heterogeneous integration 3d
**Heterogeneous Integration** — combining different types of dies (logic, memory, analog, photonics, MEMS) with different process technologies into a single package, maximizing system performance beyond what any single die could achieve.
**Packaging Hierarchy**
- **2D**: Dies side-by-side on organic substrate (traditional multi-chip module)
- **2.5D**: Dies side-by-side on silicon interposer (CoWoS, EMIB). High-bandwidth lateral interconnect
- **3D**: Dies stacked vertically with TSVs or hybrid bonding. Shortest interconnect, highest density
**Key Technologies**
- **CoWoS (TSMC)**: 2.5D interposer. Powers NVIDIA H100/H200, AMD MI300
- **Foveros (Intel)**: 3D face-to-face stacking with hybrid bonding
- **SoIC (TSMC)**: 3D wafer-on-wafer stacking
- **HBM (High Bandwidth Memory)**: Memory die stacks connected to logic via interposer
**Why Heterogeneous Integration?**
- DRAM process ≠ logic process ≠ analog process — can't make them all on one die optimally
- HBM stacks: 12-16 DRAM dies stacked with TSVs → 1 TB/s bandwidth per stack
- Combine 3nm compute + 7nm I/O + 28nm analog in one package
**Challenges**
- Thermal management (3D stacking creates hot spots)
- Testing individual chiplets before assembly
- Warpage and stress management
- Cost: Advanced packaging can cost more than the dies themselves
**Heterogeneous integration** is now the primary scaling vector — packaging innovation increasingly matters more than transistor shrinking.