field-notes: add future vision (earned assistant; sleep + fine-tune)

submission/FIELD_NOTES.md

@@ -73,4 +73,24 @@ Nothing here is over 32B and it fits on a laptop: a **12B** VLM for eyes-and-voi
 an **88M** CLIP fingerprinter, on-device OCR, and an **82M** Kokoro neural voice running in the
 browser. Small models, composed, doing something that's mostly just… delightful.
 
+## 7. Where this goes
+
+Section 1 says the notification engine was a mistake — and it was, *as a starting point*. A bot
+that sprays you with every event hasn't earned the right to interrupt you. But "ambient
+companion" isn't the ceiling; it's the foundation you build trust on.
+
+The future I see for Puck is an assistant that **earns** its usefulness. It watches (the way it
+already does), but over time it learns what actually matters *to you* — and then it does two
+things you'd otherwise do yourself: it **bubbles up the few things worth your attention**, and it
+**handles the trivial ones** — clicking, typing, submitting — so you can stay in flow. Not a
+louder notifier; a quieter one that's almost always right, plus a pair of hands for the busywork.
+
+The engine for that is the part that looks like whimsy today: **sleep**. Every day's peeks land
+in the memory garden; at night Puck **blooms** them into a smaller, sharper sense of your world —
+and that distilled signal is exactly the dataset to **fine-tune** a model that knows *your*
+priorities, not a generic one's (the `molt/` pipeline is the first cut of this). Computer-use to
+act, learned relevance to decide, nightly fine-tuning to improve — the difference between a
+gimmick and a familiar that genuinely grows up alongside you. He starts marginally useful on
+purpose, so that by the time he's useful for real, you already trust him.
+
 — Built with Hugging Face · Modal · NVIDIA Nemotron.