Media over QUIC (MoQ) Status 2026: WebRTC's Successor or Sidekick?
MoQ is on draft-17 with a December 2026 IESG target. Here is what that means for AI voice teams already shipping on WebRTC, and when (if ever) to migrate.
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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Chat for Renewal Reminders and Churn Deflection: B2B SaaS Patterns in 2026
Subscription businesses lose 1.6 trillion dollars annually to preventable churn and 38 percent of cancellers would have accepted a save offer. Here is how a chat agent runs renewal and save offers without burning trust.
10 min read
WebRTC Mobile Battery + Thermal Optimization for AI Voice (2026)
On-device AI plus WebRTC plus a 5G modem is a thermal worst case. Here is the 2026 playbook for keeping AI voice agent calls below the throttling cliff.
11 min
Build a Voice Agent with WhisperX + RAG via Haystack (2026)
WhisperX gives you word-level timestamps and speaker diarization. Haystack lets you wire a RAG pipeline behind it. Together: a meeting voice agent that knows who said what.
13 min read
Snowflake Snowpipe Streaming + Cortex AI for Call Data: 10 GB/s Ingest in 2026
The next-gen Snowpipe Streaming ingests up to 10 GB/s with 5–10s latency, and Cortex Search makes call transcripts queryable from a single SQL surface. Here's the architecture, IDs the gotchas, and shows the Cortex Code SDK.
12 min read
Phone Number Lifecycle in 2026: Provision, Port, Age, Release - Without Stranding Customers
Provisioning is easy; releasing a number cleanly is hard. The FCC mandates a 45-day aging period before reassignment, and orphaned numbers are a top cause of customer complaints in 2026. Here is the full lifecycle and the operational guardrails.
10 min read
WebRTC + AI Voice Biometrics for Authentication in 2026: Liveness, Deepfake Defense, and the $20.6B Market
Voice biometrics is a $20.6B market in 2026. Deepfakes are the existential threat. Here is the 2026 architecture for WebRTC voice auth with liveness detection and challenge-response.
11 min
Tool-Call Schema Validation Patterns for AI Agents in 2026
If your agent passes a string when a tool expected a number, your DB sees garbage. Strict schemas, Zod boundaries, and constrained decoding are the 2026 standard.
9 min read
Women's Wellness & FemTech D2C Chat Agents: Cycle, Hormone, and Life-Stage Personalization in 2026
FemTech reaches $75B by 2026 with AI-personalized care across life stages. Chat agents that read cycle, life stage, and concern lift D2C wellness conversion 30%+. Here is the 2026 playbook.
11 min read