diff --git a/auto/bench.sh b/auto/bench.sh
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+#!/usr/bin/env bash
+# Auto-research benchmark script for Liquid
+# Runs: unit tests → liquid-spec → performance benchmark
+# Outputs machine-readable metrics on success
+# Exit code 0 = all good, non-zero = broken
+set -euo pipefail
+
+cd "$(dirname "$0")/.."
+
+# ── Step 1: Unit tests (fast gate) ──────────────────────────────────
+echo "=== Unit Tests ==="
+if ! bundle exec rake base_test 2>&1; then
+  echo "FATAL: unit tests failed"
+  exit 1
+fi
+
+# ── Step 2: liquid-spec (correctness gate) ──────────────────────────
+echo ""
+echo "=== Liquid Spec ==="
+SPEC_OUTPUT=$(bundle exec liquid-spec run spec/ruby_liquid.rb 2>&1 || true)
+echo "$SPEC_OUTPUT" | tail -3
+
+# Extract failure count from "Total: N passed, N failed, N errors" line
+# Allow known pre-existing failures (≤2)
+TOTAL_LINE=$(echo "$SPEC_OUTPUT" | grep "^Total:" || echo "Total: 0 passed, 0 failed, 0 errors")
+FAILURES=$(echo "$TOTAL_LINE" | sed -n 's/.*\([0-9][0-9]*\) failed.*/\1/p')
+ERRORS=$(echo "$TOTAL_LINE" | sed -n 's/.*\([0-9][0-9]*\) error.*/\1/p')
+FAILURES=${FAILURES:-0}
+ERRORS=${ERRORS:-0}
+TOTAL_BAD=$((FAILURES + ERRORS))
+
+if [ "$TOTAL_BAD" -gt 2 ]; then
+  echo "FATAL: liquid-spec has $FAILURES failures and $ERRORS errors (threshold: 2)"
+  exit 1
+fi
+
+# ── Step 3: Performance benchmark ──────────────────────────────────
+echo ""
+echo "=== Performance Benchmark ==="
+bundle exec ruby performance/bench_quick.rb 2>&1