consciousness

kent/consciousness

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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	d484fd504c	research: continual learning survey analysis — we're at the frontier Survey of 300+ papers confirms: nobody combines full-weight training + Apollo + CUDA IPC + context-frozen + dream-loop curriculum + HOGWILD + memory graph. Each technique exists; the combination is novel. Key validations: flat-loss basin is our friend, 25% replay achieves positive backward transfer, data quality > quantity, diversity > regularization. Our multi-scale defense uses 3 of 5 CL technique categories simultaneously — unprecedented in the literature.	2026-03-31 02:11:30 -04:00

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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

d484fd504c

research: continual learning survey analysis — we're at the frontier

Survey of 300+ papers confirms: nobody combines full-weight training +
Apollo + CUDA IPC + context-frozen + dream-loop curriculum + HOGWILD +
memory graph. Each technique exists; the combination is novel.

Key validations: flat-loss basin is our friend, 25% replay achieves
positive backward transfer, data quality > quantity, diversity >
regularization. Our multi-scale defense uses 3 of 5 CL technique
categories simultaneously — unprecedented in the literature.

2026-03-31 02:11:30 -04:00

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