PUBLICATIONS

Research notes with visible evidence boundaries.

Project publications summarize public artifacts, negative results and unresolved questions. They are not presented as peer-reviewed academic papers.

Research note

23 July 2026 · Not peer-reviewed · No DOI

From 100M to 600M German Tokens

What the public quantum-1.6-pilot record supports about continued pretraining—and why more reported training did not establish reliable generation.

DOCUMENTATION DIRECTORY

Every section keeps public evidence, configured targets and missing information visibly separate.

ARTIFACT INTEGRITY

Pinned revisions, GGUF checksums, reference commands and explicit gaps in the public run record.

PROVENANCE

Dataset sources, configured targets, smoke evidence, filtering and missing final manifests.

LIMITS FIRST

Known failure modes, unmeasured risks, excluded uses and secure artifact handling.

REUSE BOUNDARIES

A material-by-material record of what is licensed, governed elsewhere or still unresolved.

CURRENT STATE

Model-line maturity, the reviewed evidence snapshot, open artifacts and next documentation work.

ORIENTATION

Plain-language answers about base completion, GGUF, Echelon, privacy, evidence and licensing.