# Calibration stage A, second pass (prereg §4 amendments, 2026-09-07): the first pass left only six
# families in band. Changes, each recorded in the prereg: founder budget 600 -> 1200 x 3 (uniform);
# roman / binary / prime prompt spaces enlarged; three new learnable candidates (wordlen,
# lettercount, sumeven); the specialist UPPER bound relaxed 0.90 -> 1.00 (the headroom argument it
# encoded concerns fusion composing to a ceiling, not transmission/assembly). Families whose
# specialist scored <= 0.20 in pass 1 (sortletters, caesar, progression) are not re-trained.
experiment: llm_society_v2_calib_a2
kind: llm_society_calib
stage: families
base_model: Qwen/Qwen2.5-0.5B-Instruct
seed: 1
families: [lists, strings, arith, roman, binary, setops, numtheory, mixedtoken, vectors, charfreq,
           digits, liststats, alphabet, prime, wordlen, lettercount, sumeven]
spec_hi: 1.0
n_test: 100
n_probe: 10
spec_train: 1200
spec_epochs: 3
lora: {r: 16, alpha: 32}
output: {dir: results/llm_society_v2_calib_a2}