Qodo 2.1 Tackles Coding Agents’ ‘Amnesia’ Issue

As AI-powered coding tools flood the market, a critical weakness has emerged by default, as with most LLM chat sessions, they are temporary as soon as you close a session and start a new one, the tool forgets everything you were just working on.

Developers have worked around this by having coding tools and agents save their state to markdown and text files, but this solution is hacky at best.

Qodo, the AI code review startup, believes it has a solution with the launch of what it calls the industry’s first intelligent Rules System for AI governance, a framework that gives AI code reviewers persistent, organisational memory.

The new system, announced today as part of Qodo 2.1, replaces static, manually maintained rule files with an intelligent governance layer. It automatically generates rules from actual code patterns and past review decisions, continuously maintains rule health, enforces standards in every code review, and measures real-world impact.

For Itamar Friedman, CEO and co-founder of Qodo, the release represents a pivotal moment not just for his company but for the entire AI development tools space.

“I strongly believe that this announcement of ours is most important we ever done,” Friedman said in an interview with VentureBeat.

To explain the limitation of current AI coding tools, Friedman invokes the 2000 Christopher Nolan film Memento, in which the protagonist suffers from short-term memory loss and must tattoo notes on his body to remember crucial information.

“Every time you call them, it’s a machine that wakes up from scratch,” Friedman said of today’s AI coding assistants. “So all it can do is, before it goes to sleep and restart, it could write whatever it did in a file.”