Winners LabAll experiments
PLANNING / HUMAN OVERSIGHT

Lattice

Make the path
understandable.

Feb 2025Monitored research
Explore the research
Lattice identityWINNERS LAB / 07

Make the reasoning visible.

Lattice explores visible planning for complex AI work. It investigates how goals, dependencies, decisions, and revisions can be communicated so that people can meaningfully steer a system.

WHY IT MATTERS

Clearer plans could help people identify mistakes earlier, understand tradeoffs, and intervene before a small misunderstanding grows.

What we look closer at.

Can visible plans make long-running agents easier to steer?

01

Dependencies

Which steps rely on other decisions being correct.

02

Legibility

Whether a plan is useful to a human reviewer, not only internally consistent.

03

Intervention

Where a person can redirect the work without having to start over.

Observe. Question. Refine.

The research lens for Lattice: the questions that guide careful observation and review.

01Map the objective

Identify the choices and dependencies behind a goal.

02Expose decision points

Make consequential branches and unresolved questions visible.

03Revise the path

Study how the plan changes when constraints or priorities shift.

People remain part of the picture.

Winners Lab’s experiments are carefully watched to deepen understanding of AI and support the betterment of humanity. This page describes the research purpose; it is not a public application or a live activity feed.

A useful distinction.

A visible plan is not a transcript of private model reasoning. The focus is useful decision summaries and observable task structure.

Read the lab’s research framework ↗
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Index

Research with a traceable foundation.