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SFU vs MCU vs P2P: Choosing the Right WebRTC Media Server Architecture

SFU vs MCU vs P2P: Choosing the Right WebRTC Media Server Architecture

WebRTC 17 Jul Eugenia Nemkova

Three architectures carry almost every WebRTC video product, and they differ in one thing: where the media flows. Peer-to-peer (P2P) connects participants directly, with no media server in ...

Building a Voice AI Agent on WebRTC: Latency, Barge-In, and Turn-Taking

Building a Voice AI Agent on WebRTC: Latency, Barge-In, and Turn-Taking

AI & Machine Learning 16 Jul Eugenia Nemkova

A voice AI agent on WebRTC is a real-time pipeline — audio capture, speech processing (either a cascaded STT → LLM → TTS chain or a native speech-to-speech model), and audio playback — runnin...

MoQ vs WebRTC: Which One Does Your Product Actually Need in 2026?

MoQ vs WebRTC: Which One Does Your Product Actually Need in 2026?

WebRTC 16 Jul Eugenia Nemkova

WebRTC is the browser-native protocol for interactive, two-way real-time communication — calls, telehealth, conferencing — with proven sub-250ms latency. MoQ (Media over QUIC) is an emerging IETF...

Migrating Off Twilio Video: A WebRTC Team’s Playbook

Migrating Off Twilio Video: A WebRTC Team’s Playbook

WebRTC 16 Jul Eugenia Nemkova

To migrate from Twilio Video means moving your signaling, media routing, and client SDKs off a managed CPaaS onto either another managed video API or your own WebRTC infrastructure. First, ...

AI Agents for Business: What They Actually Automate (and What They Don’t)

AI Agents for Business: What They Actually Automate (and What They Don’t)

AI & Machine Learning Business Insights 15 Jul Eugenia Nemkova

By Trembit Engineering Team · Last updated: 2026-07-08 An AI agent is a system built around a large language model that can take actions — call tools, read and write to your real systems, and decid...

Building an AI “Admin Co-Worker”: Back-Office Automation with Human-in-the-Loop

Building an AI “Admin Co-Worker”: Back-Office Automation with Human-in-the-Loop

AI & Machine Learning Product Strategy & MVP Software Engineering 15 Jul Eugenia Nemkova

By the Trembit AI Engineering Team · Last updated: 2026-07-08 An AI admin co-worker is an AI agent that reads incoming documents and requests, makes a judgment call on the routine cases, and hands an...

What Is an AI Orchestration Engine? Architecture, Patterns, and Build-vs-Buy

What Is an AI Orchestration Engine? Architecture, Patterns, and Build-vs-Buy

AI & Machine Learning 15 Jul Serhiy Sokorenko

By the Trembit Engineering Team · Last updated: 2026-07-08 An AI orchestration engine is the production layer that sits between your application and its models. It routes each request to the right mo...

Clinical AI Frameworks: Deploying AI Safely in Healthcare (DCB0129/0160, HIPAA)

Clinical AI Frameworks: Deploying AI Safely in Healthcare (DCB0129/0160, HIPAA)

Uncategorized 15 Jul Stan Reshetnyk

Deploying clinical AI safely means satisfying at least three overlapping obligations at once — and the cost of getting it wrong isn't a late feature. It's a blocked NHS or HIPAA review, a patient-sa...

AI in Healthcare: Where It Actually Works in 2026

AI in Healthcare: Where It Actually Works in 2026

AI & Machine Learning Telehealth 15 Jul Eugenia Nemkova

AI in healthcare in 2026 runs in production at scale in four places: ambient clinical documentation (AI scribes), imaging-triage support for radiologists, administrative and back-office automation (pr...

How to Build a Real-Time AI Content Moderation Pipeline for Live Video

How to Build a Real-Time AI Content Moderation Pipeline for Live Video

AI & Machine Learning WebRTC 13 Jul Eugenia Nemkova

A real-time AI content moderation pipeline is the combination of three things: extracting frames and audio from a live media stream, running AI inference on them, and returning an enforcement action ...

