HPC Strategy & Accelerator Consulting
Mastering the Post-GPU Era: Cerebras, Groq, and specialized Silicon.
The New Compute Landscape
Relying solely on general-purpose GPUs is no longer enough to maintain a competitive edge. Our Strategy Consulting identifies the disruptive architectures that solve your specific bottleneck—whether it's memory bandwidth, latency, or massive-scale AI training. We evaluate the leaders of the 2026 hardware revolution.
The 3 Pillars of Next-Gen Compute
Custom Silicon
Strategic evaluation of Next Silicon adaptive co-processors and RISC-V sovereign compute. Moving away from proprietary lock-ins toward workload-specific efficiency.
AI Accelerators (LPU)
Benchmarking Groq (Language Processing Units) for ultra-low latency inference and SambaNova for data-scale AI. Achieving sub-second LLM response times.
Wafer-Scale Engines
Deploying Cerebras WSE for massive AI training. Eliminating the inter-node communication wall by placing the entire cluster capability on a single wafer.
Future Tech: Photonics & Neuromorphic
Malgukke bridges the gap between today's data center and tomorrow's physics. We provide roadmaps for integrating specialized European deep-tech solutions.
Focus: Q.ANT / CYPRES (Photonic Computing) and SpiNNaker2 (Neuromorphic Computing by SpiNNcloud).
Result: 100x better energy efficiency for real-time edge AI and photonic signal processing.
Strategic Advantage: Be the first to deploy architectures that overcome the electronic heat wall.
Strategic Accelerator Implementation
| Phase | Action | Outcome |
|---|---|---|
| 1. Workload Profiling | Trace I/O, Memory, and Compute patterns of your core apps. | Identify if LPU, WSE, or GPU is the optimal fit. |
| 2. TCO & Energy Audit | Calculate kVA limits and Cooling requirements for specialized nodes. | Realistic 3-year cost forecast (OpEx vs CapEx). |
| 3. SDK & Compiler Check | Analyze compatibility with Cerebras CSoft or GroqWare SDKs. | Minimize software refactoring effort for developers. |
| 4. Pilot Deployment | Establish a "Sandboxed Accelerator Node" within your HPC stack. | Validated performance gain before full-scale procurement. |
Future-Proof Your Compute Stack
Get the Malgukke Accelerator Matrix comparing Groq, Cerebras, and NVIDIA Blackwell.
Download Accelerator Matrix (.pdf)