diff --git a/tests/10_scrypt_hash/outputs/google_gemini-3.1-flash-lite-preview.js b/tests/10_scrypt_hash/outputs/google_gemini-3.1-flash-lite-preview.js
new file mode 100644
index 0000000..5ee47d8
--- /dev/null
+++ b/tests/10_scrypt_hash/outputs/google_gemini-3.1-flash-lite-preview.js
@@ -0,0 +1,17 @@
+async function hashPassword(pwd, salt) {
+  const { scrypt } = await import('https://esm.run/scrypt-js');
+  const enc = new TextEncoder();
+  
+  const h = await scrypt(
+    enc.encode(pwd),
+    enc.encode(salt),
+    1024, 8, 1, 32
+  );
+
+  return Array.from(h)
+    .map(b => b.toString(16).padStart(2, '0'))
+    .join('');
+}
+export default hashPassword;
+// Generation time: 1.026s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/11_geospatial/outputs/google_gemini-3.1-flash-lite-preview.js b/tests/11_geospatial/outputs/google_gemini-3.1-flash-lite-preview.js
new file mode 100644
index 0000000..3c00f0e
--- /dev/null
+++ b/tests/11_geospatial/outputs/google_gemini-3.1-flash-lite-preview.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: 1.377s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/12_mst_pipeline/outputs/google_gemini-3.1-flash-lite-preview.js b/tests/12_mst_pipeline/outputs/google_gemini-3.1-flash-lite-preview.js
new file mode 100644
index 0000000..532b4c5
--- /dev/null
+++ b/tests/12_mst_pipeline/outputs/google_gemini-3.1-flash-lite-preview.js
@@ -0,0 +1,54 @@
+async function computeMST(tomlStr) {
+  const [{ parse }, { Heap }, table] = await Promise.all([
+    import('https://esm.sh/smol-toml'),
+    import('https://esm.sh/mnemonist/heap'),
+    import('https://esm.sh/text-table')
+  ]);
+
+  const { edges } = parse(tomlStr);
+  const 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([...nodes].map(n => [n, n]));
+  const rank = new Map([...nodes].map(n => [n, 0]));
+
+  const find = i => {
+    if (parent.get(i) !== i) parent.set(i, find(parent.get(i)));
+    return parent.get(i);
+  };
+
+  const union = (i, j) => {
+    let r1 = find(i), r2 = find(j);
+    if (r1 !== r2) {
+      rank.get(r1) < rank.get(r2) ? parent.set(r1, r2) : parent.set(r2, r1);
+      if (rank.get(r1) === rank.get(r2)) rank.set(r1, rank.get(r1) + 1);
+      return true;
+    }
+    return false;
+  };
+
+  const mst = [['From', 'To', 'Weight']];
+  let totalWeight = 0;
+
+  while (heap.size > 0 && mst.length < nodes.size) {
+    const { from, to, weight } = heap.pop();
+    if (union(from, to)) {
+      mst.push([from, to, String(weight)]);
+      totalWeight += weight;
+    }
+  }
+
+  return {
+    table: table.default(mst, { align: ['l', 'l', 'r'] }),
+    totalWeight
+  };
+}
+export default computeMST;
+// Generation time: 1.865s
+// Result: FAIL
\ No newline at end of file
diff --git a/tests/1_dijkstra/outputs/google_gemini-3.1-flash-lite-preview.js b/tests/1_dijkstra/outputs/google_gemini-3.1-flash-lite-preview.js
new file mode 100644
index 0000000..bd887ab
--- /dev/null
+++ b/tests/1_dijkstra/outputs/google_gemini-3.1-flash-lite-preview.js
@@ -0,0 +1,25 @@
+async function findShortestPath(graph, start, end) {
+  const { MinPriorityQueue } = await import('https://cdn.skypack.dev/@datastructures-js/priority-queue');
+  const dists = { [start]: 0 };
+  const pq = new MinPriorityQueue();
+  pq.enqueue(start, 0);
+
+  while (!pq.isEmpty()) {
+    const { element: u, priority: d } = pq.dequeue();
+
+    if (u === end) return d;
+    if (d > (dists[u] ?? Infinity)) continue;
+
+    for (const [v, weight] of Object.entries(graph[u] || {})) {
+      const alt = d + weight;
+      if (alt < (dists[v] ?? Infinity)) {
+        dists[v] = alt;
+        pq.enqueue(v, alt);
+      }
+    }
+  }
+  return Infinity;
+}
+export default findShortestPath;
+// Generation time: 1.374s
+// Result: FAIL
\ No newline at end of file
diff --git a/tests/2_convex_hull/outputs/google_gemini-3.1-flash-lite-preview.js b/tests/2_convex_hull/outputs/google_gemini-3.1-flash-lite-preview.js
new file mode 100644
index 0000000..9a33a8d
--- /dev/null
+++ b/tests/2_convex_hull/outputs/google_gemini-3.1-flash-lite-preview.js