How to Rescue a Broken WebRTC Codebase: A Protocol-Level Diagnosis Playbook

How to Rescue a Broken WebRTC Codebase: A Protocol-Level Diagnosis Playbook

WebRTC 03 Jul Eugenia Nemkova

A WebRTC rescue is what happens when a live video product is failing — calls drop, connections hang on "connecting," audio goes one-way — and the team that owns the code can't find the root cau...

WebRTC vs Media over QUIC (MOQ): What Startups Need to Know in 2026

WebRTC vs Media over QUIC (MOQ): What Startups Need to Know in 2026

WebRTC 29 Jun Maryna Poplavska

"Should we build on WebRTC or wait for MOQ?" That's the question we heard three times last month from startup CTOs planning their video platforms. Each time, our answer surprised them. The short v...

Why WebRTC Is Still the Backbone of Real-Time Apps in 2026 (And What Could Replace It)

Why WebRTC Is Still the Backbone of Real-Time Apps in 2026 (And What Could Replace It)

WebRTC 29 Jun Maryna Poplavska

“So… are we still betting on WebRTC?” Last month, during a discovery call with a SaaS founder, we heard that exact question. The team was planning a major upgrade of their video collaboratio...

AV1 in 2026: Why the ‘Next-Gen Codec’ Still Isn’t Dominant

AV1 in 2026: Why the ‘Next-Gen Codec’ Still Isn’t Dominant

WebRTC 29 Jun Maryna Poplavska

"Should we switch to AV1 for our video platform?" we've heard this question at least a dozen times in the past six months from product managers looking to optimize their WebRTC applications. The a...

Ultra-Low Latency Streaming: When WebRTC Is Mandatory (And When It’s Overkill)

Ultra-Low Latency Streaming: When WebRTC Is Mandatory (And When It’s Overkill)

WebRTC 29 Jun Maryna Poplavska

"We need sub-second latency for our live streaming platform." That's what the founder told us last week. When we asked what they were building, they said it was a sports broadcasting app for casual v...

Why Async Video Profiles Break Less Often Than Live Video Dates

Why Async Video Profiles Break Less Often Than Live Video Dates

Dating Apps WebRTC 29 Jun Maryna Poplavska

The Stability vs. Engagement Tradeoff in Modern Dating Apps The evolution of video features in dating applications has created a fascinating technical crossroads. While live video dates promise re...

Designing Video Dating Flows That Don’t Melt Your SFU

Designing Video Dating Flows That Don’t Melt Your SFU

Dating Apps WebRTC 29 Jun Maryna Poplavska

Preventing Infrastructure Overload Through Smart Architecture Selective Forwarding Units (SFUs) have become the backbone of modern video dating applications, enabling real-time connections between...

Real-Time Video Matching: Why “Instant Video” Kills Conversion (and How to Fix It)

Real-Time Video Matching: Why “Instant Video” Kills Conversion (and How to Fix It)

Dating Apps WebRTC 29 Jun Maryna Poplavska

Understanding the UX and Infrastructure Collision in Video Dating Instant video calling sounds like the ultimate feature for dating apps — the promise of immediate, authentic connection at the t...

Do You Really Need 4K? How AI Upscaling Is Changing Video Quality Decisions

Do You Really Need 4K? How AI Upscaling Is Changing Video Quality Decisions

WebRTC 29 Jun Maryna Poplavska

"We're thinking about upgrading to 4K for our video platform." That's what a startup CTO told us last month. His team was planning significant infrastructure investment to support higher resolution s...

Edge Video Processing in 2026: Moving AI and Media Closer to the User

Edge Video Processing in 2026: Moving AI and Media Closer to the User

WebRTC 29 Jun Maryna Poplavska

A telehealth startup recently discovered that its video consultations worked beautifully in Seattle but struggled in rural Montana. Latency spiked to 800ms, doctor-patient conversations felt unnatura...

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