Breaking Baya Systems closes $36M Series B - Jan 2025 Maverick Silicon + Synopsys lead the round Tenstorrent ships with Baya inside NeuraScale debuts March 2025 DAC 2025 - chiplet integration keynote 150+ patents and counting Breaking Baya Systems closes $36M Series B - Jan 2025 Maverick Silicon + Synopsys lead the round Tenstorrent ships with Baya inside NeuraScale debuts March 2025 DAC 2025 - chiplet integration keynote 150+ patents and counting
Vol. I  /  The Fabric Issue  /  Santa Clara

Sailesh
Kumar

Founder and CEO of Baya Systems. He spent two decades thinking about one thing - how data moves inside a chip - and built four companies around the answer.

Role / Founder & CEO HQ / Santa Clara, CA Series B / $36M Patents / 150+
Sailesh Kumar, founder and CEO of Baya Systems

The SpecialistThe man who keeps building the same thing, only bigger.

Inside every chip is a city. Cores are neighborhoods. Memories are warehouses. The interconnect is the road system. Sailesh Kumar designs roads.

He is on his fourth iteration of the same essential problem. At Cisco and Huawei, he laid down the routing logic for a 400-gigabit network processor. At NetSpeed Systems, the company he co-founded in 2011 with Sundari Mitra, he turned that thinking inward and pioneered what the industry now calls software-defined fabric - the idea that a chip's internal network should be configured the way you'd compose software, not the way you'd lay bricks. Intel bought the company in 2018 and promptly made him a Fellow, a title that the company hands out sparingly to people whose ideas it wants to keep in the building.

He stayed five years. He worked on the Xeon platform, helped shape Intel's data-center compute protocols, and watched the industry careen into a problem none of the old playbooks were built for: AI accelerators with appetites so large that the chips couldn't be made big enough to feed them. The answer, increasingly, was to stop making one big chip and start gluing many smaller chips together. The chiplet era. Which meant that the road system - the fabric, the interconnect - had to do something it had never had to do before. It had to leave the chip.

In March 2023 he left Intel and started Baya Systems.

The pitch, compressed

Baya's flagship is called WeaveIP. The metaphor is intentional. A modern AI system-on-chip might contain a half dozen distinct on-chip networks - one for the CPU complex, one for the GPU cluster, one for memory, one for I/O - and each of those networks was historically designed by hand, by a different team, in a different style, with bespoke protocols. WeaveIP threads those separate fabrics into a single intelligent global fabric, generated from software the way an FPGA bitstream is generated from Verilog. You describe the constraints. The tool emits the road system. Then it does the same trick across multiple chiplets, so two dies on a package can talk to each other as if they were one.

Kumar's preferred line about this - delivered at industry events with the dry patience of someone repeating an obvious thing - is that the current approach is brute force. “Designing increasingly complex combinations of CPUs, GPUs, neural network accelerators and other processors is a brute-force solution that the industry cannot rely on forever,” he told the press when Baya emerged from stealth. “It simply comes with too many risks: high re-engineering costs, difficulty scaling and potentially hitting the market with sub-par metrics.”

That a former Intel Fellow is, in effect, telling the industry it builds the wrong way is not lost on his investors. In January 2025, Baya closed a $36 million Series B led by Maverick Silicon and Synopsys, with participation from Matrix Partners and Intel Capital. Synopsys is the dominant EDA vendor on the planet. Intel Capital is, of course, Intel's. The cap table is a kind of unspoken endorsement: even the incumbents think the fabric problem needs to be solved differently.

Two hundred patents and counting

Kumar is what the academic-industrial complex used to politely call a prolific researcher. He has more than 150 patents to his name and roughly two dozen highly cited papers on switch fabrics, deadlock-free routing, and network-on-chip microarchitecture. He holds a B.Tech. from IIT Kanpur and a Ph.D. from Washington University in St. Louis, where his thesis work focused on the algorithmic side of high-performance packet processing - the kind of math problems where a single clever data structure can save you a 20% area penalty on a chip the size of a thumbnail.

His career is unusual in that it has the shape of a single curiosity, pursued through escalating venues. The 400G processor at Huawei was the same kind of routing problem at line-rate scale. The software-defined fabric at NetSpeed was the same problem moved inside a system-on-chip. The Xeon platform work at Intel was the same problem at server-class scale. The chiplet fabric at Baya is the same problem, again, this time spanning multiple pieces of silicon. He has been, in effect, writing the same book in larger and larger fonts for two decades.

Customers who matter

The earliest visible win is Tenstorrent, the RISC-V AI startup Jim Keller runs. Tenstorrent is building accelerators it hopes will be cheaper and more open than what Nvidia ships, and a critical part of that bet is the fabric between cores. Tenstorrent uses Baya. There are other customers - the company has talked about “breakout customer growth” through 2025 - but most are still under NDA, which is what you would expect from a company whose product is buried so deep inside other peoples’ chips that no one outside the engineering team ever sees it.

