Experiments

Every experiment carries a registered hypothesis with an explicit falsification criterion (seven-field scientific block), a benchmark implementation, raw results, and an analysis. Negative results are kept.

expA_weight_concentration

Weight contribution concentration: can a subset of weight blocks reproduce most of each layer's output?

completed 1 result run

expB_token_stability

Stability of important weight blocks across consecutive tokens (Jaccard, transitions, working-set lifetime)

completed 1 result run

expC_semantic_locality

Cross-prompt semantic locality: do same-domain prompts reuse the same weight regions?

scaffolded

expD_progressive_reconstruction

Progressive weight reconstruction: convergence of hidden-state/logit/decision error vs residual depth

completed 2 result runs

expE_partial_gemm

Partial matrix multiplication: quality vs blocks evaluated, incl. a Metal kernel bandwidth check

scaffolded

expF_error_accumulation

Error accumulation: which layers tolerate, amplify, or recover from controlled approximation

completed 2 result runs

expG_decision_stability

Decision stability: how many token decisions are stable before full precision is available

completed 3 result runs

expH_ssd_feasibility

SSD feasibility on macOS/APFS: measured random/sequential reads, F_NOCACHE, concurrent Metal compute

completed 2 result runs

candidate_01

Margin-gated deferred-refinement runtime: 4-bit resident base + windowed q8 verification sweeps with rollback

completed 6 result runs