What was built
Lim is a computer engineer in the laboratory's Secure Resilient Systems and Technology Group. He built the platform as his master's thesis at Boston University through the Lincoln Scholars Program. According to the laboratory's account, he noticed that academic proposals for smarter or safer cloud infrastructure rarely accounted for single-root I/O virtualization (SR-IOV). Few open-source hardware platforms let researchers work with it directly.
His answer is called the Verilog Network Switch, or VNS. Boston University's thesis-defense listing describes it as an open-source, FPGA-based network switch. It is built on an existing open-source NIC that already supports SR-IOV. The thesis adds two components:
- A hardware switching fabric. It forwards packets between workloads on the same host. It also decides whether traffic stays local or leaves the server, which matters because cloud applications are often split across several virtual machines on different servers.
- A re-architected many-core eBPF engine. It runs per-tenant network functions, such as firewall-style allow-or-block rules, directly in the data path. Lincoln Laboratory says Lim adapted the design from doctoral work by Zaid Tahir, who shared an adviser, Professor Martin Herbordt, with Lim.
The thesis abstract says no open-source equivalent combined SR-IOV-aware networking, programmable network-function offload and multi-tenant isolation in one platform.
Why Azure admins should care
SR-IOV lets one physical NIC present several virtual functions that can be handed to virtual machines. Microsoft's documentation describes how this works in Azure. Accelerated Networking enables SR-IOV on supported VM types, greatly improving networking performance. The high-performance data path bypasses the host, which reduces latency, jitter and CPU utilization. Microsoft also explains that Accelerated Networking offloads the network policies the virtual switch applied and applies them in hardware.
On Azure, the platform creates a second network interface for each virtual NIC, and that interface is an SR-IOV virtual function offered by the physical NIC in the host. Lincoln Laboratory's account names Azure Accelerated Networking and AWS's Nitro System as examples of cloud platforms that use SmartNICs with SR-IOV.
That is the extent of the Microsoft link. VNS is not an Azure component and doesn't reproduce Microsoft's implementation. Nothing in the reporting says it has been validated against Azure, and Microsoft hasn't endorsed it. Azure appears as context for why the research matters.
If you run VMs in Azure, you rarely see any of this machinery. Lim's pitch is that researchers also can't see it. In his words, "we have limited visibility into how major cloud providers implement and evolve their infrastructure." A realistic open platform is meant to help the research community catch up, so it can develop new approaches that improve security or performance.
The performance claims
The Lincoln Laboratory feature doesn't give numbers. Boston University's thesis-defense abstract does. It says the comparison ran on CloudLab FPGA hardware:
| Comparison | Reported result |
|---|---|
| VNS vs. Open vSwitch | 2.2× the throughput |
| VNS vs. a dedicated hardware switch | Within 10% of its throughput |
| Key-value store workloads | 4× lower tail latency |
These are results from a defense abstract. The listing doesn't give the workload configurations, hardware specifications, measurement methodology or full thesis data. Treat them as promising thesis-level results, not guarantees. The abstract itself calls the work "the first open-source steps" toward a Nitro-class research platform, which is a more modest claim than matching a hyperscaler's hardware.
Testing environment
Lincoln Laboratory says Lim built two servers at home to test his designs. He also used the Mass Open Cloud's Open Cloud Testbed to gather metrics and validate the system. Boston University's abstract names CloudLab FPGA hardware for its comparison. The available sources don't say whether those are separate parts of the evaluation or how they relate. It's safest not to merge them into one test setup until the thesis or paper is public.
Recognition and timeline
- April 17, 2026: Boston University scheduled Lim's electrical and computer engineering master's thesis defense, with Herbordt as adviser.
- 2026: Boston University's College of Engineering gave Lim its Master's Societal Impact Award. The award recognizes projects that address pressing global challenges through innovative applications of technology.
- September 2026: Lim presented a paper at the IEEE High-Performance Extreme Computing Conference.
- October 6, 2026: Lincoln Laboratory published its feature on the work.
Lim "plans to release this work open source." The sources reviewed identify no repository, license or release date. For now it is a planned release, not something you can download. The reporting uses slightly different thesis titles in different places, so this article keeps the defense-listing title for the technical work.
Where it could go
Lincoln Laboratory points to a few possible uses:
- A group program evaluating cyber-hardening techniques for hypervisors could use the platform. Principal investigator Nathan Burow said it would bring their research closer to how cloud environments operate.
- A separate program examining how to stand up high-performance data centers could draw on the SR-IOV work.
- Lim is considering a proposal to bring SR-IOV to embedded systems such as drones or satellites. That is an idea under consideration, not an announced project.
What to make of it
The strength of the project is the gap it targets. Hypervisor security and multi-tenant isolation research is only as good as the environment it's tested in. An academic prototype that skips hardware offload may not reflect how production clouds behave.
The caveats are real. VNS is a thesis-stage platform running on FPGA hardware. It is not a drop-in cloud component. Its numbers come from one abstract. And the open-source release is still a promise.
For Windows and Azure professionals, the takeaway is a better view of what Accelerated Networking does. It moves policy enforcement into the NIC and takes the hypervisor off the fast path. If Lim's code lands publicly, security researchers will get a way to test that model.
References
- Jeffery Lim builds open-source hardware to open cloud research news.lavx.hu · 2026-11-02T20:50:19.343000+00:00
- Jeffery Lim wants to open up cloud research | MIT Lincoln Laboratory ll.mit.edu
- How Accelerated Networking works in Linux and FreeBSD VMs learn.microsoft.com