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3D Reconstruction & Generative AI Engineer

Bhatiyani Astute Intelligence

2 - 5 years

Bengaluru

Posted: 04/04/2026

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Job Description

About the Role

We are hiring a 3D Reconstruction & Generative AI Engineer to build an end-to-end system that can generate high-precision 3D jewellery models from images and text prompts.

This role goes beyond classical CV you will design systems that combine:

  • 3D reconstruction (multi-view / single-view)
  • Generative AI (text-to-3D / image-to-3D)
  • RAG pipelines for design retrieval and conditioning

The final output must be manufacturing-grade meshes suitable for gold casting / 3D printing.

Key Responsibilities3D Reconstruction & Geometry
  • Build pipelines for:
  • Multi-view 3D mesh reconstruction
  • Single-view 3D with learned priors
  • Implement:
  • Point cloud generation, fusion, and meshing
  • Surface reconstruction and refinement
  • Ensure:
  • High geometric accuracy (sub-mm level)
  • Clean topology (watertight meshes)
Generative AI (Core Focus)
  • Develop and fine-tune models for:
  • Text-to-3D generation
  • Image-to-3D generation
  • Work with:
  • Diffusion models (2D 3D lifting)
  • NeRF / Gaussian Splatting-based methods
  • Latent 3D representations
  • Integrate:
  • Style control.
  • Conditional generation (user constraints)
RAG (Retrieval-Augmented Generation) Systems
  • Build RAG pipelines for:
  • Retrieving existing designs / CAD assets
  • Conditioning generative models with reference designs
  • Design:
  • Embedding pipelines (image + text embeddings)
  • Vector databases for design search
  • Enable:
  • Generate similar to this design workflows
  • Hybrid pipelines:
  • Retrieval conditioning generation refinement
  • Optimize for:
  • Low-latency retrieval
  • High semantic relevance
Model Optimization & Deployment
  • Optimize models for:
  • GPU efficiency (multi-GPU setups)
  • Batch inference pipelines
  • Deploy:
  • APIs for generation (image/text 3D)
  • Scalable backend systems
Post-Processing & CAD Readiness
  • Implement:
  • Mesh cleanup (hole filling, smoothing)
  • Topology correction
  • Conversion to CAD-friendly formats (STL/STEP)
  • Ensure outputs are:
  • Print-ready
  • Structurally valid for casting
Required SkillsCore
  • Strong experience in Python + PyTorch
  • Solid understanding of:
  • 3D geometry (meshes, point clouds, SDFs)
  • Multi-view geometry & camera calibration
  • Rendering and differentiable rendering
  • Experience with:
  • PyTorch3D / Open3D / Trimesh
  • 3D reconstruction pipelines (SfM, MVS, NeRF)
Generative AI
  • Hands-on experience with:
  • Diffusion models (Stable Diffusion, latent diffusion)
  • GANs / 3D generative models
  • Understanding of:
  • Text-to-image / text-to-3D pipelines
  • Conditioning and prompt engineering
RAG & LLM Systems
  • Experience building:
  • RAG pipelines (retrieval + generation)
  • Familiarity with:
  • Vector databases (e.g., FAISS, Milvus)
  • Embedding models (CLIP, multimodal embeddings)
  • Ability to:
  • Combine structured (CAD) + unstructured (images/text) data
  • Design semantic search systems
Preferred / Bonus Skills
  • Experience in:
  • Jewellery design / CAD workflows
  • Blender / MeshLab / Rhino / Fusion 360
  • Familiarity with:
  • Vision-language models
  • Grounding models (e.g., object-aware generation)
  • Experience with:
  • Multi-GPU training (important for your setup)
  • Diffusion + 3D hybrid pipelines
Expected Outcomes
  • Build a system capable of:
  • Text/Image high-quality 3D jewellery
  • Retrieval-assisted generation (RAG-powered design system)
  • Deliver:
  • Production-ready meshes
  • Consistent design quality across variations
Candidate Profile
  • 26+ years in:
  • Computer Vision / Generative AI / 3D Graphics
  • Strong in both:
  • Research understanding
  • Production deployment
Nice-to-Have Project Experience
  • Text-to-3D systems
  • RAG-based generative pipelines
  • High-detail reconstruction (jewellery / mechanical parts)
  • CAD-integrated AI systems
Compensation
  • Competitive (based on experience and depth in GenAI + 3D)
  • BETWEEN 4-8 LPA, BASED ON PERFORMANCE.


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