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ARTF Explained: How a Live Bid Request Gets Patched Before the Auction

On 14 October 2026, Prebid previewed an auction model where ad servers bid into Prebid Server instead of the other way around ( AdExchanger ).

  • ARTF inverts traditional ad server-bidder process, with Prebid Server bidding first.
  • ARTF v1.0 framework introduces containerized agents to propose bid request modifications.
  • Agents can adjust deal floors, add metrics, and specify path/value changes in bid request.

Quantified Self: How I Handled 100GB of Messy Biosensor Data with Polars and Dask

We live in the era of the "Quantified Self." Between my Oura ring, Apple Watch, and continuous glucose monitor (CGM), I’m generating more data than a mid-sized SaaS startup from 2010.

  • Process 100GB biosensor data using Polars Lazy API to avoid RAM overload
  • Align varying biosensor time series with Polars, resample, interpolate data
  • Scale processing with Dask and store results in efficient Parquet format

HELLO FRIENDS

I build crypto signal engines. My flagship system, USS (Unified Signal Scanner), combines momentum, multi-timeframe trend analysis, Smart Money Concepts, and dynamic risk management — 21 filters…

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