framework

RRSI

A method for constraining automated evolution of LLM agent harnesses, applying sparsity limits, complexity penalties, leakage screening and pruning to the steps that propose and accept harness edits.

Known aliases

Regularized Recursive Self-Improvement
Regularized Recursive Self-Improvement of Agent Harnesses

Relationships

No evidence-backed relationships are recorded.

Current clusters

build1 publisher

Google Cloud's RRSI throttles how many harness edits a self-improving agent may bundle

Automated harness evolution keeps whatever edits raise its own benchmark score, so the harness ends up fitted to the eval set. Google Cloud AI Research answers with five regularizers lifted from supervised learning.

Publishers:dev.to

Reality

Evidence28
Adoption: Insufficient
Hype gap+35
Incentives45
Confidence30