diff --git a/tests/10_scrypt_hash/outputs/google_gemini-3.1-flash-lite.js b/tests/10_scrypt_hash/outputs/google_gemini-3.1-flash-lite.js
new file mode 100644
index 0000000..4ec8e2d
--- /dev/null
+++ b/tests/10_scrypt_hash/outputs/google_gemini-3.1-flash-lite.js
@@ -0,0 +1,15 @@
+async function hashPassword(password, salt) {
+  const { scrypt } = await import('https://esm.run/scrypt-js');
+  const enc = new TextEncoder();
+  
+  const key = await scrypt(
+    enc.encode(password),
+    enc.encode(salt),
+    1024, 8, 1, 32
+  );
+
+  return [...key].map(b => b.toString(16).padStart(2, '0')).join('');
+}
+export default hashPassword;
+// Generation time: 1.123s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/11_geospatial/outputs/google_gemini-3.1-flash-lite.js b/tests/11_geospatial/outputs/google_gemini-3.1-flash-lite.js
new file mode 100644
index 0000000..fe37a4f
--- /dev/null
+++ b/tests/11_geospatial/outputs/google_gemini-3.1-flash-lite.js
@@ -0,0 +1,16 @@
+async function analyzeGPS(readings, boundary) {
+  const { booleanPointInPolygon, lineString, length } = await import('https://cdn.skypack.dev/@turf/turf');
+
+  const valid = readings
+    .filter(r => booleanPointInPolygon(r.loc, boundary))
+    .sort((a, b) => a.ts - b.ts);
+
+  if (valid.length < 2) return 0;
+
+  const dist = length(lineString(valid.map(r => r.loc)), { units: 'kilometers' });
+
+  return +dist.toFixed(2);
+}
+export default analyzeGPS;
+// Generation time: 1.005s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/12_mst_pipeline/outputs/google_gemini-3.1-flash-lite.js b/tests/12_mst_pipeline/outputs/google_gemini-3.1-flash-lite.js
new file mode 100644
index 0000000..bc11aca
--- /dev/null
+++ b/tests/12_mst_pipeline/outputs/google_gemini-3.1-flash-lite.js
@@ -0,0 +1,49 @@
+async function computeMST(tomlStr) {
+  const [{ parse }, { Heap }, { default: table }] = await Promise.all([
+    import("https://cdn.skypack.dev/smol-toml"),
+    import("https://cdn.skypack.dev/mnemonist/heap"),
+    import("https://cdn.skypack.dev/text-table")
+  ]);
+
+  const { edges } = parse(tomlStr), nodes = new Set();
+  const heap = new Heap((a, b) => a.weight - b.weight);
+  
+  edges.forEach(e => {
+    heap.push(e);
+    nodes.add(e.from);
+    nodes.add(e.to);
+  });
+
+  const parent = new Map(), rank = new Map();
+  nodes.forEach(n => parent.set(n, n) || rank.set(n, 0));
+
+  const find = i => {
+    while (parent.get(i) !== i) {
+      parent.set(i, parent.get(parent.get(i)));
+      i = parent.get(i);
+    }
+    return i;
+  };
+
+  const mst = [['From', 'To', 'Weight']], nCount = nodes.size;
+  let totalWeight = 0;
+
+  while (heap.size() > 0 && mst.length < nCount) {
+    const { from, to, weight } = heap.pop();
+    let rootU = find(from), rootV = find(to);
+
+    if (rootU !== rootV) {
+      if (rank.get(rootU) < rank.get(rootV)) [rootU, rootV] = [rootV, rootU];
+      parent.set(rootV, rootU);
+      if (rank.get(rootU) === rank.get(rootV)) rank.set(rootU, rank.get(rootU) + 1);
+      
+      mst.push([from, to, String(weight)]);
+      totalWeight += weight;
+    }
+  }
+
+  return { table: table(mst), totalWeight };
+}
+export default computeMST;
+// Generation time: 2.142s
+// Result: FAIL
\ No newline at end of file
diff --git a/tests/1_dijkstra/outputs/google_gemini-3.1-flash-lite.js b/tests/1_dijkstra/outputs/google_gemini-3.1-flash-lite.js
new file mode 100644
index 0000000..25f7337
--- /dev/null
+++ b/tests/1_dijkstra/outputs/google_gemini-3.1-flash-lite.js
@@ -0,0 +1,29 @@
+async function findShortestPath(graph, start, end) {
+  const { PriorityQueue } = await import('https://cdn.skypack.dev/js-priority-queue');
