
CHAPTER 41 DOCUMENT INGESTION, TEXT EXTRACTION, CHUNKING, EMBEDDINGS, VECTOR STORAGE & RAG FOUNDATION
41.1 Introduction A modern AI system cannot reliably answer questions about private...
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41.1 Introduction A modern AI system cannot reliably answer questions about private...
A shadow trader runs your AI's signals alongside live markets with no capital at risk. Here is the architecture, why it beats paper trading, and what it cannot tell you.
We ran our BTC shadow AI for 30 days of live signals and compared its discipline to typical retail behaviour. The gap is the real story.

Most knowledge workers now use AI their employer never sanctioned, pasting sensitive data into consumer tools that data-loss prevention cannot see. Blocking and detection fight the symptom, not the ca
Stop Cargo-Culting Shadow Deployments: I’ve Seen Them Kill Production We’ve been sold a lie....

I’m Roman Rylko, CTO at Pynest. We build and run software teams for clients and we use AI a lot—but...

Using Gradle to build a fat, minified jar
Creates a shadow similar to box-shadow but based on the background inherit.