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Product: Resources

FFmpeg in Production: A Practical Guide to Codecs, Performance, and Licensing

If you've ever built a product that handles video uploads, screen recordings, or live streams, you've probably encountered FFmpeg. Most teams start using it for quick conversions and six months later find it running their entire media pipeline. Once you're in production, you can't just run ffmpeg -i input.mp4 output.webm and walk away. You need
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5 min read

Guide to AI Agent Protocols: MCP, A2A, ACP & More

As agents become more commonplace, new protocols are being invented to simplify and standardize complex workflows. With so many emerging standards, it's increasingly important to know which to use and how they fit together. This guide breaks down the most widely recognized AI agent protocols and explains how they interoperate, overlap, and complement each other.
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10 min read

Activity Feeds vs In-App Notifications: What’s the Difference?

If your app doesn't engage users where they already are, you risk losing them. That's why most successful apps use both activity feeds and in-app notifications, yet teams can blur how each should be used. It's common to see overlap in implementations for both features, such as surfacing every new comment or update twice. This
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8 min read

In-App vs. Push Notifications: Using Both for Better Engagement

Getting users to download your app is just the first part of the equation. Keeping them active and engaged takes thoughtful, ongoing communication. And notifications play a central role in that. In-app and push notifications are two of the most effective ways your app can interact with its users. They can inform, motivate, and retain
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10 min read

60+ Telemedicine Statistics to Know in 2026

Like remote work and home deliveries, the telemedicine industry experienced a surge in demand during the COVID-19 pandemic due to the need for distance and self-isolation. In fact, telehealth usage grew from 37% pre-COVID to 67% during the height of the pandemic. But have those adoption levels remained stable or continued to grow as the
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7 min read

How is WebRTC Used for Bi-Directional Voice and Video Streaming in AI Agents?

WebRTC has become the standard transport layer for AI agents requiring real-time voice and video. Originally designed for browser-to-browser video calls, WebRTC is a protocol stack that enables real-time audio and video communication over UDP. Because it prioritizes low latency over guaranteed delivery, it is ideal for the sub-500ms response times that natural conversation requires.
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7 min read

How Do You Handle 'Temporal Consistency' on the Edge to Prevent Flickering Detections From Triggering False Actions?

Object detectors such as YOLO and EfficientDet treat each video frame independently. This works fine for static images, but in real-time video streams, it causes detections to flicker. Bounding boxes jitter, confidence scores oscillate near thresholds, and objects "blink" in and out of existence. In a display overlay, this is merely annoying. In a closed-loop
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5 min read

How Does the Choice of Transport Protocol (WebRTC vs. WebSocket) Impact the Synchronization of Video Frames with Audio Streams in a Multimodal Pipeline?

When building multimodal systems that need to sync audio and video in real time, one question matters more than you'd expect: Can the lips match the voice? Get it wrong, and your AI character looks like a dubbed foreign film. Get it right, and it feels real. And getting it right depends heavily on your
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4 min read