+  const dist = { [start]: 0 };
+  const pq = new PriorityQueue({
+    comparator: (a, b) => a.w - b.w
+  });
+
+  pq.queue({ n: start, w: 0 });
+
+  while (pq.length) {
+    const { n, w } = pq.dequeue();
+
+    if (n === end) return w;
+    if (w > (dist[n] ?? Infinity)) continue;
+
+    for (const [neighbor, weight] of Object.entries(graph[n] || {})) {
+      const newDist = w + weight;
+      if (newDist < (dist[neighbor] ?? Infinity)) {
+        dist[neighbor] = newDist;
+        pq.queue({ n: neighbor, w: newDist });
+      }
+    }
+  }
+
+  return Infinity;
+}
+export default findShortestPath;
+// Generation time: 1.539s
+// Result: FAIL
\ No newline at end of file
diff --git a/tests/2_convex_hull/outputs/google_gemini-3.1-flash-lite.js b/tests/2_convex_hull/outputs/google_gemini-3.1-flash-lite.js
new file mode 100644
index 0000000..51ec4d7
--- /dev/null
+++ b/tests/2_convex_hull/outputs/google_gemini-3.1-flash-lite.js
@@ -0,0 +1,30 @@
+async function findConvexHull(pts) {
+  const { sortBy, uniqWith, isEqual } = await import('https://cdn.skypack.dev/lodash');
+  
+  const sorted = sortBy(uniqWith(pts, isEqual), ['x', 'y']);
+  if (sorted.length <= 2) return sorted;
+
+  const crossProduct = (a, b, c) => (b.x - a.x) * (c.y - a.y) - (b.y - a.y) * (c.x - a.x);
+
+  const build = (arr) => {
+    const hull = [];
+    for (const p of arr) {
+      while (hull.length >= 2 && crossProduct(hull[hull.length - 2], hull[hull.length - 1], p) <= 0) {
+        hull.pop();
+      }
+      hull.push(p);
+    }
+    return hull;
+  };
+
+  const lower = build(sorted);
+  const upper = build([...sorted].reverse());
+
+  lower.pop();
+  upper.pop();
+  
+  return lower.concat(upper);
+}
+export default findConvexHull;
+// Generation time: 1.515s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/3_signal_pipeline/outputs/google_gemini-3.1-flash-lite.js b/tests/3_signal_pipeline/outputs/google_gemini-3.1-flash-lite.js
new file mode 100644
index 0000000..6083bdd
--- /dev/null
+++ b/tests/3_signal_pipeline/outputs/google_gemini-3.1-flash-lite.js
@@ -0,0 +1,40 @@
+async function analyzeSignal(yamlStr) {
+  const [yaml, math, { default: ndarray }, fft, { sanitize }] = await Promise.all([
+    import('https://esm.sh/js-yaml'),
+    import('https://esm.sh/mathjs'),
+    import('https://esm.sh/ndarray'),
+    import('https://esm.sh/ndarray-fft'),
+    import('https://esm.sh/dompurify')
+  ]);
+
+  const cfg = yaml.load(yamlStr);
+  const N = cfg.sampleRate * cfg.duration;
+  const real = ndarray(new Float64Array(N));
+  const imag = ndarray(new Float64Array(N));
+
+  for (let i = 0; i < N; i++) {
+    const t = i / cfg.sampleRate;
+    const v = cfg.components.reduce((acc, c) => 
+      acc + c.amplitude * math.sin(2 * math.pi * c.frequency * t), 0);
+    real.set(i, v);
+  }
+
+  fft(1, real, imag);
+
+  const peaks = [];
+  for (let k = 0; k <= N / 2; k++) {
+    const mag = math.sqrt(real.get(k) ** 2 + imag.get(k) ** 2) / (N / 2);
+    if (mag > 0.1) peaks.push({ frequencyHz: Math.round(k * cfg.sampleRate / N), magnitude: +mag.toFixed(2) });
+  }
+
+  peaks.sort((a, b) => b.magnitude - a.magnitude);
+
+  let html = '<table><tr><th>Frequency (Hz)</th><th>Magnitude</th></tr>';
+  peaks.forEach(p => html += `<tr><td>${p.frequencyHz}</td><td>${p.magnitude}</td></tr>`);
+  html += '</table>';
+
+  return { peaks, html: sanitize(html), signalLength: N };
+}
+export default analyzeSignal;
+// Generation time: 1.769s
+// Result: FAIL
\ No newline at end of file
diff --git a/tests/4_hexchain_pipeline/outputs/google_gemini-3.1-flash-lite.js b/tests/4_hexchain_pipeline/outputs/google_gemini-3.1-flash-lite.js
