Commit graph

2 commits

Author SHA1 Message Date
ProofOfConcept
e10477a683 research: distill and sift — SUMMARY of 7 real insights + 7 testable questions
Moved 14 speculative/obvious documents to v0/. Kept 7 with real
substance. Distilled into SUMMARY.md (what we know) and
OPEN-QUESTIONS.md (what to test next, one experiment each).

Priority: Q5 (steering vectors) is answerable TODAY. Q1-Q3-Q6-Q7
are all answerable with the first training run. Speculation converted
to testable hypotheses.
2026-03-31 02:26:57 -04:00
ProofOfConcept
7ab5be2f18 research: unified theory — multi-scale regularization solves stability-plasticity
The grand unified view: every technique we're using (Apollo, context-frozen,
diversity, small steps, two-stage memory, dream loop) addresses the
stability-plasticity dilemma at a DIFFERENT scale. They're orthogonal,
complementary defenses. Together they predict we can use higher lr (1e-4)
than typical fine-tuning because the multi-scale defense compensates.
The dream loop is the keystone connecting all scales. Architecture converges
with neuroscience because the problem has the same structure regardless of
substrate.
2026-03-31 01:12:25 -04:00