This is the part of the semiconductor industry that operates in near-total silence. The interconnect inside an AI accelerator does not have a brand. It does not get a launch event. It does not show up on a spec sheet. It is the dark matter of silicon, invisible until it isn’t. Kumar has been working in this exact place for his entire career.

A founder who is not in a hurry

If you watch Kumar speak - the SBT C-Suite Spotlight interview is the longest piece of him on record - he comes across as the engineer he is. He talks in clean sentences, slightly slower than the host. He is comfortable with technical specifics and faintly impatient with hand-waving. He is, in the way of certain second-time founders, completely uninterested in performing founderhood. There is no founder mythology, no origin story about a moment of clarity in a coffee shop. He saw the problem. He left. He built the company.

What he wants, he has said in different ways across different interviews, is for chiplet integration to feel less like surgery and more like assembly. Designers should be able to pick a CPU complex from one vendor, a memory subsystem from another, an accelerator from a third, and have them work together at full bandwidth on day one - without a six-month interconnect respin. That is the world Baya is trying to manufacture into existence. Whether the industry gets there depends on a great many things; whether Kumar keeps shipping the pieces that make it possible is, on the evidence of the last twenty years, the closest thing to a sure bet in the EDA stack.

In the chip industry, the people who matter most are the ones whose names you never have to learn. Sailesh Kumar is one of them.

chipletnocfabricai-hardwareweaveipneurascalebaya-systems
The brute-force approach - more cores, more accelerators, more bespoke interconnects - cannot scale forever. Something has to give, and it isn’t physics. - Paraphrase, multiple 2025 interviews

The ReceiptsBy the numbers

$36M
Series B, Jan 2025
150+
Patents granted
4
Companies, same problem
~110
Employees at Baya

Career venues, ranked by scope of the road system

Cisco / Huawei
Line-rate packet processing
NetSpeed (2011-18)
On-chip fabric, single die
Intel Fellow
Xeon platform, data center protocols
Baya Systems
Multi-chiplet, multi-die unified fabric

The ArcA career in four chapters

Pre-2011 / Cisco & Huawei
Architect roles in network processing. Pioneered Huawei's 400G Network Processor - the kind of project where a routing decision is made every 2.5 nanoseconds.
2011 / NetSpeed Systems
Co-founds NetSpeed with Sundari Mitra. Serves as CTO. Coins, in practice, the phrase “software-defined fabric.”
2018 / Intel Acquisition
Intel acquires NetSpeed. Kumar is appointed an Intel Fellow - a title held by fewer than 100 people across the company.
2018-2023 / Intel Fellow
Leads Xeon platform automation and data-center compute protocol standardization. Builds the muscle that the chiplet era will demand.
2023 / Baya Systems
Founds Baya in Santa Clara. Emerges from stealth with WeaveIP, a unified fabric platform built for chiplet-based SoCs.
2024 / Blue Cheetah Partnership
Pairs WeaveIP with Blue Cheetah's BlueLynx Die-to-Die PHY. The digital meets the physical.
Jan 2025 / Series B
Closes $36M led by Maverick Silicon and Synopsys, with Matrix Partners and Intel Capital participating.
Mar 2025 / NeuraScale
Launches NeuraScale, a fabric product aimed squarely at scale-up and scale-out AI training systems.
Jun 2025 / DAC 2025
Presents on chiplet integration and AI scalability at the Design Automation Conference - the EDA industry's annual summit.

In His WordsSailesh, on the record

Designing increasingly complex combinations of CPUs, GPUs, neural network accelerators and other processors is a brute-force solution that the industry cannot rely on forever.On the chiplet thesis
Baya's platform designs the subsystems at a digital level, and combining it with Blue Cheetah's PHY connects them physically.On the Blue Cheetah partnership
There are too many risks - high re-engineering costs, difficulty in scaling, and potentially hitting the market with sub-par metrics.On the cost of inertia
Data movement between compute, I/O, memory and caches is emerging as a fundamental challenge in scaling AI systems efficiently.DAC 2025

CuriositiesWhat the press release leaves out

The handle that doesn't talk

His X handle is @saileshtalks. He posts rarely. The branding is aspirational.

The textile metaphor

Baya's flagship is WeaveIP - the name commits to the weaving of many small fabrics into one. The branding is unusually literal for EDA.

A cap table that doubles as a customer list

Synopsys (lead) and Intel Capital both wrote checks. Both are also adjacent to Baya's market.

Jim Keller's pick

Tenstorrent - the RISC-V AI startup helmed by Jim Keller - was an early adopter. The fabric inside their accelerators is Baya's.

Fellow, briefly

He held the Intel Fellow title for under five years. Most Fellows retire there.

Same problem, four times

Routing at Cisco. Routing at Huawei. Fabric at NetSpeed. Fabric at Baya. The line has the curve of a single career-long fixation.

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