Deterministic 3D Memory Logic for 100,000+ GPU AI Clusters. Engineered by Titan Memory Systems to eliminate the memory latency wall, unlocking sub-2ns refresh preemption and 2.048+ TB/s per-stack bandwidth.
Designed specifically to maximize GPU utilization and cut cluster tail latency in next-gen AI supercomputers.
In massive LLM training and inference clusters (e.g. Llama 3 405B & Gemini), standard HBM refresh stalls freeze thousands of Tensor Cores. Muon's <2ns hardware preemption eliminates memory stalls, ensuring GPUs never sit idle.
By delivering 2.048+ TB/s per stack and 256-byte micro-flit streaming optimized for KV-cache retrievals, Muon increases inference token-per-second generation speed while cutting data center energy overhead.
Standard HBM3e relied on passive base dies. HBM4 introduces 3nm/4nm active logic nodes. Titan's Muon IP embeds priority routing and out-of-order execution directly into the bottom logic die layer.
Strategic licensing and co-design paths for semiconductor leaders and cloud providers.
SK Hynix, Samsung, Micron
Differentiate your HBM4 stacks against standard JEDEC offerings. Licensing Muon Base-Die IP delivers 20x lower latency for your flagship memory stacks.
NVIDIA (Rubin Ultra), AMD, Broadcom
Co-specify Muon HBM4 base dies to eliminate GPU memory wait states, boosting tokens-per-second output without modifying GPU SM cores.
AWS (Trainium), Google (TPU), Meta (MTIA)
Integrate Muon base-die IP into custom AI accelerator ASICs to cut cloud cluster tail latency by 85% and maximize infrastructure ROI.
Click or hover over any silicon layer to inspect microarchitectural signal paths, TSV density, and execution blocks.
The brain of the HBM4 stack. Implemented in 3nm logic node (or Sky130 MPW shuttle), integrating hardware refresh preemption in < 2ns, 128-entry out-of-order ROB, and 256-byte micro-flit streaming.
Simulate memory latency behavior under dynamic DRAM refresh collisions and workload priorities.
Comparison vs. Standard JEDEC JESD270-4 HBM4 Baselines
The Titan Memory Systems repository includes synthesizable SystemVerilog RTL, Verilator testbenches, OpenLane configuration for SkyWater 130nm (`sky130A`), and synthesized netlist.
Interested in co-designing or licensing the Muon HBM4 Series IP core for your AI accelerator or data center ASIC?