feat: confluence benchmark, pattern extractor, agent KB, UX spec

- extract-patterns.js: mines layered arch, ArgoCD appsets, cloud regions,
  CIDR allocations, naming conventions, sync waves, tech stack from code
- agent-kb.js: token-efficient JSON rendering of same doc tree
- eval-confluence-ref-questions.json: 32 reference-only benchmark questions
- wiggum-v2.sh: Ralph Wiggum loop targeting confluence baseline (77.8%)
- docs/human-ux-spec.md: BMad UX designer spec for human doc structure
- Eval results: V2 at 28.7% vs confluence 77.8% baseline
- Hub/spoke ownership now correctly extracted (95% on that question)
- Naming conventions, regions, CIDRs surfaced in system-architecture.md

wiggum.sh

@@ -0,0 +1,63 @@
+#!/bin/bash
+# Dev Intel V3 — Ralph Wiggum Loop
+# Run pipeline → eval → check threshold → iterate
+# Named after the well-known agentic pattern: loop until objective criteria met.
+
+set -euo pipefail
+
+MAX_ITERATIONS=${1:-3}
+THRESHOLD=${2:-90}
+REPO_ROOT="${3:-/home/node/.openclaw/workspace/agents/max/foxtrot/}"
+OUT_DIR="./foxtrot-docs-v3"
+SCRIPT_DIR="$(cd "$(dirname "$0")" && pwd)"
+
+export PATH="/home/node/.local/bin:$PATH"
+
+echo "🔁 Ralph Wiggum Loop — max $MAX_ITERATIONS iterations, target $THRESHOLD%"
+echo ""
+
+for i in $(seq 1 $MAX_ITERATIONS); do
+  echo "=== Iteration $i/$MAX_ITERATIONS ==="
+
+  # 1. Generate
+  echo "📝 Running V3 pipeline..."
+  node "$SCRIPT_DIR/pipeline-v3.js" "$REPO_ROOT" "$OUT_DIR" 2>&1 | tail -10
+
+  # 2. Evaluate
+  echo "📊 Running promptfoo eval..."
+  EVAL_OUT="$SCRIPT_DIR/eval-wiggum-$i.json"
+  npx --yes promptfoo@latest eval \
+    -c "$SCRIPT_DIR/promptfoo.yaml" \
+    -o "$EVAL_OUT" \
+    --no-progress-bar 2>&1 | tail -5
+
+  # 3. Check score
+  if [ -f "$EVAL_OUT" ]; then
+    SCORE=$(node -e "
+      const r = require('$EVAL_OUT');
+      const results = r.results || r;
+      if (results.stats) {
+        const s = results.stats;
+        const pct = Math.round((s.successes / (s.successes + s.failures)) * 100);
+        console.log(pct);
+      } else {
+        console.log(0);
+      }
+    " 2>/dev/null || echo "0")
+  else
+    SCORE=0
+  fi
+
+  echo "Score: ${SCORE}% (target: ${THRESHOLD}%)"
+
+  if [ "$SCORE" -ge "$THRESHOLD" ]; then
+    echo "✅ Target met! Exiting."
+    exit 0
+  fi
+
+  echo "❌ Below threshold. Iterating..."
+  echo ""
+done
+
+echo "⚠️  Max iterations reached without hitting ${THRESHOLD}%."
+exit 1