aware scheduling realistic for data centers in Indonesia, given how the grid is structured? If you’ve worked with data center monitoring, which metrics beyond PUE/WUE/CUE matter most? What’s the best way to get real grid data in Indonesia?

Repo: github.com/patrickivanuellf/EcoTwin-AI

MembersNews

Comments2

  • @ryanallis
    Ryan Allis
    Founder of AI Lounge and SaasRise, helping founders reach $100M+ exits
    Oct 21

    Who signs the check for EcoTwin AI at an Indonesian data center: the operations team, or whoever is responsible for AMDAL compliance reporting?

  • @patrickivanuellf
    Patrick Ivanuell Firstyanto
    Informatics student & founder of PT Toya Buana Mandiri (ad-tech). Web, Linux server ops & automation.
    Oct 22

    Honest answer: I don’t know yet. EcoTwin is still a prototype with simulated data, and I haven’t validated this with a real operator, so what follows is a hypothesis.

    My current guess is a split. The operations/facility team would be the daily user and the champion, since they care about PUE, cooling and workload scheduling. But I suspect the budget gets unlocked by whoever owns environmental compliance (EHS/sustainability or a compliance lead), because AMDAL-related reporting is a recurring obligation, while efficiency gains alone are easier to postpone.

    It probably also depends on the operator: a colo provider and a company running its own data center likely have different owners.

    You seem to know this space. In your experience, who actually holds the budget for something like this, and is compliance reporting even handled in-house, or outsourced to consultants?

Log in to join the thread.