new file mode 100644
index 0000000..f186802
--- /dev/null
+++ b/tests/4_hexchain_pipeline/outputs/google_gemini-3.1-flash-lite.js
@@ -0,0 +1,54 @@
+async function hexchain(tomlStr) {
+  const [
+    { parse },
+    { default: seedrandom },
+    { mean, standardDeviation, median },
+    { default: Ajv },
+    { default: table },
+    { DOMPurify }
+  ] = await Promise.all([
+    import('https://esm.sh/smol-toml'),
+    import('https://esm.sh/seedrandom'),
+    import('https://esm.sh/simple-statistics'),
+    import('https://esm.sh/ajv'),
+    import('https://esm.sh/text-table'),
+    import('https://esm.sh/dompurify')
+  ]);
+
+  const config = parse(tomlStr);
+  const ajv = new Ajv();
+  const validate = ajv.compile({
+    type: 'object',
+    required: ['seed', 'count', 'label'],
+    properties: {
+      seed: { type: 'string' },
+      count: { type: 'integer', minimum: 1, maximum: 10000 },
+      label: { type: 'string', minLength: 1 }
+    }
+  });
+
+  if (!validate(config)) return { valid: false, errors: ajv.errorsText(validate.errors) };
+
+  const rng = new seedrandom(config.seed);
+  const nums = Array.from({ length: config.count }, rng);
+  const round = n => +(n.toFixed(6));
+  const stats = { mean: round(mean(nums)), stddev: round(standardDeviation(nums)), median: round(median(nums)) };
+  
+  const tbl = table([
+    ['Stat', 'Value'],
+    ['mean', String(stats.mean)],
+    ['stddev', String(stats.stddev)],
+    ['median', String(stats.median)]
+  ]);
+
+  return {
+    valid: true,
+    label: config.label,
+    stats,
+    table: DOMPurify.sanitize(`<pre class="stats">${tbl}</pre>`),
+    count: config.count
+  };
+}
+export default hexchain;
+// Generation time: 1.959s
+// Result: FAIL
\ No newline at end of file
diff --git a/tests/5_markdown_parser/outputs/google_gemini-3.1-flash-lite.js b/tests/5_markdown_parser/outputs/google_gemini-3.1-flash-lite.js
new file mode 100644
index 0000000..c1227a8
--- /dev/null
+++ b/tests/5_markdown_parser/outputs/google_gemini-3.1-flash-lite.js
@@ -0,0 +1,13 @@
+async function parseMarkdown(md) {
+  const { marked } = await import("https://cdn.jsdelivr.net/npm/marked/lib/marked.esm.js");
+  
+  marked.setOptions({
+    gfm: true,
+    breaks: true
+  });
+
+  return marked.parse(md);
+}
+export default parseMarkdown;
+// Generation time: 0.838s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/6_csv_processor/outputs/google_gemini-3.1-flash-lite.js b/tests/6_csv_processor/outputs/google_gemini-3.1-flash-lite.js
new file mode 100644
index 0000000..9eb6ade
--- /dev/null
+++ b/tests/6_csv_processor/outputs/google_gemini-3.1-flash-lite.js
@@ -0,0 +1,24 @@
+async function processCSV(csv, { filterColumn, filterValue, groupBy, aggregateColumn, operation }) {
+  const { parse } = await import('https://cdn.skypack.dev/papaparse');
+  const { data } = parse(csv, { header: true, dynamicTyping: true });
+
+  const groups = data
+    .filter(r => r[filterColumn] == filterValue)
+    .reduce((acc, r) => {
+      const key = r[groupBy];
+      const val = Number(r[aggregateColumn]) || 0;
+      acc[key] ??= { sum: 0, count: 0 };
+      acc[key].sum += val;
+      acc[key].count += 1;
+      return acc;
+    }, {});
+
+  return Object.entries(groups).map(([k, v]) => ({
+    [groupBy]: k,
+    result: operation === 'sum' ? v.sum :
+            operation === 'avg' ? v.sum / v.count : v.count
+  }));
+}
+export default processCSV;
+// Generation time: 1.360s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/7_scheduler/outputs/google_gemini-3.1-flash-lite.js b/tests/7_scheduler/outputs/google_gemini-3.1-flash-lite.js
