BGP Communities: The Feature Everyone Ignores
BGP communities ship on every router. Most operators use three of them. Large communities, RFC 8092, selective announcement, RTBH signaling — the full feature set sits untouched in most networks.
The RPKI standard was published in 2012. Origin validation has been technically possible since 2014. The first major transit operators started enforcing in 2018. As of 2026, ROA coverage globally is somewhere around 47 percent of advertised prefixes. Fourteen years.
BGP communities ship on every router. Most operators use three of them. Large communities, RFC 8092, selective announcement, RTBH signaling — the full feature set sits untouched in most networks.
RPKI was supposed to fix BGP. It fixed exactly one BGP problem: somebody else announcing your prefix from an AS that doesn't own it. That's origin
No-Travel-Day. The week Magatama stopped being a collection of security tools and became a platform. What happens inside an ADHD brain when 18 months of fragmented work suddenly makes sense.
A looking glass is a window. You stand on one side, look through, and see a slice of the network. The slice is real. It is also one router, at
Vendor solutions for LLM security cost $50,000/year and scan for yesterday's attacks. The open source stack is fragmented but works. Here's what actually exists — and what's still missing.
Six coherent DSP houses competed in the optical market in 2018. By 2020 the field was five. By 2022 it was four. As of mid-2025, three remain. Two of those
Mac Studio M4 Pro with 48GB unified memory runs llama3.3:70b for reasoning tasks. Real latency numbers, model selection logic, and where local inference actually beats cloud.
Every conference deck about co-packaged optics shows the same number: switching ASIC SerDes drives 30 to 40 percent of the system power, and CPO can eliminate most of it. The
Circuit breakers, confidence scoring, failover chains — an LLM gateway isn't a proxy. After 50,000 production requests through our internal gateway, here's what the patterns actually look like.