Results
Measured after training.
Novel Knowledge Acquisition Rate (NKAR)
NKAR measures Primer’s ability in our experimental environment to correctly acquire rules generated after the model checkpoint is frozen.
0.852
Best demonstrated NKAR
Primer 1.3B · Internal post-freeze research benchmark
Gen I
0.000
Gen II
0.333
Gen III
0.778
Gen IV
0.852
Evaluation targets are generated after checkpoint freeze to reduce the possibility that success comes from memorized training examples.
Internal research benchmark. External validation pending.
Memory
Learning isn’t useful if you forget.
PR
1.00
Retention
PI
1.00
Interference resistance
14 / 14
Retention and interference probes passed in the M9 experiment.
FDR
0.00
For the tested verified-memory pathway.
In our experimental memory evaluation, Primer retained previously acquired knowledge even after intervening learning tasks.
The goal is persistent intelligence: knowledge acquired today should remain useful tomorrow.
Composition
Can knowledge become a building block?
22 / 22
Compositional targets solved when the required prerequisite knowledge was available.
This experiment demonstrated that previously available knowledge could support successful solutions to harder related problems. The remaining research challenge is making that process fully autonomous and general.
Internal research benchmark. External validation pending.