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 delivering the results (bounding boxes, highlight markers, engagement counts) back to viewers or an ops dashboard in sync with the video. Unlike post-broadcast highlight editing, it works […]
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-included platform: a Go SFU plus official client SDKs, room and participant management, recording/streaming (egress), an AI-agents framework, and an optional managed cloud. Mediasoup is a […]
The OpenAI Realtime API lets a browser or mobile app hold a spoken conversation with a model in near real time — audio in, audio out, over a single low-latency connection. Over WebRTC, that connection is a standard peer connection: your server mints a short-lived ephemeral token, the browser opens an RTCPeerConnection, adds the microphone track, […]
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 the manufacturer who builds the system. DCB0160 governs clinical risk management for the deploying NHS organisation putting it into live clinical use. The DSPT (Data Security and Protection Toolkit) is the NHS’s annual data-security self-assessment. And FHIR / […]
Language barriers in healthcare aren’t a niche problem. More than 25 million people in the United States have limited English proficiency, and research consistently shows that patients who can’t communicate fluently with their providers experience worse outcomes, more medical errors, and significantly lower satisfaction with their care. In telehealth, where the entire clinical relationship runs […]
How to design real-time video consultation systems that work reliably under constrained network conditions Reliable internet connectivity is a luxury that many rural and remote communities often lack. Yet, these are often the populations with the greatest need for healthcare access — individuals who may have to travel hours to reach the nearest clinic. Telemedicine […]
In the rapidly evolving world of telehealth, delivering seamless, secure, and scalable video consultations is a top priority for healthcare providers. CTOs tasked with selecting the right video infrastructure often face a confusing array of options. Among these, WebRTC, LiveKit, and Janus stand out as prominent choices—but which one fits best? At Trembit, with extensive […]
To build HIPAA-compliant video consultations with WebRTC and LiveKit: encrypt media in transit with DTLS-SRTP and at rest with AES-256, enforce MFA and role-based access control, sign a Business Associate Agreement (BAA) with every vendor that touches PHI, and keep immutable audit logs of access. WebRTC mandates transport encryption; HIPAA compliance comes from how you […]
For a telemedicine platform, the SFU (Selective Forwarding Unit) choice comes down to three options: Janus (modular, plugin-based, the most control and the most self-build), mediasoup (a lower-level media-routing library for teams with deep WebRTC engineering capacity), or LiveKit (a complete platform with official SDKs and an optional managed cloud, the fastest path to a compliant production build). The honest verdict […]
In the rapidly evolving world of remote healthcare, a stable and scalable video core isn’t just a technical feature — it’s the foundation of the entire telemedicine experience. From initial proof-of-concept (PoC) prototypes to full-scale production systems, the video core determines whether virtual care feels effortless or frustrating. At Trembit, we help telehealth innovators build […]
Modern companies are rapidly moving beyond traditional Learning Management Systems (LMS) toward comprehensive learning ecosystems that support continuous growth, innovation, and organizational agility. Unlike standalone platforms, a learning ecosystem integrates people, content, technology, and strategic processes to create a dynamic environment where learning is highly personalized, scalable, and aligned with long-term business goals. In an […]
Adaptive learning has reshaped how education adapts to the learner’s pace and style. Now, with advancements in artificial intelligence, ChatGPT-style tutors are poised to take Learning Management Systems (LMS) to a whole new level. This article explores how integrating ChatGPT-like AI tutors within LMS platforms can transform adaptive learning, offering personalized, interactive, and highly scalable […]
The EdTech industry is evolving at lightning speed, driven by artificial intelligence that makes learning more personalized, adaptive, and measurable than ever before. Yet, despite the innovation, nearly 70% of early-stage EdTech products fail after the pilot phase. Why? Because visionary ideas often fall short when it comes to technical execution, scalability, and learner-centric design. […]
Why E-Learning Is at a Turning Point The maturing EdTech ecosystem: post-COVID consolidation and AI acceleration The post-pandemic surge in EdTech innovation is giving way to a phase of consolidation and maturity. What began as a rush to digitize classrooms has grown into a need for platforms that deliver measurable learning value and scalable business […]
The world of education is undergoing a revolution as technologies like Artificial Intelligence (AI), Augmented Reality (AR), Virtual Reality (VR), and real-time video streaming converge to redefine e-learning. This convergence not only elevates knowledge delivery but also reinvents the learner experience. For educators, developers, and decision-makers, grasping these advancements is essential to creating engaging, effective […]
Voice and video intelligence — powered by advanced speech recognition and emotion detection — is redefining how we teach and learn online. These technologies bring emotional depth, interactivity, and personalization to virtual classrooms, turning static lessons into adaptive, human-like experiences. Forward-thinking companies like Trembit, known for real-time AI and media platform expertise, are at the […]
Conversational AI tutors — intelligent, chat-based learning assistants powered by advanced language models — are redefining modern education. They enable interactive, personalized, and adaptive learning experiences, acting as virtual mentors that teach, guide, and motivate learners while filling the gaps traditional e-learning often leaves behind. This article explores how these systems work, their effectiveness, use […]
Europe’s digital fitness market is rapidly transforming due to technological innovation and shifting consumer preferences. Projected to exceed €14 billion by 2025, with a 34.7% CAGR from 2021 to 2028, almost one in three Europeans now use digital fitness solutions. This surge illustrates a strong demand for streaming apps offering holistic wellness, positioning Europe as […]
