WebRTC + WHIP/WHEP for Live Broadcasting: Sub-Second at Scale (2026)
WHIP ingests, WHEP plays out, and the two together turn WebRTC into a real broadcasting protocol in 2026. Here is the architecture, the trade-offs, and the build.
11 min
Agentic AI & LLMs
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Agentic AI & LLMs
Agentic AI, LLM engineering, and the models behind modern automation — multi-agent systems, LLM evaluation and comparisons, RAG, fine-tuning, AI infrastructure, security, and production AI engineering.
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WebRTC ICE Restart for Failover During AI Voice Calls (2026)
ICE restart is how an AI voice call survives Wi-Fi to cellular handoff without dropping the conversation. Here is the 2026 production pattern that keeps the agent alive.
10 min
Chat for Plan Migration: Annual vs Monthly Conversion in B2B SaaS in 2026
Annual contracts come with 10 to 30 percent discounts and the migration question shows up in chat constantly. Here is how to ship a plan-migration chat that closes the upgrade in three messages.
9 min read
Android AudioRecord + AI Voice Streaming (2026): The Low-Latency Path
Android's AudioRecord API is the lowest-level mic access for AI voice apps. Here is how to configure it for 16 kHz PCM, hardware AEC, and sub-300 ms streaming.
11 min
mcp-airtable in 2026: 24-Action Ops Agents on Top of Your Bases
Airtable shipped its official MCP server on Feb 11, 2026. We cover the action surface, the StackOne 24-action build, and the ops-agent loop for inventory, campaigns, and task triage.
9 min read
Build a Voice Agent on Jetson Orin Nano Super (Edge GPU, 2026)
Sub-$250 NVIDIA Jetson Orin Nano Super runs a full Whisper + 8B LLM + Piper voice loop offline at 15 tok/s. Here's the full Docker-based build with thermals, models, and code.
13 min read
Feature-Launch Chat: Driving Adoption in the First 30 Days After Ship
Feature announcement modals get 5-10% click-through, but in-app chat with context-aware launches drives 30%+ adoption in 30 days. Here is how to ship a feature with chat as the primary announcement channel.
10 min read
Multi-Carrier Failover for AI Voice in 2026: Sub-30s Recovery, Zero Dropped Calls
Single-carrier dependency is existential risk for real-time AI voice. Here is the production multi-carrier failover architecture using SIP DNS SRV, OPTIONS pings, and SBC-driven retry that keeps an AI voice agent live during a Twilio outage.
12 min read
NIST CSF 2.0 and the Cyber AI Profile (NIST IR 8596) for Healthcare AI in 2026
NIST CSF 2.0 added the Govern function in 2024. The draft Cyber AI Profile (NIST IR 8596) maps AI-specific risk to CSF outcomes. Here is how healthcare AI voice and chat align in 2026.
11 min read