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We build exceptional software for networking companies. Network | Equipment | Environment | Data | Security

Palo Alto, CA
Joined March 2015
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Everyone has an AI opinion. We went looking for evidence. Our engineers showed how they really use AI on live projects. Our CTO found the pattern nobody planned: it was almost never a better prompt. New edition 👇 hubs.ly/Q04vQHwR0
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Build it yourself or buy the platform? Most network teams treat build vs. buy as a side to pick. It's really a line to draw. Our new issue: what to build, what to buy, and where agentic AI changes the math. 🔗 hubs.ly/Q04qDrMB0
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The real value of AI isn't on top of your infrastructure. It's inside it. While everyone's focused on agents, the work that pays off is below the application layer ML in a Kubernetes scheduler, an FPGA SmartNIC, and a CPU-free firewall. See it here 👇 hubs.ly/Q04n1h3N0
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TM Forum's L2 and L3 automation levels are one sentence apart in the docs. That sentence hides five engineering tasks. We show what's actually in the gap: source of truth, telemetry, policy, execution, loop governance. Read it here: hubs.ly/Q04kBhgB0
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ONUG Spring 2026: AI is no longer just a workload the network carries — it's reshaping how networks are designed. Our latest newsletter is out. Includes interview with Tomasz Janaszka on what dominated the agenda... and what didn't. Read it here↓ hubs.ly/Q04jfkxt0
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Manual inventory management is a "legacy tax" that halts scalability in Web-scale #CLOS fabrics. 📉 How can #orchestration handle massive scale without the manual overhead? This deep-dive explores intent-based logic and automated rendering. Watch here: hubs.ly/Q04gBfq20
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The #webinar is today. ⏰ 64% less #hardware. 6x concurrent tests. Real production numbers. Przemysław Marcinkiewicz and Arkadiusz Cichoń break down how — in a few hours. 8AM PST / 5PM CET 🔗 hubs.ly/Q04bzX3L0
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Przemysław Marcinkiewicz - 8 years in IT infrastructure, specialising in Kubernetes, AWS & operational efficiency. Arkadiusz Cichoń - DevOps engineer focused on network automation, cloud & on-prem Kubernetes solutions. Free webinar | 8AM PST / 5PM CET 🔗hubs.ly/Q04bzTmy0
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Better test #infrastructure = real business impact 💡 From one production implementation: 📉 64% less hardware ⚡ 6x more concurrent tests 🔄 Faster delivery. Lower costs. This is what smart #orchestration looks like in practice. May 7 | #webinar 🔗 hubs.ly/Q04byFH40
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Shared SSH keys in #MCP setups are a security risk: no attribution, no scoping, and no expiration. Part 3 of our MCP security series is out, focusing on device-level protection. Read here: hubs.ly/Q04dSDfv0 #NetworkSecurity
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Your test environments are slow. Do you need more hardware, or better orchestration? In our latest new newsletter, CodiLime's engineers share how they went from 1 test per node to 6 concurrent runs on a single server, and cut hardware requirements by 64%. hubs.ly/Q04dkGGh0
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What's on the #webinar agenda for May 7? 👇 ✅ Why legacy test setups fail ✅ #Environment isolation & #orchestration ✅ 6x concurrent tests, how it was done ✅ Custom scheduling & resource management ✅ Real metrics from production 8AM PST / 5PM CET 🔗 hubs.ly/Q04bzPyZ0
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What happens when #AIagents get the keys to your #network? 🔑🌐 Our expert breaks down how to secure MCP-connected agents on live infrastructure. Learn how to use OPA, Keycloak, and OpenBao to prevent prompt injections and unauthorized command execution. hubs.ly/Q04d1nPn0
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Your test environments are costing more than you think. 🧵 We're breaking down how to scale test execution 6x and cut hardware costs by 64% — live on May 7. Free #webinar | 8AM PST / 5PM CET 🔗 hubs.ly/Q04bzfjG0 #InfrastructureOptimization #TestAutomation
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We go live in a few hours! 🚀 Join Tomasz Janaszka at 5 PM CET to see how to secure AI agents executing CLI commands on live routers. No fluff, just a deep dive into JIT certs, MCP, and hardware-level defense. See you there: hubs.ly/Q047TS5K0 #NetOps #AI #NetworkSecurity
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Last call! ⏳ Join Tomasz Janaszka on April 9 to see a live demo of #MCP #security gaps and how to fix them with JIT certs and device-level defense. Secure your spot: hubs.ly/Q047TRDP0 #AI #Networking
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Your #AIagent just called a tool on a production router. Do you know if it was allowed to? This article covers what fixing them actually looks like, code, architecture, and a working demo against real #networkdevices. Read here → hubs.ly/Q048r7Vn0 #MCP
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#AI agents are moving from labs to live network infrastructure. But traditional identity and access management doesn’t fully map to how they operate. See how to use #Keycloak, JIT certs, and OPA to make #AIautomation production-ready. 📅 April 9 🔗 hubs.ly/Q047TzkZ0
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The #LiteLLM breach put #AI supply chain security on the map this week. Our newsletter is the right read right now: #MCP security, the gap between "connected" and "safe to run on production infrastructure." Don't wait for the next incident → hubs.ly/Q048zDdx0
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