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symplii.ai / Kyber / Learning and knowledge Discuss your workflow
CAPABILITIES / LEARNING AND KNOWLEDGE

Turn experience into
better agent
performance.

Kyber helps you use knowledge, feedback and performance insights to improve agent work over time.

Intended benefits, not measured results. Current product availability and enforcement remain unverified.

FROM EXPERIENCE
TO REVIEWABLE CHANGE
Experience Knowledge Feedback Measured change
01
PROBLEM

The same correction has to be made over and over.

KYBER RESPONSE

Reviewed corrections are designed to carry into future work of the same kind.

Carry a correction forward
02
PROBLEM

Repeated attempts quietly raise the cost of the work.

KYBER RESPONSE

Repeated work is surfaced so its cause can be investigated and removed.

Find the repeated work
03
PROBLEM

Nobody can say whether a change actually improved anything.

KYBER RESPONSE

Results before and after a change are comparable, so the effect can be reviewed.

Check the outcome
LEARNING AND KNOWLEDGE

Useful knowledge.
Better-informed changes.

Explore all capabilities
01
Bring relevant
knowledge into the task.
02
Carry useful
corrections forward.
03
Spot recurring
problems.
04
Find ways to improve
cost and performance.
05
Give people evidence
for the next change.
06
Check whether
the change helped.

Intended capability. Current product availability and enforcement remain unverified.

TWO WAYS TO IMPROVE THE WORK

Correction reuse, and operational improvement.

Reusing a reviewed correction changes the next result. Operational improvement changes how the work runs. They are separate, and both stay reviewable.

Carry a correction forward

One clause corrected
RETAIN Next review starts corrected
DON'T RETAIN Same fix needed again
Reviewer always decides

Improve how an agent runs

01 Observe
02 Recommend
03 Engineer changes
04 Measure
Improved No change Worse, revert
Never changed automatically

Illustration of intended design. Current product availability and enforcement remain unverified.

WHAT LEARNING MEANS HERE
Future direction — planned, not promised
THE BOTTOM LINE

Reuse what was reviewed.
Keep every change reviewable.

Skip to content
symplii.ai / Kyber / Learning and knowledge Discuss your workflow
CAPABILITIES / LEARNING AND KNOWLEDGE
Turn experience into
better agent
performance.

Kyber helps you use knowledge, feedback and performance insights to improve agent work over time.

Intended benefits, not measured results. Current product availability and enforcement remain unverified.

FROM EXPERIENCE
TO REVIEWABLE CHANGE
Experience Knowledge Feedback Measured change
01
PROBLEM

The same correction has to be made over and over.

KYBER RESPONSE

Reviewed corrections are designed to carry into future work of the same kind.

Carry a correction forward
02
PROBLEM

Repeated attempts quietly raise the cost of the work.

KYBER RESPONSE

Repeated work is surfaced so its cause can be investigated and removed.

Find the repeated work
03
PROBLEM

Nobody can say whether a change actually improved anything.

KYBER RESPONSE

Results before and after a change are comparable, so the effect can be reviewed.

Check the outcome
LEARNING AND KNOWLEDGE

Useful knowledge.
Better-informed changes.

Explore all capabilities
01
Bring relevant
knowledge into the task.
02
Carry useful
corrections forward.
03
Spot recurring
problems.
04
Find ways to improve
cost and performance.
05
Give people evidence
for the next change.
06
Check whether
the change helped.

Intended capability. Current product availability and enforcement remain unverified.

TWO WAYS TO IMPROVE THE WORK

Correction reuse, and operational improvement.

Reusing a reviewed correction changes the next result. Operational improvement changes how the work runs. They are separate, and both stay reviewable.

Carry a correction forward

One clause corrected
RETAIN Next review starts corrected
DON'T RETAIN Same fix needed again
Reviewer always decides

Improve how an agent runs

01 Observe
02 Recommend
03 Engineer changes
04 Measure
Improved No change Worse, revert
Never changed automatically

Illustration of intended design. Current product availability and enforcement remain unverified.

WHAT LEARNING MEANS HERE
Future direction — planned, not promised
THE BOTTOM LINE

Reuse what was reviewed.
Keep every change reviewable.