Ivan(@allquantor):Getting a ton of DMs asking why the @ZEITFinance worldview engine is so effective at finding market correlations and building curated portfolios. We been cooking the pipeline for over a year with @bettercallsmo It comes down to separating probabilistic reasoning from execution: • Custom 1-year point-in-time data pipeline • Fine-tuned open-source LLM (verl post-training) • Convex optimization layer for execution Dropping a full breakdown of the pipeline soon. 🧵👇

Ivan

@allquantor

building @ZEITFinance & @autonomous_af market microstructure | structured products habitual linestepper.

Joined October 2013

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Ivan@allquantor

2026.08.18 21:07

Getting a ton of DMs asking why the @ZEITFinance worldview engine is so effective at finding market correlations and building curated portfolios. We been cooking the pipeline for over a year with @bettercallsmo It comes down to separating probabilistic reasoning from execution: • Custom 1-year point-in-time data pipeline • Fine-tuned open-source LLM (verl post-training) • Convex optimization layer for execution Dropping a full breakdown of the pipeline soon. 🧵👇