◆Research

Research.

Work on inference, financial literacy and measurement — published with the state it is in, including when the answer is no.

2026-08

RESEARCH

Darwin-X

Measured benchmark · parity gated

Hybrid SSD/attention inference with prefix-state reuse, parity-gated benchmarks, a cryptographic neuron catalog, and surgical weight editing with hash-verified rollback.

2026-06

ARCHIVED

Nitro-MoE

Routing failure · archived research

Expert-caching for mixture-of-experts inference: keeping the active expert set resident so a large model runs on one consumer GPU. Stopped in June 2026.

2026-07

INSTRUMENTED

An educational research cockpit for understanding market data, uncertainty and financial decisions. Fourteen mathematical modules report their actual coverage per analysis; six expert roles add structured views. Marco reviews any action.

◆Status system

Five states, and what each one means.

PROVEN: Measured, and it held up when the same test was run again.
INSTRUMENTED: The measuring apparatus exists; the numbers are not reproduced by anyone else yet.
PENDING: Queued or running. No result is claimed.
FAILED: The result was negative, and it is published as such.
RESTARTED: Abandoned once, then taken up again from a different angle.

Research.

Darwin-X

Nitro-MoE

SuperEzio

Five states, and what each one means.