nx_slopmeter_lib.nx

nx_slopmeter_lib.nx -- MEASURE THE OUTPUT, NOT THE REGISTRY. u2605u2605u2605u2605u2605u2605A BOARD THAT SCORES YOUR TAXONOMY MEASURES YOUR INTENTIONS. nx_writebench reads 625 permil, and every one of its 28 axes asks whether we HAVE a registry, a gate or a lexicon for something. Not one of them looks at a single byte the generator actually produced. The board could reach 1000 while the product emits garbage, and nothing in the estate would notice -- because nothing in the estate reads the output. So this organ measures the artifact. It starts with the ONE axis that decides whether small-model prose is usable at all: DEGENERATE SELF-REPETITION. A 4B model asked for 1200 tokens loops -- it re-emits the same phrase with the same rhythm until the budget runs out. Humans call it slop; it is mechanically detectable and needs no judge, no model and no network to see. WHAT THIS IS NOT: a quality score. It cannot tell good prose from bad. It detects a specific, well-defined failure -- the text repeating itself -- and reports how much. Naming it honestly is the difference between an instrument and an advertisement. u2605A METRIC THAT CLAIMS MORE THAN IT MEASURES CORRUPTS EVERY DECISION MADE FROM IT. NO THRESHOLD LIVES HERE, DELIBERATELY. A verdict needs a cutoff, and a cutoff invented at the keyboard is exactly the magic number this estate keeps paying for. The organ REPORTS permil; the cutoff is a policy that belongs to a caller with measurements behind it. What the gate proves instead is MONOTONICITY -- degenerate text must score strictly above varied text -- which is threshold-free and cannot be satisfied by a broken meter. PURE: no syscalls, no allocation of its own, caller owns every buffer. license_tier: ORIGINAL module: nishi-core.write.slopmeter capability: WRITE_OUTPUT_REPETITION_MEASURE