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cs249r_book/interviews/vault-cli/scripts
Vijay Janapa Reddi d8a55f3334 feat(chains): tighten progression rules + allow up to 2-chain membership
Gemini prompt + structural validator now enforce:
  - Consecutive Bloom delta MUST be 1 or 2 (rejects Δ=0 same-level pairs
    and Δ≥3 huge jumps; backward steps already impossible)
  - Strict +1 preferred; +2 accepted only when no +1 candidate exists
  - A question can appear in up to 2 chains, but only if it's L1 or L2
    (foundational anchor pattern); 3+ chain memberships are rejected as
    over-stuffing

Empirical alignment: 70% of legacy chains were strict +1, 19% had +2
jumps, 8% had +3 jumps that we now reject as too-large pedagogical
moves. The new rules tighten quality while keeping the bulk of
defensible existing structure expressible.
2026-04-30 08:58:38 -04:00
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