Research articles

The full account behind each result: how it was measured, by whom and under what conditions. Independent evaluations, our own preliminary benchmarks and simulations are each labelled for what they are.

3 articles, newest first

Perspective19 Oct 2026
Bynn ranks #1 for true-positive rate in NIST’s Child Online Safety evaluation for ages 13-16
How NIST’s age estimation evaluation tests a model that guards a space for people aged 13 to 16, what the 72.53% true-positive rate counts, what it does not show, and what it means for Agemin and for enterprise buyers.
Perspective19 Oct 2026
DecisionNode MoE: 81.6% mean accuracy across 15 text suites in Bynn’s preliminary October 2026 evaluation
What Bynn’s preliminary, Bynn-run evaluation of DecisionNode measured across 15 text suites and 25,134 items, where the model leads and trails, and how an enterprise team should read an AI decision engine benchmark.
Perspective19 Oct 2026
Zora Air flies autonomous drone missions in simulation
How Mission Control composes a mission, how Zora’s autonomy engine flies it without handing control back, what DecisionNode decides on each camera frame, and what the simulation does not yet show.

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Bynn ranks #1 for true-positive rate in NIST’s Child Online Safety evaluation for ages 13-16

DecisionNode MoE: 81.6% mean accuracy across 15 text suites in Bynn’s preliminary October 2026 evaluation

Zora Air flies autonomous drone missions in simulation

Put the research to work.