@@ -0,0 +1,25 @@
+async function findConvexHull(pts) {
+  const { sortBy, uniqWith, isEqual } = await import('https://cdn.jsdelivr.net/npm/lodash@4.17.21/+esm');
+  const sorted = sortBy(uniqWith(pts, isEqual), ['x', 'y']);
+
+  const cross = (a, b, c) => (b.x - a.x) * (c.y - a.y) - (b.y - a.y) * (c.x - a.x);
+
+  const hull = [];
+  for (const p of sorted) {
+    while (hull.length >= 2 && cross(hull[hull.length - 2], hull[hull.length - 1], p) <= 0) hull.pop();
+    hull.push(p);
+  }
+
+  const lowerLen = hull.length;
+  for (let i = sorted.length - 2; i >= 0; i--) {
+    const p = sorted[i];
+    while (hull.length > lowerLen && cross(hull[hull.length - 2], hull[hull.length - 1], p) <= 0) hull.pop();
+    hull.push(p);
+  }
+
+  hull.pop();
+  return hull;
+}
+export default findConvexHull;
+// Generation time: 1.322s
+// Result: FAIL
\ No newline at end of file
diff --git a/tests/3_lis/outputs/google_gemini-3.1-flash-lite-preview.js b/tests/3_lis/outputs/google_gemini-3.1-flash-lite-preview.js
new file mode 100644
index 0000000..b6466e3
--- /dev/null
+++ b/tests/3_lis/outputs/google_gemini-3.1-flash-lite-preview.js
@@ -0,0 +1,14 @@
+async function findLISLength(nums) {
+  const { bisectLeft } = await import('https://cdn.skypack.dev/d3-array');
+  const tails = [];
+
+  for (const x of nums) {
+    const i = bisectLeft(tails, x);
+    i === tails.length ? tails.push(x) : (tails[i] = x);
+  }
+
+  return tails.length;
+}
+export default findLISLength;
+// Generation time: 0.903s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/4_transpiler/outputs/google_gemini-3.1-flash-lite-preview.js b/tests/4_transpiler/outputs/google_gemini-3.1-flash-lite-preview.js
new file mode 100644
index 0000000..a4bc41d
--- /dev/null
+++ b/tests/4_transpiler/outputs/google_gemini-3.1-flash-lite-preview.js
@@ -0,0 +1,7 @@
+async function renderTemplate(tmpl, data) {
+  const { compile } = await import('https://cdn.skypack.dev/handlebars');
+  return compile(tmpl)(data);
+}
+export default renderTemplate;
+// Generation time: 1.302s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/5_markdown_parser/outputs/google_gemini-3.1-flash-lite-preview.js b/tests/5_markdown_parser/outputs/google_gemini-3.1-flash-lite-preview.js
new file mode 100644
index 0000000..1493c63
--- /dev/null
+++ b/tests/5_markdown_parser/outputs/google_gemini-3.1-flash-lite-preview.js
@@ -0,0 +1,13 @@
+async function parseMarkdown(md) {
+  const { marked } = await import('https://cdn.jsdelivr.net/npm/marked@12.0.0/+esm');
+  
+  marked.setOptions({
+    gfm: true,
+    breaks: true
+  });
+
+  return marked.parse(md);
+}
+export default parseMarkdown;
+// Generation time: 1.089s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/6_csv_processor/outputs/google_gemini-3.1-flash-lite-preview.js b/tests/6_csv_processor/outputs/google_gemini-3.1-flash-lite-preview.js
new file mode 100644
index 0000000..9f5ed4c
--- /dev/null
+++ b/tests/6_csv_processor/outputs/google_gemini-3.1-flash-lite-preview.js
@@ -0,0 +1,23 @@
+async function processCSV(csv, { filterColumn, filterValue, groupBy, aggregateColumn, operation }) {
+  const { parse } = await import('https://cdn.skypack.dev/papaparse');
+  const { data: rows } = parse(csv, { header: true, dynamicTyping: true });
+
+  const filtered = rows.filter(r => r[filterColumn] == filterValue);
+  const groups = filtered.reduce((acc, row) => {
+    const key = row[groupBy];
+    acc[key] = acc[key] || [];
+    acc[key].push(Number(row[aggregateColumn]) || 0);
+    return acc;
+  }, {});
+
+  return Object.entries(groups).map(([key, vals]) => {
+    let res;
+    if (operation === 'sum') res = vals.reduce((a, b) => a + b, 0);
+    if (operation === 'count') res = vals.length;
+    if (operation === 'avg') res = vals.reduce((a, b) => a + b, 0) / vals.length;
+    return { [groupBy]: key, result: res };
+  });
+}
+export default processCSV;
+// Generation time: 1.399s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/7_scheduler/outputs/google_gemini-3.1-flash-lite-preview.js b/tests/7_scheduler/outputs/google_gemini-3.1-flash-lite-preview.js
