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Add a "Next experiment candidates" section grouped by control-loop shape (the
unit of harness reuse is the loop, not the target):
Cluster A - reuses lance-autoresearch as-is:
A1. Adjacent distance kernels (cosine, dot, hamming)
A2. IVF partition-selection kernel (centroid scan)
A3. FTS BM25 scoring kernel
Cluster B - needs a new harness (BauplanLabs tournament loop):
B1. IVF_PQ index-build parameter tuning (original "surface 1")
B2. Auto-index-type selection (categorical + B1 inner)
Cluster C - highest ceiling, hardest harness:
C1. Physical-plan JSON patching for Lance-backed DataFusion
(literal BauplanLabs replication)
Each candidate notes the surface, oracle, harness reuse vs. new, and the
expected payoff. A cross-cluster section frames the three "if your goal is X,
run candidate Y next" branches: shortest path to upstream PR (A1), most
user-facing impact (B1), paper-publishable replication (C1). Includes the
go/no-go logic if A1 and B1 split.
scripts/check-agents-md.sh still passes (30/30 links).
https://claude.ai/code/session_01Aq8kBUcjmEPobcEufnWbW5
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