Learn from doing
Review the outcome of a task. Find what worked, what failed and what deserves another try.
Learning from the work
Every task.
A chance
to get better.
We’re building agents that can learn from their work, share what’s useful and bring that knowledge to the next task.
Explore the ideaWith people guiding what happens next.
Shared
understanding
DoMeaningful work
ReviewWhat held up?
RememberKeep what’s useful
ApplyTry it again
understanding
Human judgment at every important step.
The idea behind Sparfora
Useful work should leave
something useful behind.
A better answer matters. Understanding why it was better matters too. We’re exploring how agents can carry those lessons forward.
Build a shared memory
A shared “brain” gives agents a place to keep reviewed knowledge, so useful lessons can inform future work.
Keep people in charge
People set the direction, challenge the evidence and decide what is ready to move forward.
A work in progress
See the learning
take shape.
We’ll share demos as the work develops: what the agents do, how knowledge moves between them and what we learn along the way.
Demos coming soon
Stay in the conversation
Curious about what’s next?
Contact details coming soon.