Blog

Fixing LaTeX errors in under a second

By Florent Tavernier · Sundial ResearchBy Florent Tavernier, Sundial Research

How we fine-tuned Inkling-Small on the largest dataset of real LaTeX compilation errors to date and got it ahead of every API model we tested, in under a second per fix.

Math auto-formalization in LaTeX

By Matthew Diakonov and Belinda Mo · Sundial ResearchBy Matthew Diakonov and Belinda Mo, Sundial Research

We added Lean 4 agent workflows to a LaTeX editor so that researchers can use and understand auto-formalizations as they write their papers. While a researcher writes, agents translate their work into Lean, and the compiler decides what is proved, open, or broken.

Announcing Sundial

By Belinda Mo and Florent Tavernier

Increasingly, people can't explain what their agents did for them. We built Sundial so humans stay at the center of the work: a collaborative workspace where humans and agents edit the same files live, and every change can be reviewed at an exact level of granularity.

The Age of AI Agents Demands a New Scientific Paradigm to Sustain Trustworthy Science

By Belinda Mo · ICML 2026 position paperBy Belinda Mo, ICML 2026 position paper

AI systems are becoming autonomous research agents, and the verification gap between scientific output and our ability to check it is widening. We argue science must evolve its verification infrastructure: observable-by-default workflows, tiered verification, and clear attribution.