Arcway
Role & Responsibilities
Arcway ingests unstructured design files and turns them into production‑ready 3D homes. Today this process is slow, error‑prone, and requires architectural intuition to resolve contradictions, missing details, and layout issues. You will design ML systems that eliminate these bottlenecks.
You will also help automate home staging (e.g. faucets, lighting fixtures): matching SKU data we receive from a customer to create performant, game‑ready 3D assets from our internal library, manufacturer datasets, or generative pipelines.
Convert unstructured design files into accurate 3D geometry data.
Turn product references into usable 3D assets.
Optimize 3D assets using ML/GenAI.
Build end‑to‑end ML pipelines that ingest, parse, extract, validate, and output structured JSON.
Create feedback loops where human corrections feed into a retraining cycle.
Tools & Languages Core ML / AI Tooling
Python
PyTorch (or TensorFlow/JAX) for training and running models
Vision models for recognizing floor plans, symbols, and annotations, e.g. Detectron2
Diffusion or generative models for simple shape completion or reconstruction
Geometry, CAD, and Floor‑Plan Understanding
CAD parsing experience using libraries such as ifcopenshell
Knowledge of geometric primitives, 2D to 3D inference, and computational geometry using tools such as Open3D
Experience extracting symbols and room features from PDFs or images with OpenCV
Document Parsing and Structured Data Extraction
OCR and layout extraction using tools such as Tesseract
Embedding and similarity search systems such as FAISS for asset lookup
We're Looking For
People that want to work closely with co‑founders at a fast‑paced startup
Strong communication skills, we expect you to be able to deeply describe a technical problem you worked on in layman’s terms
Deeply care about data quality and consistency
Comfortable working with highly variable builder documents that contain contradictions or missing information
Bonus (not required)
Interest in 3D generative AI, e.g. Meshy or TripoSR
Experience generating synthetic data for indoor layouts
Personal interest in architecture, BIM, or CAD systems
What We Offer
Be an early hire building the backbone of a fast‑growing AI company.
Influence how data, AI and 3D design intersect in the built world.
Awesome benefits: https://golden-magnolia-e09.notion.site/Arcway-Employee-Benefits-27ab7624659980daa022febd0c4cb495?pvs=74.
Competitive salary, meaningful equity, and hybrid flexibility.
Seniority level
Entry level
Employment type
Full‑time
Job function
Engineering and Information Technology
Technology, Information and Internet
#J-18808-Ljbffr
You will also help automate home staging (e.g. faucets, lighting fixtures): matching SKU data we receive from a customer to create performant, game‑ready 3D assets from our internal library, manufacturer datasets, or generative pipelines.
Convert unstructured design files into accurate 3D geometry data.
Turn product references into usable 3D assets.
Optimize 3D assets using ML/GenAI.
Build end‑to‑end ML pipelines that ingest, parse, extract, validate, and output structured JSON.
Create feedback loops where human corrections feed into a retraining cycle.
Tools & Languages Core ML / AI Tooling
Python
PyTorch (or TensorFlow/JAX) for training and running models
Vision models for recognizing floor plans, symbols, and annotations, e.g. Detectron2
Diffusion or generative models for simple shape completion or reconstruction
Geometry, CAD, and Floor‑Plan Understanding
CAD parsing experience using libraries such as ifcopenshell
Knowledge of geometric primitives, 2D to 3D inference, and computational geometry using tools such as Open3D
Experience extracting symbols and room features from PDFs or images with OpenCV
Document Parsing and Structured Data Extraction
OCR and layout extraction using tools such as Tesseract
Embedding and similarity search systems such as FAISS for asset lookup
We're Looking For
People that want to work closely with co‑founders at a fast‑paced startup
Strong communication skills, we expect you to be able to deeply describe a technical problem you worked on in layman’s terms
Deeply care about data quality and consistency
Comfortable working with highly variable builder documents that contain contradictions or missing information
Bonus (not required)
Interest in 3D generative AI, e.g. Meshy or TripoSR
Experience generating synthetic data for indoor layouts
Personal interest in architecture, BIM, or CAD systems
What We Offer
Be an early hire building the backbone of a fast‑growing AI company.
Influence how data, AI and 3D design intersect in the built world.
Awesome benefits: https://golden-magnolia-e09.notion.site/Arcway-Employee-Benefits-27ab7624659980daa022febd0c4cb495?pvs=74.
Competitive salary, meaningful equity, and hybrid flexibility.
Seniority level
Entry level
Employment type
Full‑time
Job function
Engineering and Information Technology
Technology, Information and Internet
#J-18808-Ljbffr