k3s on the Edge for AI Voice: 200ms-or-Bust Topology (2026)
Run a 3-node k3s cluster at the network edge to slash voice-agent first-token latency below 250ms. ServerlessLB, MetalLB, NodeLocalDNS, and tuned WebRTC ports.
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Run a 3-node k3s cluster at the network edge to slash voice-agent first-token latency below 250ms. ServerlessLB, MetalLB, NodeLocalDNS, and tuned WebRTC ports.
192 D2C mattress brands compete on a single comfort decision. Chat agents that run a 90-second sleep quiz, recommend firmness, and gate the 100-night trial save 18% of returns. Here is the 2026 playbook.
Conversational surveys reach 44% response rates versus 10-15% for traditional methods. Here is how to collect NPS and CSAT through chat without the survey fatigue that kills your data quality.
Bring Your Own Carrier on Twilio explained: when to use it, how it changes pricing and latency, and the trade-offs every AI voice team needs to weigh in 2026.
When the caller interrupts, you have ~200ms to detect and ~300ms to stop. We engineer full-duplex barge-in with VAD, echo cancellation, buffer flushing, and context tagging — production-grade for 2026.
SDES + TLS works for SIP trunks; DTLS-SRTP wins for WebRTC. For HIPAA-bound AI voice that crosses both worlds, the SBC is where the translation happens. Here is the 2026 reality.
SDP munging is a footgun. But for AI voice agents it is sometimes the only way to control codecs, strip private candidates, or pin Opus DTX. Here is the 2026 playbook.
OWASP made unexpected code execution a top-tier risk for agentic AI. Here is how to pick between microVMs, gVisor, and hardened containers - and what we run.
The official puppeteer MCP went unmaintained; the MCP team recommends Playwright. We compare both, look at withLinda/puppeteer-real-browser-mcp-server for stealth, and show the browsing-agent loop.
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