This artifact does not include source code, tokenizer files, architecture config, training scripts, or training data.
Why 68M?
This release tests a simple claim:
For controlled symbolic topology extraction, a small custom controller can be enough.
More parameters are not automatically better if the task is a narrow control problem. HuCore-68M is deliberately small so the extraction behavior can be inspected, stress-tested, and improved without hiding everything inside a large general model.
Intended Use
Use this artifact for research on:
compact symbolic controllers;
slot/skeleton extraction;
boundary-first model behavior;
deterministic evaluator pipelines;
small-model stress testing.
Not For
HuCore-68M is not intended as:
a general chat assistant;
a full GSM8K solver;
a bilingual math model;
a commercial guardrail;
a drop-in Transformers model.
License
All files in this public artifact are released under CC-BY-NC-4.0.
Commercial use, hosted service integration, proprietary product integration, or model distillation for commercial deployment requires separate permission from the author.
