AI & ML interests

Temporal superintelligence

Recent Activity

RuiLGTM  updated a dataset about 10 hours ago
abel-lab/Simons-Pretrain
Shuwan  updated a model about 17 hours ago
abel-lab/Simons-297M
Shuwan  updated a model about 17 hours ago
abel-lab/Simons-178M
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Abel

The other half of intelligence

Large language models mastered the world of symbols. The other half is the world that moves, measured in numbers and changing when we act on it.

We envision the next-generation foundation model as:

  • Native to language and numbers. It reads data in its own form, with text alongside to give it meaning.
  • Reasoning you can trust. Every answer is a calculation that can be checked.
  • Software and silicon, co-designed. Its basic unit is an operator, and its chip is designed with it.
  • Trust between people and machines. The whole system is built to be examined, corrected and relied on.

We are building the foundations of this new intelligence, from fundamental research to real-world applications.

Research

  • Simons: open time-series foundation models for zero-shot probabilistic forecasting.
  • Andrey: accelerated, accurate, agentic causal discovery in Python.
  • nanoTSFM: an open challenge to hill-climb GIFT-Eval with one A100 and one hour.

Product

GitHub X LinkedIn