RAG for SMB Chat Widgets in 2026: From Experiment to Default
67% of production LLM deployments now use RAG, up from 31% in 2024. Here is the SMB chat widget pattern that ships in under a week.
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From the blog
67% of production LLM deployments now use RAG, up from 31% in 2024. Here is the SMB chat widget pattern that ships in under a week.
How to run FastAPI WebSockets in production for AI voice agents: connection managers, the broadcast bug everyone hits, JWT auth on upgrade, and Uvicorn worker tuning.
AES-256, TLS 1.3, FIPS 140 modules, and key rotation — the practical encryption pattern every HIPAA-aligned AI voice agent should run in 2026.
Vivox is being replaced. Discord is dominant. Proximity chat is now table-stakes for extraction shooters. Here is the WebRTC blueprint that runs under it in 2026.
Ship a native Android voice agent with Jetpack Compose and LiveKit's client SDK. Real working Kotlin code for permissions, room connect, and audio level animations.
Phoenix MSPs charge $125-$185/user/month. Tickets surge during business hours and afterhours pages cost $$$ in oncall. Here is how a 2026 voice agent triages tickets without a NOC.
Thumbs data alone is too noisy to train on. Here is how to build a feedback loop that compounds — escalation reasons, annotation queues, and weekly eval refresh.
RFC 4733 RTP events handle most DTMF, but SIP INFO is the workaround when carriers strip telephone-events or when your AI agent needs out-of-band signaling. Here is when to use which in 2026.
RTCStatsReport is the only telemetry source that reflects what the user actually heard. Here is the 2026 mapping from getStats fields to AI voice SLOs.
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