explainx / blog
Claude Fable 5, Loop Engineering, AI Agents, Self-Correction, Agent Memory
Design effective loops with Claude Fable 5 — self-correction, /goal, verifier sub-agents, and memory. Updated for July 1 restore on Claude Code and Managed Agents.
Sep 10, 2026
Every coding agent is a frozen model plus a program that decides what it sees this turn. "Self-evolving" just means something else is now allowed to edit that program's inputs after the turn ends. mem0 mapped three very different versions of that edit onto one confusing number — here's the breakdown, and how to implement the persistent one with real memory scoping.
Sep 8, 2026
Supermemory announced learner-1 on September 8, 2026, framed as a step toward continual learning for AI agents. The announcement drew immediate pushback for vagueness — "what actually is learner-1?" was the top reply. Here's what's confirmed, what isn't, and how it fits next to other 2026 agent-memory approaches.
Aug 20, 2026
A practical cookbook for Claude Code loops: the exact /loop, /goal, and /schedule commands to type for CI, PR babysitting, and test watching — plus the budgets that keep a loop from burning tokens after the session should have stopped.
