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AI Document Processing for FinTech: What It Takes to Build a Decision-Grade Pipeline

AI Document Processing for FinTech: What It Takes to Build a Decision-Grade Pipeline

AI & Machine Learning Business Insights 17 Aug Eugenia Nemkova

AI document processing for FinTech is the use of custom OCR, natural language processing, and machine learning to turn unstructured financial documents — bank statements, leasing contracts, loan ap...

How to Build a Low-Latency Virtual Classroom with WebRTC

How to Build a Low-Latency Virtual Classroom with WebRTC

WebRTC 17 Aug Eugenia Nemkova

Low-latency live learning is synchronous, two-way instruction over video where the round-trip delay between teacher and student is short enough that the two can react to each other in real time ...

How Much Does It Cost to Run a Live-Commerce Video Platform?

How Much Does It Cost to Run a Live-Commerce Video Platform?

Infrastructure & Costs Video Streaming 14 Aug Eugenia Nemkova

Running a live-commerce video platform in production means paying to deliver one seller's broadcast to every viewer watching it — not paying for a symmetric video call. That single fact shapes the ...

Build a Voice AI Agent on FreeSWITCH: STT→LLM→TTS Guide

Build a Voice AI Agent on FreeSWITCH: STT→LLM→TTS Guide

Video Conferencing & Live Streaming WebRTC 14 Aug Stan Reshetnyk

By Stan Reshetnyk, CTO, Trembit — protocol-level WebRTC and telephony engineering across 50+ real-time video and voice builds · Last updated 3 August 2026 A voice AI agent on FreeSWITCH is a teleph...

FreeSWITCH vs Asterisk: An Honest Engineering Comparison

FreeSWITCH vs Asterisk: An Honest Engineering Comparison

Video Conferencing & Live Streaming WebRTC 14 Aug Stan Reshetnyk

FreeSWITCH and Asterisk are both mature open-source telephony platforms designed for different jobs. Asterisk grew out of an open-source PBX — a dialplan-driven call engine with voicemail, IVR, and ...

FreeSWITCH in Production: Architecture & Real-Time AI

FreeSWITCH in Production: Architecture & Real-Time AI

Video Streaming WebRTC 14 Aug Stan Reshetnyk

By Stan Reshetnyk, CTO, Trembit — protocol-level WebRTC, SIP, and media-server engineering · Last updated 3 August 2026 FreeSWITCH is an open-source, cross-platform softswitch: a programmable telep...

Cost of Running a Voice AI Platform: A Full-Stack Cost Breakdown

Cost of Running a Voice AI Platform: A Full-Stack Cost Breakdown

AI & Machine Learning WebRTC 21 Jul Maryna Poplavska

Running a voice AI platform in production means paying for five things every call touches: the WebRTC/SFU transport layer that carries the audio, speech-to-text (STT), the LLM that decides what to sa...

Real-Time Video Analytics on a Live Stream: Auto-Highlights for Sports, Commerce, and Events

Real-Time Video Analytics on a Live Stream: Auto-Highlights for Sports, Commerce, and Events

Video Conferencing & Live Streaming Video Streaming 21 Jul Eugenia Nemkova

Real-time video analytics on a live stream means running AI inference on frames while the broadcast is still in flight — detecting objects and events, scoring which moments matter, and de...

LiveKit vs Mediasoup: Picking the Right SFU for Your Product

LiveKit vs Mediasoup: Picking the Right SFU for Your Product

Video Conferencing & Live Streaming Video Streaming WebRTC 20 Jul Stan Reshetnyk

LiveKit and Mediasoup are both open-source Selective Forwarding Units (SFUs) for building real-time WebRTC video and voice, but they sit at different levels of the stack. LiveKit is a batteries-inclu...

OpenAI Realtime API + WebRTC in Production (2026): What Works, What Breaks, and the HIPAA Audio Gap

OpenAI Realtime API + WebRTC in Production (2026): What Works, What Breaks, and the HIPAA Audio Gap

Video Streaming WebRTC 20 Jul Stan Reshetnyk

Updated September 2026. The current realtime models are gpt-realtime-2 and its July 2026 update gpt-realtime-2.1, released together with a smaller gpt-realtime-2.1-mini. In the browser, OpenAI's WebR...

How to Add an AI Clinical Scribe to a Telemedicine Platform (Without Breaking HIPAA)

How to Add an AI Clinical Scribe to a Telemedicine Platform (Without Breaking HIPAA)

AI & Machine Learning Telehealth 20 Jul Stan Reshetnyk

By Stan Reshetnyk, CTO, Trembit — HIPAA/KBV-compliant telemedicine architecture and real-time AI integration · Last updated 15 July 2026 An AI clinical scribe is ambient software that listens to a...

Building NHS-Compliant Video: DCB0129/DCB0160, DSPT, and FHIR Integration

Building NHS-Compliant Video: DCB0129/DCB0160, DSPT, and FHIR Integration

Video Conferencing & Live Streaming Video Streaming 20 Jul Stan Reshetnyk

An NHS-facing video or telemedicine platform has to satisfy at least four distinct obligations that a generic consumer video app never touches. DCB0129 governs clinical risk management for ...

Top Telemedicine App Development Companies (2026): A Buyer’s Decision Guide

Top Telemedicine App Development Companies (2026): A Buyer’s Decision Guide

Telehealth Video Streaming 20 Jul Stan Reshetnyk

By Stan Reshetnyk, CTO · Published 16 July 2026 A telemedicine app development company is a software engineering firm that designs, builds, and maintains the video, scheduling, EHR/EMR-integration, a...

Top WebRTC / Video App Development Companies (2026)

Top WebRTC / Video App Development Companies (2026)

Video Streaming WebRTC 20 Jul Stan Reshetnyk

By Stan Reshetnyk, CTO · Published July 2026 · Last updated: 16 July 2026 A WebRTC development company is a software engineering firm that builds real-time video, voice, and data applications on the...

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

SFU, MCU and P2P (mesh) differ in one thing: where the media flows. In P2P mesh, every participant sends a separate copy of their stream to every other participant, so in a 6-person call each de...

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

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

AI & Machine Learning 16 Jul Eugenia Nemkova

A voice AI agent on WebRTC runs inside one live, two-way media session. The user's microphone streams up as an audio track, the agent's synthesized speech streams back as another, and control events ...

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: End-of-Life Status and a WebRTC Migration Playbook

Migrating Off Twilio Video: End-of-Life Status and a WebRTC Migration Playbook

WebRTC 16 Jul Eugenia Nemkova

Is Twilio Programmable Video shutting down? No. Twilio first announced an end of life for Video in late 2023, set the date at December 5, 2026 in March 2024, and then reversed the decision on October...

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...

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