Founding ML​/AI Engineer

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.

Core ML / AI Tooling

• Python
• PyTorch (or Tensor Flow/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

• 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

• OCR and layout extraction using tools such as Tesseract
• Embedding and similarity search systems such as FAISS for asset lookup

• 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

• 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

• 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: (Use the "Apply for this Job" box below)..
• Competitive salary, meaningful equity, and hybrid flexibility.

• Entry level

• Full‑time

• Engineering and Information Technology
• Technology, Information and Internet