AI evaluation & backend engineer

Irfan Maulana
Akbar.

I find where AI breaks,
and build the products it runs in.

I audit AI datasets and benchmarks, fine-tune and test models, and write the TypeScript backends behind AI products. Five years of shipping software people use.

Open to opportunities / Jakarta, Indonesia

Scroll the story

Three problems.
Three builds.

Three projects, built in 3D. Scroll to play them.

A 3D model of a furnished apartment built from a floor plan.

Flur · AI product

From a flat plan
to a furnished room.

  1. A 2D floor plan comes in.
  2. Vision models find every wall and door.
  3. Real furniture fills each room.
See the Flur project
A 3D conveyor of task crates, with a broken one turned blue and pushed onto a reject lane.

Horizon · AI evaluation

Finding the tasks
that lie.

  1. Every task runs in a clean container.
  2. An empty answer and a wrong answer are both tried.
  3. The broken tasks are flagged, with proof.
See the Horizon project
A 3D scene of Bitcoin, Ethereum, Tron, Solana, TON and XRP coins feeding one wallet, and a Visa card paying at a terminal by contactless.

Bitzaro · Payments

Many chains.
One wallet. One tap.

  1. Deposits arrive on about ten blockchains.
  2. One listener turns them into one balance.
  3. The Visa card pays anywhere by contactless.
See the Bitzaro project

Selected work

Products. Pipelines.
Proof.

What I build, the problems it solves,
and the engineering behind it.
Browse more projects ↓

AI product

Flur

From a floorplan to a furnished space.

Hotels and retail teams need to visualise interiors using real furniture collections. Flur turns 2D floorplans into furnished interiors and 360° panoramas.

My contribution: Building the floorplan understanding pipeline, synthetic datasets, vision-model fine-tuning, golden-fixture evaluations, and rendering workflow.

AI evaluation

Horizon dataset audits

Find the broken tasks before a lab does.

AI labs buy task datasets and training environments to test and train their models. Some of those tasks cannot be solved. Some graders give full marks to wrong answers. Some environments fail to start. Each of these makes the score wrong.

My contribution: Building the audit tool behind Horizon’s public quality index. It runs every task in a clean container, submits an empty answer and the supplied solution, and challenges the grader with incomplete work. Every finding links to its proof. Our audit of public datasets from major vendors confirmed 29 broken tasks.

I also design long-horizon coding benchmarks. Their tasks are generated by code, and a script grades every answer exactly.

Payments & backend

Bitzaro wallet & card

Crypto from many chains, spent like cash.

Bitzaro is a crypto wallet with a Visa card. People load USDT into the wallet and pay by card at more than 40 million shops. Businesses use the same platform to accept crypto payments.

My contribution: I’m the top contributor to the multi-chain listener. It watches about ten blockchains, including Bitcoin, Ethereum, Tron and Solana. It records deposits, updates balances and sends withdrawals. I also wrote the Tron batch-transfer smart contracts, and I’m leading the rebuild of the platform’s API and admin backoffice.

About Bitzaro
Trading product

Mach1 trading platform

Exchange speed, without giving up your keys.

Mach1 is a spot trading platform built with Horizon Analytics Labs. Traders connect a wallet, watch live charts and the order book, and place orders. Its site lists more than 200,000 orders per second and under 100 ms latency.

My contribution: I built trading features in the web app: order history and open orders, limit-order sizing, the swap widget’s order book, the test-token faucet and the wallet connection flow.

Web3 marketplace

NFT Sakeworld & Dragonflies

Japanese sake and pro basketball, sold as NFTs.

Sakeworld lets people buy Japanese sake as an NFT and keep it aging in storage. A second marketplace sold NFTs for a Japanese basketball team. Buyers could pay with a crypto wallet or a credit card.

My contribution: I led the blockchain work at YCP Solidiance: credit-card payments for packs and NFTs, wallet payouts for rights holders, a market-maker integration, and ERC721A contracts that lower gas fees.

Across AI, Web3 and infrastructure

More projects.

The ACRES website home page: a night-drive video behind the line “See What Others Miss.”

Automated perpetual trading

Trading bots that work across several decentralised exchanges, with execution strategies and risk management.

COSMIZE Metaverse

The first metaverse project on the Astar blockchain, with custom RPC services, smart contracts and wallet integration across platforms.

Chronologic AI Pipeline

Internal AI tooling with self-hosted Qwen and Gemma models and agents that automate code reviews, documentation and deployments.

Internal LLM & agent stack

Qwen and Gemma models fine-tuned on internal data and run on local machines, including Apple Silicon. They power agents in engineering and trading work, with an evaluation loop that keeps improving them.

Experience

Built with teams.
Shipped for people.

Full experience in my CV ↓

Jun 2024 - Present

Horizon Analytics Labs

AI Evaluation & Backend Engineer

Audits of AI datasets and training environments, long-horizon coding benchmarks, AI products, and trading systems with outage recovery across six venues.

Jun 2024 - Present

Bitzaro Pay

Backend & blockchain developer

Multi-chain deposit and withdrawal listener, Tron batch-transfer contracts, and the rebuild of the platform’s API and backoffice.

Nov 2023 - Jan 2025

80&Co / Freelance

Backend Developer · JavaScript / TypeScript

WebSocket synchronisation, missed-event recovery, an ownership verification API, and a GraphQL event indexer.

Apr 2022 - Apr 2024

Shinta VR

Blockchain Backend Developer

Worked with the CTO on a metaverse backend, custom RPC services, smart contracts, and cross-platform wallet integration.

Feb 2022 - Jan 2023

YCP Solidiance

Blockchain Expert

Marketplace integrations for credit-card purchases, wallet payments, and trading, working with clients and third-party vendors.

Jun 2021 - May 2023

Dot Indonesia

Blockchain Developer

DAO applications, multi-chain marketplaces, swap integration, and smart contract rules.

About & tools

Curious about the problem.
Practical about the solution.

I’m a software engineer based in South Jakarta. My work spans AI evaluation, AI products, backend systems, and blockchain integrations.

I enjoy working close to the product: understanding the requirement, discussing trade-offs, and building the pieces needed to deliver it. My recent work combines that with a focus on evaluating AI behaviour.

Brawijaya University
B.Eng, Computer Science · 2017 - 2021
1st place · UNITY2019 Software Development Competition

Published research: secure health-record sharing ↗
AI & evaluation
Dataset and benchmark audits, Harbor, Daytona, Robot Framework, Python, Qwen, Gemma, LoRA fine-tuning, OpenAI
Backend & data
TypeScript, Node.js, NestJS, PostgreSQL, Prisma, GraphQL, Redis, WebSockets
Product & infrastructure
Next.js, React Three Fiber, Docker, Kubernetes, Jenkins, Git
Blockchain
Solidity, Ethers.js, Hardhat, event indexing, wallet integrations

Let’s talk

Have something
worth building?

I’m open to AI evaluation, AI product and backend engineering roles.

irfanmaulanaaaaa.im@gmail.com