Group the repeated issue
Bring related failures together so experts can resolve the cause behind multiple cases.
Diagnose · Continuous improvementTurn production failures
Turn production failures
into an improvement backlog.
Guardian agents read conversations, traces and trajectories to attribute knowledge and behavioural failures, with the evidence needed for the next expert task.
Shorten the path from failure to fix.
Guardian attribution gives experts the cause and evidence, reducing investigation and repeated handoffs.
From production experience
to a useful next step.
Find what is missing
Separate a knowledge gap from a problem with the decision, sequence or tool use.
Create a useful expert task
Attach the attributed failure, evidence and context so the right expert can intervene.
What this means
in practice.
Ten failed invoice lookups may share one cause: an invoice ID supplied where a supplier ID is required. The useful next step is to fix that pattern.
Illustrative example.
Part of the same
improvement loop.
Evaluate
Score answers and agent runs against what good looks like.
Diagnose
Guardian agents attribute knowledge and behavioural failures.
Teach
Give the right experts tasks with the evidence they need.
Retain
Save approved contributions in governed memory for runtime reuse.
Your next failure.
Your next improvement.
Bring a real agent or workflow. We’ll show you where Syllotips fits, what it can improve, and how to get started.