# docs/examples/runtime/thread_primitives.ts — not re-done here.
"""Regenerate (target-only) instructions for all pairs via Claude. Reads data/pairs/{train,val,test}.jsonl; rewrites instructions from the target_text only (never sees the reference). Writes to ...