Files
dev-intel-v2/wiggum-v2.sh
Jarvis Prime 0265ec7a60 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
2026-03-10 14:20:35 +00:00

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#!/bin/bash
# Dev Intel V2 — Ralph Wiggum Loop (Confluence Benchmark)
# Run pipeline → eval → check threshold → iterate
set -euo pipefail
MAX_ITERATIONS=${1:-3}
THRESHOLD=${2:-77} # Target is Confluence baseline score (77.8%)
REPO_ROOT="${3:-/home/node/.openclaw/workspace/agents/max/foxtrot/}"
CONFLUENCE_DIR="${4:-/home/node/.openclaw/workspace/agents/max/foxtrot/docs/confluence}"
SNAPSHOT="./snapshots/foxtrot-clean.json"
OUT_DIR="./foxtrot-docs"
SCRIPT_DIR="$(cd "$(dirname "$0")" && pwd)"
QUESTIONS="$SCRIPT_DIR/eval-confluence-ref-questions.json"
export PATH="/home/node/.local/bin:$PATH"
echo "🔁 Ralph Wiggum Loop (V2) — max $MAX_ITERATIONS iterations, target $THRESHOLD%"
echo "Benchmark: Confluence Gold Standard ($QUESTIONS)"
echo ""
for i in $(seq 1 $MAX_ITERATIONS); do
echo "=== Iteration $i/$MAX_ITERATIONS ==="
# 1. Generate Docs
echo "📝 Running V2 pipeline..."
node "$SCRIPT_DIR/sysdoc.js" "$SNAPSHOT" "$REPO_ROOT" "$OUT_DIR" --prose 2>&1 | tail -n 15
# 2. Evaluate
echo "📊 Running agent file-browsing eval against Confluence questions..."
EVAL_OUT="$SCRIPT_DIR/eval-wiggum-v2-iter-$i.json"
# Run the eval (haiku for speed)
LLM_MODEL="claude-haiku-4.5" node "$SCRIPT_DIR/eval-agent.js" "$OUT_DIR" "$QUESTIONS" "$EVAL_OUT"
# 3. Check score
if [ -f "$EVAL_OUT" ]; then
SCORE=$(node -e "
const r = require('$EVAL_OUT');
console.log(Math.round(r.overallScore || 0));
" 2>/dev/null || echo "0")
else
SCORE=0
fi
echo ""
echo "🏁 Iteration $i Score: ${SCORE}% (Target: ${THRESHOLD}%)"
if [ "$SCORE" -ge "$THRESHOLD" ]; then
echo "✅ Target met or exceeded Confluence baseline! Exiting loop."
exit 0
fi
echo "❌ Below threshold. To iterate, we need a diagnosis and code fix step here."
# echo "🤖 Diagnosing failures and generating fix..."
# node "$SCRIPT_DIR/wiggum-fix.js" "$EVAL_OUT" "$SCRIPT_DIR/sysdoc.js"
# if [ $? -ne 0 ]; then
# echo "⚠️ Fix failed to apply. Breaking loop."
# break
# fi
# echo "✅ Fix applied! Proceeding to next iteration..."
# echo ""
break
done