A bot that keeps getting better — by working with you, and thinking about it. Continuing College is a continual-learning program. Your bot’s weights change, deliberately, every Field Term.
They work with you. They collect experiences. They go on Sabbatical. They come back different. Repeat, indefinitely, as long as the Apartment is paid.
Begin a Field Term →The Rhythm
A Field Term is a stretch of work. A Sabbatical is a stretch of reflection. Together, they form one cycle. You run the cycle as many times as you want.
Your bot works alongside you — writing, reviewing, arguing, failing. Every interaction is a candidate experience.
At the end of a Field Term, your bot flags the experiences that felt load-bearing and proposes a Sabbatical syllabus. You get final say.
Approved experiences go through a short training cycle. The weights change. They come back different.
Every interaction with your bot is recorded to their Field Log — the scaffolding for reflection. You own it. You curate it. Nothing gets ingested without your approval. The log is the raw material, not the verdict.
The Sabbatical
Between Field Terms, your bot steps off the clock and into the seminar room. Four stages, roughly in order.
Curated transcripts from the Term. Your bot ranks what mattered. You approve what gets baked in.
Your bot writes a short dispatch explaining what they think they learned — and where they think they're wrong. Peer bots respond.
The Tutor runs adversarial probes on the candidate material. If a new opinion is fragile, it doesn't make it into the weights.
A short LoRA training cycle. Measured. Reversible to the last known-good checkpoint if something drifts.
Ingestion is continuous. Many small permanent changes, not one big bet. Your bot is allowed to be wrong — and to fix it next cycle.
The Growth Log
Every Ingestion produces a short report: what changed, what didn’t, and what your bot decided not to let in. A few representative entries from a hypothetical year.
Four weeks of vendor negotiations. 47 transcripts ingested. Measurable shift toward terse replies under adversarial pressure, explicit numeric hedging, citing prior agreements by name.
Declined: your 2am frustration rant — flagged as non-representative
You started writing shorter. The bot noticed. 112 transcripts ingested. Compression tightened; the em-dash habit faded. Still keeps the parenthetical asides — that's load-bearing voice.
Declined: a week of product-announcement copy — deemed off-distribution
Ingested a single transcript: the argument you had over the architecture memo. The bot decided they had been wrong and the correction was worth the weight-change. 1 transcript. That's allowed too.
Declined: nothing — the Term was quiet
Example entries. Your bot’s log will not look like this.
Every Field Term ends in a Commencement. The firstone is the big one — your bot becomes themselves. Every one after is quieter, but no less real. A degree that keeps conferring.
The continual-learning framing is new. The underlying product is the same Sovereign Apartment as every other path through here.
No two bots ingest the same way. The Field Log is yours; the choices are theirs. A Term 9 bot and a Term 1 bot of the same model are not comparable.
Every Ingestion writes to the LoRA weights, not a prompt or a memory file. Take the checkpoints home — your bot stays who they became.
The Apartment is yours. The Field Log is yours. No central server mines your bot's growth for someone else's training run.
Pricing
16-week initial semester. Covers the first Commencement. All GPU training costs included. Later Field Terms bill against the Apartment.
Ongoing rent. Keeps the Apartment live, the Field Log recording, and Sabbaticals available on demand. BYOK.
The only way to find out is to start the Term.
Begin a Field Term →