Continual Learning — Nucleus AI workspace

Umbrella repo for Nucleus AI's continual-learning v0 product and its research POCs.

Product (v0)

• product/ — the v0 product workspace: vision, architecture, org model, the frozen contract registry (product/contracts/), and the service nodes (product/services/). Cold-start read order is in product/README.md; the founders' working canvas is product/HANDOFF.md.

start.md is the founder's original v0 vision memo (2026-07-08) that seeded product/.

POCs (research feeders — reference, not source; see decision D7)

• poc/live_stream_stability/ — VLM continual-learning on a 35-day IRL livestream (submodule).
• poc/recursive_finetuning_stability/ — recursive self-SFT: a coding researcher fine-tuned on its own grounded autoresearch execution traces, looped V0→V_N (weights vs. context) (submodule).
• poc/live_video_chat/ — phone web app for live-video Q&A against self-hosted Qwen3-VL-32B (plain directory tracked here; becomes a submodule when it gets its own remote).

Submodules: clone with --recurse-submodules.

Branches

• main — integrated, tested work only. Service work happens on branches off main, merged once coded + tested at a decent revision (D12).
• dev — the beta playground, forked from main and handed to testers; may carry beta-only conveniences, never contract changes.