News

News and AI/ML

Tantoryn AI news together with relevant news and substantive material from the broader AI and ML field, starting from 2026-08-18. Earlier project history is available through the Build History selector.

Project Update

What Changed at Tantoryn AI Over the Past Three Weeks

Over the past three weeks we prepared Tantoryn AI for a larger team, expanded its public side and started a new stage of ML testing — in which a simple baseline outperformed the first model of the new series.

Project Update

What Changed at Tantoryn AI Over the Past Two Weeks

Over the past two weeks we finished a new causally correct ML dataset, compared several model families, found a limitation in how the learning task was framed and replaced it with a better-grounded learning objective.

Research

What the Model Could Actually Know: Tightening Point-in-Time Control

We reviewed how a model can accidentally use information that did not yet exist at decision time, and we are applying stricter point-in-time rules when preparing data and validating Tantoryn AI's ML components.

Research

Financial ML Grows Up: Why 2026 Is About Auditing the Whole Experiment, Not Just the Model

Recent 2026 research suggests that for financial ML, the choice of model matters less than rigorously verifying the entire experiment behind it, from data and features to real execution costs.

Milestone

Tantoryn AI Completes the M0–M7 Technical Analysis Sprint

Tantoryn AI completed a technical-analysis stage that compared machine-learning approaches for finding trade candidates and for evaluating them, then chose the strongest options to carry forward.

Milestone

Introducing the Tantoryn AI Build Log

Tantoryn AI now has a permanent public home for project news: research notes, engineering milestones, runtime updates and honest negative results.

Product

Public Beta: What's Running Today

With the new Tantoryn AI website live, here is a plain-language summary of what is actually running today — and what is still research.