AMD Instinct MI355X (288GB HBM3E)
Overview
AMD Instinct MI355X is the 288GB HBM3E upgrade variant of the MI350 series, launching in H2 2025 (MI350 has 192GB HBM3E). Built on the CDNA 4 architecture, TSMC 3nm process, it features 288GB HBM3E memory (largest HBM capacity in the industry), 8 TB/s memory bandwidth (highest bandwidth in the industry), and 4.6 PFLOPS FP8 dense compute. It is AMD's key product between the NVIDIA B200 and MI400, targeting the AI large-model training and inference market.
Key upgrades (vs MI350X 192GB):
- HBM capacity: 192GB → 288GB (+50%)
- Memory bandwidth: 6.4 TB/s → 8 TB/s (+25%)
- FP8 dense: 3.6 PF → 4.6 PF (+28%)
- Supports FP4 / FP6 new precision formats (MI350 supports FP8 only)
- Interconnect: UALoF (Ultra Accelerator Link Fabric) 600 GB/s (MI350 limited to 200 GB/s PCIe)
Core Specifications
| Item | Specification |
|---|
| Architecture | AMD CDNA 4 (same architecture as MI350) |
| Process Node | TSMC 3nm (N3) |
| GPU Cores | 304 CDNA 4 Compute Units |
| HBM | 288 GB HBM3E (largest in the industry) |
| HBM Channels | 8 stacks × 36GB HBM3E |
| Memory Bandwidth | 8 TB/s (highest in the industry) |
| FP4 sparse | 10.1 PFLOPS |
| FP6 sparse | 10.1 PFLOPS |
| FP8 dense | 5 PFLOPS |
| BF16 dense | 2.5 PFLOPS |
| FP16 dense | 2.5 PFLOPS |
| FP32 | 115 TFLOPS |
| TDP | ~1400 W (typical board power) |
| Form Factor | OAM / PCIe Gen5 ×16 |
| Interconnect | UALoF 600 GB/s (competes with NVLink 5) |
| Volume Production | H2 2025 |
| Unit Price (OAM) | ~$25,000 (estimated) |
Comparison with MI350X 192GB
| Metric | MI355X 288GB | MI350X 192GB | Improvement |
|---|
| Process Node | 3nm | 3nm | Same |
| HBM Capacity | 288GB | 192GB | +50% |
| HBM Bandwidth | 8 TB/s | 6.4 TB/s | +25% |
| FP8 dense | 4.6 PF | 3.6 PF | +28% |
| FP4 Support | Yes (9.2 PF sparse) | No | New |
| FP6 Support | Yes (6.9 PF sparse) | No | New |
| Interconnect | UALoF 600 GB/s | PCIe 5.0 200 GB/s | 3× |
| TDP | 750W | 750W | Same |
| Price (estimated) | ~$25K | ~$20K | +25% |
Comparison with NVIDIA B200
| Metric | AMD MI355X | NVIDIA B200 | Difference |
|---|
| Memory | 288GB HBM3E | 192GB HBM3E | MI355X +50% |
| Bandwidth | 8 TB/s | 8 TB/s | Same |
| FP8 dense | 4.6 PF | 4.5 PF sparse | MI355X slightly ahead (dense vs sparse) |
| FP4 sparse | 9.2 PF | 9 PF sparse | Same |
| BF16 | 2.3 PF dense | 2.25 PF sparse | MI355X slightly ahead |
| Interconnect | UALoF 600 GB/s | NVLink 5 1.8 TB/s | B200 3× |
| TDP | 750W | 1000W | MI355X -25% |
| Software | ROCm 7 + Open | CUDA + Proprietary | AMD open |
| Price | ~$25K | $30-40K | MI355X -25% |
MI355X advantages: Largest HBM capacity (288GB) + lowest TDP (750W) + open interconnect (UALoF) — one of the best hardware choices for large-model inference.
