Use internally to decide what deserves deeper holdout testing.
Attach eFrog holdout registry outputs as private evidence inputs.
private holdout evidence linkagemissing
Research scoreboard for where EML appears useful, where standard math wins, and where evidence is insufficient.
Use internally to decide what deserves deeper holdout testing.
Attach eFrog holdout registry outputs as private evidence inputs.
{
"public_ready": false,
"proof_claim": false,
"certified_safety_claim": false,
"runtime_performance_claim": false,
"formal_equivalence_claim": false,
"broad_eml_advantage_claim": false
}monogate/reports/evidence_packets/eml_advantage_lab.json monogate/python/results/eml_advantage_packets/*_advantage_packet_2026_05_27.json
python python/scripts/eml_advantage_lab.py --build --strict