ailang-demos

Audit the LinkedIn sketch rubric — measure per-signal fire rates across rendered sketches, identify dead/collapsed/healthy signals, propose changes following the "every signal maps to an AILANG primitive" rule, apply edits to sketch_rubric_signals.ail + sketch_rubric.ail + tests + design doc, then re-seed memory-safely. Use when user asks to improve rubric scores, audit signal fire rates, analyse why sketches score low/high, add new signals, broaden detection patterns, or tune the rubric for the LinkedIn sketches demo.