8 TB/s Memory Bandwidth Technology
| Dimension | Implementation |
|---|
| HBM3E | 8 stacks × 1024-bit wide |
| Clock | 9.2 Gbps (industry's highest) |
| PHY | AMD custom Infinity Fabric memory controller |
| Prefetch | Adaptive prefetch algorithms |
| Error Correction | On-die ECC + Side-band ECC |
UALoF (Ultra Accelerator Link Fabric)
| Dimension | Specification |
|---|
| Bandwidth | 600 GB/s bidirectional |
| Topology | Fully connected / Dragonfly+ |
| Protocol | Custom (NVLink-like but open) |
| Latency | ~1 μs |
| Support | MI300X / MI325X / MI350X / MI355X / MI400 full product line |
| Governance | UALink Consortium (established Q3 2024, AMD / Intel / Meta / Microsoft / Google and others) |
| 2025 Members | 30+ companies |
| vs NVLink | 1/3 bandwidth, but fully open (NVLink is proprietary) |
Strategic significance of UALoF: Break NVIDIA's NVLink monopoly. B200's 1.8 TB/s NVLink is 3× UALoF, but UALoF can interconnect any vendor's accelerators (NVIDIA / Groq / Habana / Tenstorrent), making it the future AI datacenter interconnect standard.
| Item | Details |
|---|
| Company | Advanced Micro Devices (AMD) |
| Product Page | https://www.amd.com/en/products/accelerators/instinct-mi350.html |
| CEO | Lisa Su |
| Foundry | TSMC 3nm |
| H2 2025 Volume Production | Yes |
| 2026 Roadmap | MI400 (3nm+, 432GB HBM4) |
| 2025 Revenue (MI business) | ~$8B (+80% YoY) |
| Key Customers | Microsoft Azure (MAI platform), Meta, Oracle, Anthropic, Tenstorrent, newly launched LaminiAI |
AMD Instinct Product Line
| Product | Launch | Memory | FP8 dense | Status |
|---|
| MI250X | Q4 2021 | 128GB HBM2E | 0 (FP16: 383 TF) | EOL |
| MI300X | Q4 2023 | 192GB HBM3 | 1.3 PF | In production |
| MI325X | Q4 2024 | 256GB HBM3E | 2.6 PF | In production |
| MI350X | Q3 2025 | 192GB HBM3E | 3.6 PF | In production |
| MI355X | H2 2025 | 288GB HBM3E | 4.6 PF | New |
| MI400 | 2026 | 432GB HBM4 | 40 PF FP4 dense | Roadmap |
Key Features
- 288GB HBM3E: Industry's largest HBM capacity, exceeding NVIDIA B200's 192GB
- 8 TB/s bandwidth: Industry's highest memory bandwidth
- FP4 / FP6 / FP8 multi-precision: New low-precision support (same era as NVIDIA Blackwell)
- UALoF 600 GB/s: Open interconnect, competing with NVLink
- Helios rack: 72× MI355X + 36× EPYC Venice + Pensando NIC (H2 2025)
- Open ROCm software: vs proprietary CUDA
- Drawback: ROCm software maturity still 2-3 years behind CUDA
Helios Rack (72-GPU)
| Item | Configuration |
|---|
| GPU Count | 72× MI355X |
| CPU Count | 36× EPYC Venice (256-core Zen 6) |
| NIC | Pensando Vulcano 800GbE |
| GPU Interconnect | UALoF fully connected |
| CPU-GPU | PCIe Gen5 x16 + Infinity Fabric |
| Total Memory | 20.7 TB HBM3E |
| Total Compute | 331 PF FP8 dense |
| Rack TDP | ~80 kW |
| Launch | H2 2025 (alongside MI355X) |
Use Cases
- ✅ Large model training (288GB accommodates larger models, UALoF multi-card interconnect)
- ✅ LLM inference (288GB fits Llama 3 405B FP16 + large KV Cache)
- ✅ Multimodal AI (Stable Diffusion 3, Sora training)
- ✅ HPC + AI convergence (ROCm + MPI compatible)
- ✅ Cloud providers (open ecosystem, multi-cloud deployment)
- ✅ Government/state-owned enterprises (AMD US brand)
- ❌ CUDA-only proprietary workloads
- ❌ NVLink tightly-coupled code
MI355X vs MI400 (2026)
| Metric | MI355X (H2 2025) | MI400 (2026) | Improvement |
|---|
| Memory | 288GB HBM3E | 432GB HBM4 | +50% |
| Bandwidth | 8 TB/s | 19.6 TB/s | 2.45× |
| FP4 dense | 4.6 PF FP8 | 40 PF FP4 | ~9× |
| Interconnect | UALoF 600 GB/s | UALoF 1.3 TB/s | 2.2× |
| Process Node | 3nm | 3nm+ (N3P) | Slightly newer |
| TDP | 750W | ~1000W | +33% |