cosors
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Thank you for sharing!Below is a concise summary of the press release, highlighting key points and explaining how it relates to a cybersecurity device co-located with each network interface (NIC):
Press Release Summary
- Companies & Partners
- BrainChip Holdings Ltd: Described as the world’s first commercial producer of ultra-low power, fully digital, event-based (“neuromorphic”) AI.
- Quantum Ventura: Developed the CyberNeuro-RT (CNRT) technology in partnership with Lockheed Martin’s MFC Division and Pennsylvania State University.
- Funding: Partial funding provided by the U.S. Department of Energy under the SBIR program.
- Technology & Use Case
- CyberNeuro-RT (CNRT): A solution to protect WiFi access points, home routers, small enterprise routers, and other network access devices where full-scale centralized security is impractical (due to cost, bandwidth, or power constraints).
- Integration of BrainChip’s Akida Processor: Akida provides on-device, ultra-low-power AI capabilities to detect and learn network-specific cyberattacks.
- Neuromorphic Edge AI:
- Enables on-chip (in-situ) learning of normal versus abnormal traffic patterns.
- Minimizes power consumption (much lower than GPUs), essential for edge devices.
- Reduces reliance on cloud-based or central servers for updates, since Akida can adapt locally to evolving attack signatures.
- Value Proposition
- Local Threat Detection: Because Akida can learn in real time, it identifies unknown patterns that deviate from normal network traffic—i.e., novel malware or exploit attempts.
- Ultra-Low Power & Small Form Factor: Ideal for battery-operated, fanless, or otherwise resource-constrained devices (like small home routers or IoT gateways).
- Incremental Learning: Akida’s architecture supports continuous updates without retraining the entire model offsite, which is critical for real-world and evolving threats.
- Quotable Insight
- Srini Vasan (CEO of Quantum Ventura) describes CNRT as “the only game in town” for managed cybersecurity support of devices that cannot rely on centralized server-based defenses.
Relation to “Co-Located with Each NIC”
- Device-Level Security:
- The press release implies this cybersecurity solution (CNRT + Akida) runs at or near each network access point (e.g., home router, WiFi access point).
- In practical terms, if your product is “co-located with each NIC,” this press release shows how Akida’s neuromorphic AI can be embedded or paired at the edge interface level.
- Ultra-Low Power, Embedded Approach:
- Traditional, high-power security solutions (like GPU-based intrusion detection) cannot be installed individually on every port or router.
- Neuromorphic AI (like Akida) fits the “per NIC” concept by being extremely compact and requiring minimal power, thus making it possible to deploy at many endpoints that previously could not host such technology.
- Immediate Detection & Localized Learning:
- When the cybersecurity module is physically adjacent to the NIC or integrated into the router, abnormal traffic flows can be spotted immediately.
- This local presence allows for near real-time detection of zero-day attacks without waiting for cloud updates.
Why It Matters
- Edge Growth: With billions of IoT devices connecting over WiFi, cellular, and home/enterprise routers, having a practical per-port or per-device cybersecurity layer addresses a massive threat surface.
- Scalability: A small, low-power neuromorphic chip like Akida offers scalable protection without the overhead of large centralized systems—key for widespread deployment.
- Evolving Threat Landscape: Attackers continuously modify exploits. On-chip/in-line learning helps keep pace without requiring every router to communicate with a central, high-power server.
Final Takeaway
This press release underscores the feasibility of deploying neuromorphic AI directly at each network interface—precisely the concept of “co-locating” security with the NIC. BrainChip’s Akida processor, used in Quantum Ventura’s CNRT solution, exemplifies how edge-based, ultra-low-power AI can protect network devices from emerging cyber threats by learning in real time and adapting on the spot.
Below is an updated view of the U.S. market size and device counts specifically focused on WiFi access points, home routers, small enterprise routers, and similar network access devices. Since the press release targets “WiFi access, home router, small enterprise routers, and other network access devices,” these estimates emphasize that subset of the broader network infrastructure.
As with any market sizing, no single public source tracks every device. The following figures combine publicly reported data (e.g., broadband adoption, small business counts) with typical assumptions about device ownership or usage.
1. Overview of Key Segments
A. Consumer/Home Routers & WiFi Access Points
- U.S. Households: ~130 million total (U.S. Census).
- Broadband Penetration: ~90% of households have home broadband.
- Estimated Home Routers: 110–120 million installed (some households rely on ISP-provided modems/routers, while others purchase separate devices).
- Typical Device NIC Configuration: A consumer router often has 1 WAN port, 4 LAN ports, and integrated WiFi radios. If you are counting physical Ethernet NICs, that can be 5+ ports per router, plus the WiFi interfaces.
B. Small Enterprise Routers
- U.S. Small Businesses: ~32 million total (SBA data), of which ~6 million have paid employees. Most rely on at least one router/firewall device.
- Estimated Small Enterprise Routers: 10–15 million active devices (some businesses have multiple sites; others use combined router/switch/firewall appliances).
C. “Other Network Access Devices” (WiFi Hotspots, Range Extenders, Guest Networks)
(Note: This category sometimes overlaps with the “home router” segment if a device doubles as a router/access point.)
- Hotspots & Range Extenders: Millions of such units are sold each year, mainly to enhance existing home or small-business WiFi coverage.
- Estimated Installed Base: 30–40 million (roughly) across the U.S., counting both consumer and SMB usage. Many are replaced or upgraded every 2–3 years.
- NIC Configuration: Often 1 Ethernet port + WiFi radio(s).
2. Consolidated Table: U.S. Market for Home & Small Business Network Access Devices
Totals
- Installed Base of “Network Access Devices” (home + small biz + extenders): ~150–175 million devices in the U.S.
- Potential NIC Count: Each device can have multiple physical Ethernet ports plus WiFi radios; a very rough estimate is 300–600 million discrete “NIC interfaces” across these device categories.
3. Market Value Indicators
While the press release highlights device-level protection, some organizations track market value rather than installed units. For reference:
- Home / Consumer WiFi Router Market (U.S.): Often cited at $2–3 billion annually (subset of a global market of $9+ billion).
- Small Business Router/Firewall Segment (U.S.): Part of an overall $15–20 billion enterprise networking market, though that includes larger routers/switches.
- Growth Trend: Upgrades to WiFi 6/6E and upcoming WiFi 7, plus new broadband subscribers, continue to drive replacement cycles.
4. Key Assumptions and Caveats
- Overlap with ISP Equipment: Many households use an ISP-provided gateway. We count these as home routers, even if they’re integrated modem/router/WiFi combos.
- Multi-Site Businesses: A small company with multiple branches might have multiple routers. Conversely, some micro-businesses (home-based) might only use a consumer router.
- NIC Definition: If you’re counting physical Ethernet ports + wireless radios as discrete NICs, the total can vary widely by device model.
- Replacement Cycles: Consumer WiFi routers are often replaced every 3–5 years. Small enterprise gear can have slightly longer refresh cycles.
- Exact Figures: No single authoritative public source reports a real-time tally of “router + NIC” counts. The ranges above reflect triangulations from broadband adoption, small business counts, and industry shipment data.
Final Takeaway
- Device Count: 150–175 million home and small enterprise “network access devices” in the U.S. is a reasonable ballpark.
- NIC Count: If your solution physically sits at each interface (wired or wireless), the total number of NICs across these devices can easily reach 300–600+ million.
- Market Potential: Given continuous growth and replacement cycles, annual shipments number in the tens of millions, supporting a robust ongoing market for edge-based cybersecurity solutions such as the one described in the press release (CNRT with BrainChip’s Akida).
Do any of you have a link to this press release?
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I was looking for it.
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