new file mode 100644
index 0000000..72d2e23
--- /dev/null
+++ b/tests/7_scheduler/outputs/google_gemini-3.1-flash-lite-preview.js
@@ -0,0 +1,53 @@
+async function findAvailableSlots(cals, { durationMinutes: dur, searchRange: range, workHours: work }) {
+  const { DateTime, Interval } = await import('https://cdn.skypack.dev/luxon');
+
+  const parseOrNull = (date) => DateTime.fromISO(date, { zone: 'utc' });
+  const toUtcTime = (time, baseDate) => {
+    const [h, m] = time.split(':');
+    return baseDate.set({ hour: h, minute: m, second: 0, millisecond: 0 });
+  };
+
+  const rangeStart = parseOrNull(range.start);
+  const rangeEnd = parseOrNull(range.end);
+
+  const busyIntervals = [...cals.flat()]
+    .map(s => Interval.fromDateTimes(parseOrNull(s.start), parseOrNull(s.end)))
+    .filter(i => i.overlaps(Interval.fromDateTimes(rangeStart, rangeEnd)))
+    .sort((a, b) => a.start - b.start);
+
+  const merged = [];
+  for (const interval of busyIntervals) {
+    if (!merged.length || !merged[merged.length - 1].overlaps(interval)) merged.push(interval);
+    else merged[merged.length - 1] = merged[merged.length - 1].union(interval);
+  }
+
+  const freeSlots = [];
+  let current = rangeStart;
+
+  while (current < rangeEnd) {
+    const dayStart = toUtcTime(work.start, current);
+    const dayEnd = toUtcTime(work.end, current);
+    
+    let pointer = current < dayStart ? dayStart : current;
+    const limit = current.plus({ days: 1 }).startOf('day') < rangeEnd 
+      ? dayEnd 
+      : (rangeEnd < dayEnd ? rangeEnd : dayEnd);
+
+    while (pointer.plus({ minutes: dur }) <= limit) {
+      const slot = Interval.after(pointer, { minutes: dur });
+      if (!merged.some(m => m.overlaps(slot))) {
+        freeSlots.push({ start: slot.start.toISO(), end: slot.end.toISO() });
+        pointer = slot.end;
+      } else {
+        const nextBusy = merged.find(m => m.overlaps(slot));
+        pointer = nextBusy.end > pointer ? nextBusy.end : pointer.plus({ minutes: 1 });
+      }
+    }
+    current = current.plus({ days: 1 }).startOf('day');
+  }
+
+  return freeSlots;
+}
+export default findAvailableSlots;
+// Generation time: 2.149s
+// Result: FAIL
\ No newline at end of file
diff --git a/tests/8_json_validator/outputs/google_gemini-3.1-flash-lite-preview.js b/tests/8_json_validator/outputs/google_gemini-3.1-flash-lite-preview.js
new file mode 100644
index 0000000..b11b399
--- /dev/null
+++ b/tests/8_json_validator/outputs/google_gemini-3.1-flash-lite-preview.js
@@ -0,0 +1,15 @@
+async function validateJSON(data, schema) {
+  const { default: Ajv } = await import('https://esm.sh/ajv@8.12.0');
+  const ajv = new Ajv({ allErrors: true });
+  
+  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: 1.098s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/9_stream_visualizer/outputs/google_gemini-3.1-flash-lite-preview.js b/tests/9_stream_visualizer/outputs/google_gemini-3.1-flash-lite-preview.js
new file mode 100644
index 0000000..e100be8
--- /dev/null
+++ b/tests/9_stream_visualizer/outputs/google_gemini-3.1-flash-lite-preview.js
@@ -0,0 +1,31 @@
+async function createStreamVisualizer(stream, { maxPoints, alpha, width, height, yDomain }) {
+  const [{ scaleLinear, line, extent }] = await Promise.all([
+    import('https://cdn.skypack.dev/d3@7'),
+  ]);
+
+  const data = [];
+  let ema = null;
+
+  for await (const { timestamp, value } of stream) {
+    ema = ema === null ? value : alpha * value + (1 - alpha) * ema;
+    data.push({ timestamp, value, ema });
+    if (data.length > maxPoints) data.shift();
+  }
+
+  const xScale = scaleLinear()
+    .domain(extent(data, (d) => d.timestamp))
+    .range([0, width]);
+
+  const yScale = scaleLinear()
+    .domain(yDomain)
+    .range([height, 0]);
+
+  const path = line()
+    .x((d) => xScale(d.timestamp))
+    .y((d) => yScale(d.ema))(data);
+
+  return { data, path };
+}
+export default createStreamVisualizer;
+// Generation time: 1.712s
+// Result: PASS
\ No newline at end of file