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MOMENTS RESEARCH · 05

Governed Recursive Self-Improvement

A long-term research direction for improving parts of an agent’s reasoning, tools and learning loops under verifiable objectives and continuous oversight.

FRONTIER

Long-term research direction

Questions guiding our work

ROLE IN THE MOMENTS LOOP

The frontier beyond the operating loop: recursive improvement remains bounded by evaluation, sandboxed execution and rollback.

CONTEXT

Text · Image · Audio · Video · Behavior

  1. 01Perceive
  2. 02Model
  3. 03Plan & Act
  4. 04Assess
  5. 05Evolve
EVIDENCE

Outcomes · Capability · Uncertainty · Safety

OPEN QUESTIONS

What we are trying to understand.

  1. 01

    Which parts of a system can be improved while keeping the objective stable and verifiable?

  2. 02

    How can recursive changes be isolated, audited and compared with a known baseline?

  3. 03

    What forms of human oversight remain effective as iteration accelerates?

RESEARCH BOUNDARIES

How the work stays grounded.

  • RSI is a research direction, not a product claim.
  • Every proposed change must remain observable, testable and reversible.
  • Sandboxing, independent evaluation and human rollback are foundational constraints.

PUBLIC RECORD

Methods, results and lessons from the work.

Our research notes will explain what we explored, what the evidence shows and what remains open.

No publications yet

Explore the research questions above while we prepare work to share.