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Enterprise AI Analysis: Low-Loss, Multi-Reticle-Stitched SiN Waveguides for 300 mm Wafer-Level Optical Interconnects

Enterprise AI Analysis

Low-Loss, Multi-Reticle-Stitched SiN Waveguides for 300 mm Wafer-Level Optical Interconnects

This breakthrough technology introduces wafer-level optical interconnects tailored for future AI/ML compute clusters. By enabling massive, efficient data interconnects across 300 mm wafers with extremely low propagation and stitch loss, it promises unparalleled data bandwidth, energy efficiency, and significantly reduced latency for multi-processor-unit systems.

Executive Impact: Revolutionizing Wafer-Scale AI Compute

This innovation unlocks new possibilities for AI/ML infrastructure, addressing critical bottlenecks in data transfer and processing at an unprecedented scale. By enabling efficient, low-loss optical pathways directly on a 300 mm wafer, we can support the next generation of high-performance computing.

0 Propagation Loss @ 1310nm
0 SiN Waveguide Stitch Loss
0 Wafer Scale Deployment
0 Max Waveguide Length

Deep Analysis & Enterprise Applications

Select a topic to dive deeper, then explore the specific findings from the research, rebuilt as interactive, enterprise-focused modules.

High-Precision Reticle Stitching: A Paradigm Shift

Achieving ~10 nm level precision in reticle stitching is critical for enabling next-generation wafer-level optical I/O, surpassing the limitations of traditional 100 nm approaches.

Feature ~100 nm Level Precision Reticle Stitching ~10 nm Level Precision Reticle Stitching
Basic Info
  • Normal precision on 200 mm silicon photonics platforms.
  • Enables fabrication of multi-reticle large-scale photonic integrated circuits (PICs).
  • Higher precision (~5 nm demonstrated), primarily on 300 mm silicon photonics platforms.
Waveguide Suitability
  • Suitable for low-confinement waveguides (e.g., 100 nm thick SiN) due to large mode field diameter.
  • Required for high-confinement waveguide arrays (e.g., 300 or 400 nm thicker SiN, or Si waveguides) to minimize stitch loss and interface reflection.
Prospects

Reticle stitching suitable for lower-confinement waveguides, where typical reticle offsets of ~100 nm introduce negligible issues.

  • Allows 300 to 400 nm thick SiN waveguides.
  • Enables densely packed SiN waveguide arrays at 2~5 µm pitch.
  • Ensures reliable and low crosstalk long-distance propagation.
  • Allows 25~50 µm bend radii for flexible routing.
  • Enables return loss isolation > 50-60 dB for dense laser arrays.
  • Allows effective and compact waveguide crossings.
Disadvantages/Requirements
  • Limits optical I/O edge bandwidth density.
  • Requires thick oxide cladding to prevent substrate leakage.
  • Requires >10 µm waveguide pitches to prevent crosstalk.
  • Requires >100 µm bend radii.
  • Lacks effective and compact low-loss waveguide crossing devices.
  • Requires advanced 193 nm immersion lithography tools.
  • Requires a 300 mm silicon photonic platform.

End-to-End Wafer-Scale SiN Waveguide Fabrication Flow

The fabrication process leverages advanced 300 mm CMOS pilot lines and 193 nm immersion lithography to create complex, multi-reticle-stitched SiN waveguide networks.

2.7 µm BOX Deposition
300/400 nm LPCVD SiN Deposition
193 nm Immersion Lithography
SiN Patterning
Oxide Top Cladding
Planarization
<0.002 dB SiN Waveguide Stitch Loss Achieved

Achieving Negligible Stitch Loss

Through advanced lithography and careful process control, the reticle-to-reticle offset was minimized to less than 5 nm, resulting in almost imperceptible stitch losses, which is critical for long-distance optical interconnects.

Impact of Increased Reticle Offset

To understand the robustness of the SiN waveguides, a deliberate 20 nm y-offset was introduced. This resulted in a slight but measurable increase in stitch loss, validating the importance of ultra-high precision for critical applications. Wider taper-up stitches were shown to mitigate this increase.

Key Takeaway: Increased offset (20 nm) raised stitch loss to 0.002-0.005 dB, highlighting the value of sub-5 nm precision. Wider taper-up stitches (2.5 µm) demonstrated ~0.001 dB lower loss than 1.8 µm for improved robustness.

Future of AI/ML Interconnects: Wafer-Scale Optics

Wafer-level optical interconnects are set to redefine the architecture of AI/ML compute clusters by providing unparalleled bandwidth, energy efficiency, and low latency over tens of centimeters. This technology directly addresses the challenges posed by the growing demand for high-performance data interconnects between XPUs and HBMs on a single 300 mm wafer, enabling more powerful and efficient AI systems.

Calculate Your Potential AI Integration ROI

Estimate the significant efficiency gains and cost savings your enterprise could realize by integrating advanced AI solutions like wafer-level optical interconnects.

Annual Cost Savings $0
Annual Hours Reclaimed 0

Your AI Implementation Roadmap

A structured approach to integrating wafer-level optical interconnects ensures successful deployment and maximizes your return on investment. Our expert team guides you through each phase.

Phase 1: Discovery & Strategy

Comprehensive assessment of your current infrastructure, data flow, and AI/ML workloads. Define key performance indicators (KPIs) and tailor a strategic roadmap for optical interconnect integration.

Phase 2: Design & Prototyping

Detailed design of wafer-level optical interconnect layouts, including waveguide routing, placement of XPUs/HBMs, and integration points. Develop and test prototypes to validate performance and compatibility.

Phase 3: Fabrication & Integration

Leverage advanced 300 mm CMOS processes for SiN waveguide fabrication with high-precision reticle stitching. Integrate optical interconnects with your compute and memory units.

Phase 4: Validation & Optimization

Rigorous testing of the integrated optical system, including propagation loss, stitch loss, bandwidth, and latency. Optimize for maximum performance and efficiency in real-world AI/ML environments.

Phase 5: Scaled Deployment & Support

Roll out the optical interconnect solution across your wafer-scale compute clusters. Provide ongoing support, maintenance, and performance monitoring to ensure long-term success and scalability.

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