MONOGATE COCKPIT DRILLDOWNprivate · read-only · 2026-05-29
EML Advantage Labprivate_reviewable

Research scoreboard for where EML appears useful, where standard math wins, and where evidence is insufficient.

passnot_applicablebuilder preset
Reviewhuman gate

Use internally to decide what deserves deeper holdout testing.

Attach eFrog holdout registry outputs as private evidence inputs.

private holdout evidence linkagemissing
Metricsbounded
packet_count9
eml_wins1
standard_wins4
mixed3
research_only1
Non-Claimsblocked
No broad EML advantage claim.non-claim
No runtime speed claim.non-claim
No formal equivalence claim.non-claim
Claim Flagsfalse
{
  "public_ready": false,
  "proof_claim": false,
  "certified_safety_claim": false,
  "runtime_performance_claim": false,
  "formal_equivalence_claim": false,
  "broad_eml_advantage_claim": false
}
Sources And Checksmonogate
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