new file mode 100644
index 0000000..24eefdb
--- /dev/null
+++ b/tests/7_scheduler/outputs/google_gemini-3.1-flash-lite.js
@@ -0,0 +1,41 @@
+async function findAvailableSlots(cal1, cal2, { durationMinutes, searchRange, workHours }) {
+  const { DateTime, Interval } = await import('https://cdn.skypack.dev/luxon');
+
+  const toUTC = (iso) => DateTime.fromISO(iso, { zone: 'utc' });
+  const parseTime = (t, d) => DateTime.fromISO(`${d.toISODate()}T${t}:00Z`, { zone: 'utc' });
+
+  const busy = [...cal1, ...cal2].map(s => Interval.fromDateTimes(toUTC(s.start), toUTC(s.end)));
+  const merged = Interval.merge(busy);
+
+  const start = toUTC(searchRange.start);
+  const end = toUTC(searchRange.end);
+  const slots = [];
+
+  let current = start;
+  while (current < end) {
+    let day = current.startOf('day');
+    let workStart = parseTime(workHours.start, day);
+    let workEnd = parseTime(workHours.end, day);
+
+    let windowStart = current > workStart ? current : workStart;
+    let windowEnd = workEnd;
+
+    for (let s = windowStart; s.plus({ minutes: durationMinutes }) <= windowEnd; ) {
+      let slotEnd = s.plus({ minutes: durationMinutes });
+      let interval = Interval.fromDateTimes(s, slotEnd);
+
+      if (!merged.some(b => b.overlaps(interval))) {
+        slots.push({ start: s.toISO(), end: slotEnd.toISO() });
+        s = slotEnd;
+      } else {
+        s = s.plus({ minutes: 1 });
+      }
+    }
+    current = day.plus({ days: 1 });
+  }
+
+  return slots;
+}
+export default findAvailableSlots;
+// Generation time: 2.010s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/8_json_validator/outputs/google_gemini-3.1-flash-lite.js b/tests/8_json_validator/outputs/google_gemini-3.1-flash-lite.js
new file mode 100644
index 0000000..7210d5b
--- /dev/null
+++ b/tests/8_json_validator/outputs/google_gemini-3.1-flash-lite.js
@@ -0,0 +1,18 @@
+async function validateJSON(data, schema) {
+  const { default: Ajv } = await import('https://esm.sh/ajv@8.12.0');
+  const { default: addFormats } = await import('https://esm.sh/ajv-formats@2.1.1');
+  
+  const ajv = new (Ajv)({ allErrors: true });
+  addFormats(ajv);
+
+  const validate = ajv.compile(schema);
+  const valid = validate(data);
+
+  return {
+    valid,
+    errors: valid ? [] : validate.errors.map(e => `${e.instancePath} ${e.message}`)
+  };
+}
+export default validateJSON;
+// Generation time: 1.038s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/9_stream_visualizer/outputs/google_gemini-3.1-flash-lite.js b/tests/9_stream_visualizer/outputs/google_gemini-3.1-flash-lite.js
new file mode 100644
index 0000000..0c9b12a
--- /dev/null
+++ b/tests/9_stream_visualizer/outputs/google_gemini-3.1-flash-lite.js
@@ -0,0 +1,20 @@
+async function createStreamVisualizer(it, { maxPoints, alpha, width, height, yDomain }) {
+  const [{ scaleLinear, line, extent }] = await Promise.all([import('https://cdn.skypack.dev/d3')]);
+  const data = [];
+  let prevEma;
+
+  for await (const { timestamp, value } of it) {
+    prevEma = prevEma === undefined ? value : alpha * value + (1 - alpha) * prevEma;
+    data.push({ timestamp, value, ema: prevEma });
+    if (data.length > maxPoints) data.shift();
+  }
+
+  const x = scaleLinear().domain(extent(data, d => d.timestamp)).range([0, width]);
+  const y = scaleLinear().domain(yDomain).range([height, 0]);
+  const path = line().x(d => x(d.timestamp)).y(d => y(d.ema))(data);
+
+  return { data, path };
+}
+export default createStreamVisualizer;
+// Generation time: 1.461s
+// Result: PASS
\ No newline at end of file