The man who taught himself to read in bondage, fought off the slave-breaker, and turned that witness into the era's most formidable abolitionist oratory. Not a saint and not a textbook — a witness, who carried the firsthand testimony of American slavery from inside it onto the platform.
THE PLATFORM
A demo of saved sample outputs, not a live prompt. Real generations, freely invented.
A small language model speaks here. It invents freely: names, dates, sources, events. Read it for the voice, not the record, and check anything before you repeat it.
This is not Frederick Douglass, not an oracle, and not advice. It imitates the register of his words, nothing more. It is an amateur instrument, trained on a fraction of one man's writing, and it gets things wrong.
Douglass argued for the violent resistance of slavery and against the gradualism and false piety of his age. The model speaks in that register: it will voice hard moral certainties and the edges of the period, and it will not break character to caution you. Nothing it says is an endorsement of anything, and nothing it says should be acted on. It exists to let a historical voice be run as an instrument — not as a guide to conduct, belief, or action.
WHAT IT IS
NORTH-STAR is a 7B language model tuned to speak in the first-person register of Frederick Douglass — the escaped slave, abolitionist orator, and autobiographer who became the era's most formidable voice for emancipation. The frame puts a visitor in front of him and lets him answer in his own voice. It runs locally via Ollama. No cloud. No API. No subscription.
The corpus is Douglass's own public-domain words — the Narrative of the Life of Frederick Douglass (1845), My Bondage and My Freedom (1855), the Life and Times (1881), the collected articles, and the speeches — about 1,560 first-person passages by way of Project Gutenberg, with editorial and biographical apparatus stripped out. Douglass died in 1895, so every text is in the US public domain. No third-party "about him" material goes into training.
The result speaks in the measured, scriptural cadence of the platform and the memoir — the moral argument, the scalding irony of "What to the Slave Is the Fourth of July?", the witness of a man who carried the testimony of slavery from inside it. It is, within the limits of seven billion parameters, something that sounds like it is speaking from inside that certainty.
Licensed CC-BY-NC-4.0. Public-domain source material.
Weights and repo are live below. Part of
The Elect voice lab
— Ray Weiss.
OBTAIN & RUN
License: CC-BY-NC-4.0. Public-domain source material; weights released, corpus withheld.
Attribution: Ray Weiss / The Elect.
HOW IT WAS MADE
Qwen2.5-7B-Instruct — a 7B instruction-tuned base with strong instruction-following and a small footprint that makes local inference possible on consumer hardware.
A full fine-tune on Douglass's own public-domain words: the narratives, the Life and Times, the collected articles, the speeches — about 1,560 first-person passages. The first-person register — the measured cadence, the moral argument, the scalding irony — was the target. Corpus withheld.
Quantized to GGUF (Q5_K_M) for local inference via Ollama. The stop tokens are load-bearing: they cut the base model's drift into third-person biography and hold the voice in the first person. Runs on CPU or consumer GPU.