Article

A Lot of Chip Designing to Do: From Chiplets to AI Systems

by Palo Alto Electron • February 2025


🔥 The Industry Has Crossed a Line

We are no longer designing chips.
We are designing systems of chips.

AI has fundamentally broken the old model. What used to be a monolithic SoC problem is now a multi-die, multi-package, multi-system orchestration challenge.

The industry is not fully ready for what comes next.


🧠 AI Is Forcing a New Compute Architecture

Modern AI systems demand:

  • Massive parallel computing (GPU, CPU, accelerators)

  • High-bandwidth memory (HBM, DDR)

  • Ultra-fast interconnects

  • Power and cooling at unprecedented density

The iceberg diagram shows something critical:

👉 Chiplets are embedded across every layer of the stack — from hardware to applications.

This is not packaging evolution.
This is a compute architecture revolution.


📦 From Silicon to Systems

The traditional semiconductor flow:

  1. Silicon wafer fabrication

  2. Substrate fabrication

  3. Bumping and assembly

But what used to be linear is now deeply coupled.

As shown across above figures, each stage now feeds directly into system-level decisions.

Packaging is no longer backend—it is part of architecture.


⚡ The Density Explosion

A single compute node today includes:

  • 8 GPU chiplets

  • 2 CPU chiplets

  • 32 HBM stacks

Now scale that:

  • 200+ GPU chiplets

  • 100+ CPU chiplets

  • ~100kW system power

We are anticipating packing unprecedented compute into a single system.

The “chip” is no longer a chip.
It is a rack-scale system.


🌊 Cooling and Power: The Real Constraint

  • Air-cooled systems: ~50kW

  • Liquid-cooled systems: ~120kW+

This is not optional—it is physics.

Power and thermal are now first-class architecture constraints.


🧩 Two Models of Chiplet Integration

1. In-House Chiplets

  • Vertically integrated

  • Highly optimized

  • Limited flexibility

Used by industry leaders controlling the full stack.


2. Chiplet Chassis (Emerging Model)

This is where things get interesting:

  • Base die with chiplet sockets

  • Reusable fabric

  • Plug-and-play compute

This is the beginning of hardware becoming modular and composable.


🌐 The Chiplet Ecosystem Is Forming

The ecosystem now spans:

  • Chiplet/IP designers

  • Integrators (interposers, fabrics)

  • Manufacturers (silicon, packaging)

  • EDA vendors

But:

The ecosystem exists… but it is not yet cohesive.


⚠️ The Real Problem: Design Complexity

Designing chiplet systems requires:

  • Architecture partitioning

  • CPU/GPU/base die co-design

  • Interposer + substrate coordination

  • System-level signoff

The flow on page 21 makes it clear:

This is not chip design anymore.
This is system orchestration.


🔧 Critical Design Decisions

Technology Selection

  • HBM or not?

  • Latency constraints

  • 2.5D vs 3D vs advanced packaging


Package Architecture

  • Partitioning

  • Thermal + power design

  • Routing feasibility


D2D Interconnect

  • Open standards (BoW, UCIe)

  • Proprietary approaches

  • Ecosystem compatibility


🔮 Where This Is Going

  • 3D chip stacks → 3D system stacks

  • 25–50kW → 100–200kW racks

  • Scale-out → scale-up

Interconnect density and system complexity will continue to explode.


⚡ The Hidden Lever: Power

er Reduction Framework]

The most powerful lever:

👉 Reduce Vdd

But this requires coordination across:

  • Silicon (fab)

  • Circuit design

  • Architecture

  • Applications

Reducing data movement is as important as improving compute.


🧠 The Bigger Insight

Chiplets are evolving into:

  • Composable hardware

  • Platform-level systems

  • Modular infrastructure

Hardware is becoming programmable at the system level.


🚨 Call to Action

We have:

  • Incredible silicon innovation

  • Advanced packaging breakthroughs

  • A growing chiplet ecosystem

But we lack:

  • System-level abstraction

  • Integration frameworks

  • Scalable orchestration

The next wave of innovation will not come from better chips.
It will come from better system integration.


✍️ Final Thought

There is still a lot of chip designing to do.

But more importantly:

There is a lot of system designing to do.