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Product: Resources

Instagram Feed Features Explained: How to Build Social Engagement Loops

Open Instagram and you’re immediately dropped into motion. The news feed is already populated. Stories are queued at the top. Within seconds, the app has a read on what you’re likely to engage with. That read comes from signals — watch time, shares, saves, replies, viewing patterns — that update ranking systems and shape what’s
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9 min read

Live Streaming Statistics & Trends (2026): What Product Teams Need to Know

The latest live streaming research shows the market hitting $221.17 billion by 2031.. But at the platform level, the data tells a more nuanced story. In Q1 2026, YouTube and TikTok both saw live content consumption drop, with TikTok Live viewership down more than 11%. At the same time, Twitch and Kick edged up in
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6 min read

How to Build an Activity Feed: Architecture and Tradeoffs

Activity feeds look like the simplest feature in your app. A reverse-chronological list of stuff that happened. Sort by timestamp, render, done. That was then. Feeds are now a composite of the underlying event and everything that accumulates on top of it: likes, threads, GIFs, replies, and read receipts. If you're building one today, you
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13 min read

What Is the Best Architecture for Real-Time Vision AI Systems?

The honest answer is that almost every production system ends up hybrid. You run something small and fast at the edge, like a quantized YOLO on a Jetson or MediaPipe on an Android. The ambiguous frames get escalated to a beefier model in the cloud. Pure edge wins when latency, privacy, bandwidth, or offline operation
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6 min read

What Database Architecture Works Best for Real-Time Chat Applications?

A wide-column store like Cassandra or ScyllaDB for the messages themselves, a relational database for user and channel metadata, Redis for ephemeral state and pub/sub fan-out, and an inverted index like Elasticsearch or OpenSearch for search. No single database covers chat well. The workload is lopsided, and different pieces of chat data have very different
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8 min read

Build a Real-Time AI Sales Coach with Anam's Digital Avatars, Stream Video, and Gemini

Practicing sales conversations is one of those things everyone knows they should do more of but rarely do. Role-playing with colleagues is awkward, and every call with a real prospect is high stakes. What if you could run through objection scenarios on demand, get scored on your performance, and never risk burning a lead? That's
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4 min read

What Are the Best Platforms To Develop an AI Voice Chatbot?

"Hello, and thank you for calling Finsbury Bank. For English, press 1. Para español, oprima el dos." *beep* "Please say or enter your 16-digit account number, followed by the pound key." "Four, seven, two, …" "I'm sorry, I didn't catch that." For about 20 years, that was voice AI. A decision tree, a radio voice,
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8 min read

WebSocket vs. Server-Sent Events: Key Differences

TLDR; WebSocket exits HTTP entirely for a full-duplex TCP channel. SSE stays inside a standard HTTP response that never closes. A six-connection-per-origin browser limit made SSE impractical under HTTP/1.1. HTTP/2 multiplexing killed that constraint, and LLM token streaming has since made SSE the default transport for most major AI SDKs. SSE is the simpler default
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19 min read