Building a Multimodal Deep Research AgentHow we went from "please find me information about this image" to building an AI that can reason across documents, videos, images, and audio like a digital Sherlock Holmes When Search Gets Visual Pic5h ago · 11 min readmixpeekai.hashnode.dev
How to Add Adjacency-Aware Contextual Targeting to Prebid in 15 MinutesReplace cookie-based targeting with privacy-first contextual signals, without blocking your auctions. The Problem Cookie deprecation is here. Third-party targeting signals are disappearing, and publi5h ago · 3 min readmixpeekai.hashnode.dev
Why your video search keeps returning the wrong sceneYour search usually returns the wrong scene because of how the video was cut up before it was indexed. If you embed fixed time windows or every Nth frame, one vector can straddle two scenes, and the m5h ago · 3 min readmixpeekai.hashnode.dev
Twelve Labs vs AWS for contextual advertisingFor contextual advertising, AWS gives you finished labels and Twelve Labs gives you stronger video models to build on. Amazon Bedrock Data Automation (BDA) splits a video into chapters and tags each o5h ago · 3 min readmixpeekai.hashnode.dev
The best MCP servers for advertising agents in 2026The MCP servers an advertising agent needs fall into four groups. The ad platforms run their own servers for buying and reporting: Meta's Ads MCP at mcp.facebook.com/ads, Amazon Ads' MCP server (open 5h ago · 3 min readmixpeekai.hashnode.dev
