---
title: "Research | AEON Systems blog"
description: "How we train and evaluate our own models, what we can claim today, and what we deliberately do not claim yet."
canonical: https://structime.com/en/blog/research/
language: en
last_modified: 2026-10-21
publisher: "AEON Systems (SIREN 993102821)"
source_format: html
---

# Research

> How we train and evaluate our own models, what we can claim today, and what we deliberately do not claim yet.

Source : https://structime.com/en/blog/research/
Publisher: AEON Systems (SIREN 993102821) · StrucTime

Blog

Articles

1. [27 Aug 2026 What a world model is, and what it is not The term covers work as different as video generation and industrial forecasting. Stripped of marketing, it means one thing: a learned representation of how a system changes. Research](https://structime.com/en/blog/research/what-is-a-world-model/)
2. [26 Aug 2026 The baselines that decide whether a forecast is any good A model that predicts an industrial signal with two percent error sounds strong until you learn that repeating yesterday's value gets one and a half. Research](https://structime.com/en/blog/research/baselines-that-matter/)
3. [25 Aug 2026 Small language models on closed tasks: the case for narrow Most business uses of a language model repeat the same five operations on documents that follow a known shape. Research](https://structime.com/en/blog/research/small-models-closed-tasks/)
4. [24 Aug 2026 Training your own models: what it buys and what it costs Calling an API is cheaper on day one, and that comparison is the one everyone runs. The interesting comparison is the one at year three. Research](https://structime.com/en/blog/research/training-in-house/)