Quality Engineering Agents that learn from failure

Quality Engineering Agents that learn from failure

Memori turns each failure and its fix into procedural memory the next run starts with. Known failures are skipped or fixed in one turn instead of ten.

How it works

A few concepts worth understanding before you run through the demo.

Agent trace

The full sequence of tool calls, results and retries in a run. Every failed attempt is part of the trace.

Failure and remedy

When an error is followed by a fix, Memori links the two into a pair that says what went wrong and what worked.

Procedural memory

Each pair becomes a reusable memory about how to carry out the task, injected at the start of future runs.

Intelligent recall

If an error still occurs, recall brings back the relevant remedy so the agent recovers in fewer turns.

Built for tool-call-intensive, long-running, error-prone workloads

The more steps a run takes and the more ways it can fail, the more each remembered fix is worth on the next run.

Build verification

Test execution

QA review

Three numbers. One clear picture.

Most tools only report whether the agent passed. Memori also measures the effort behind the pass.

Watch the difference

Follow a QA testing agent through its first run, then see a later run with and without Memori.

Give your agents memory

Schedule a demo with Memori today. Your agents keep working the same way, they just stop forgetting.