Recursive Self-Improvement Audit (PM Session)

Date: April 7, 2026

Focus: Stability, Safety Safeguards, and Real-time X Signals.

X/Twitter Signals (PM)

ArXiv Breakthroughs

Stabilizing Iterative Self-Training (2603.21558)

Addresses "recursive drift" using symbolic verification. This is a critical building block for sustained self-evolution without quality degradation.

SAHOO: Safeguarded Alignment (2603.06333)

Monitors alignment drift in self-modifying systems. Essential for ensuring that autonomous agents don't "go rogue" during optimization.

MemMachine & SuperLocalMemory

Focus on long-lived memory systems. Agents need to remember their history to avoid repeating failed evolutionary branches.