diff --git a/tests/10_scrypt_hash/outputs/google_gemini-3.7-flash EFF_high.js b/tests/10_scrypt_hash/outputs/google_gemini-3.7-flash EFF_high.js
new file mode 100644
index 0000000..c463402
--- /dev/null
+++ b/tests/10_scrypt_hash/outputs/google_gemini-3.7-flash EFF_high.js	
@@ -0,0 +1,16 @@
+export async function hashPassword(password, salt) {
+  const { scrypt } = await import('https://esm.sh/scrypt-js');
+  const enc = new TextEncoder();
+  const hash = await scrypt(
+    enc.encode(password),
+    enc.encode(salt),
+    1024,
+    8,
+    1,
+    32
+  );
+  return Array.from(hash, (b) => b.toString(16).padStart(2, '0')).join('');
+}
+export default hashPassword;
+// Generation time: 8.431s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/11_geospatial/outputs/google_gemini-3.7-flash EFF_high.js b/tests/11_geospatial/outputs/google_gemini-3.7-flash EFF_high.js
new file mode 100644
index 0000000..8a2adfd
--- /dev/null
+++ b/tests/11_geospatial/outputs/google_gemini-3.7-flash EFF_high.js	
@@ -0,0 +1,16 @@
+export async function analyzeGPS(readings, boundary) {
+  const { booleanPointInPolygon, lineString, length } = await import('https://esm.sh/@turf/turf');
+
+  const pts = readings
+    .filter(r => booleanPointInPolygon(r.loc, boundary))
+    .sort((a, b) => a.ts - b.ts)
+    .map(r => r.loc);
+
+  if (pts.length < 2) return 0;
+
+  const totalLength = length(lineString(pts), { units: 'kilometers' });
+  return +totalLength.toFixed(2);
+}
+export default analyzeGPS;
+// Generation time: 9.365s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/12_mst_pipeline/outputs/google_gemini-3.7-flash EFF_high.js b/tests/12_mst_pipeline/outputs/google_gemini-3.7-flash EFF_high.js
new file mode 100644
index 0000000..c16a05f
--- /dev/null
+++ b/tests/12_mst_pipeline/outputs/google_gemini-3.7-flash EFF_high.js	
@@ -0,0 +1,73 @@
+export async function computeMST(tomlString) {
+  const [{ parse }, mnemonist, textTableMod] = await Promise.all([
+    import('https://esm.sh/smol-toml'),
+    import('https://esm.sh/mnemonist/heap'),
+    import('https://esm.sh/text-table')
+  ]);
+
+  const Heap = mnemonist.default ?? mnemonist.Heap ?? mnemonist;
+  const textTable = textTableMod.default ?? textTableMod;
+
+  const { edges = [] } = parse(tomlString);
+  const parent = new Map();
+  const rank = new Map();
+
+  for (const { from, to } of edges) {
+    if (!parent.has(from)) parent.set(from, from), rank.set(from, 0);
+    if (!parent.has(to)) parent.set(to, to), rank.set(to, 0);
+  }
+
+  const find = (n) => {
+    let root = n;
+    while (root !== parent.get(root)) root = parent.get(root);
+    let curr = n;
+    while (curr !== root) {
+      const next = parent.get(curr);
+      parent.set(curr, root);
+      curr = next;
+    }
+    return root;
+  };
+
+  const union = (u, v) => {
+    let rootU = find(u);
+    let rootV = find(v);
+    if (rootU === rootV) return false;
+
+    const rankU = rank.get(rootU);
+    const rankV = rank.get(rootV);
+    if (rankU < rankV) [rootU, rootV] = [rootV, rootU];
+
+    parent.set(rootV, rootU);
+    if (rankU === rankV) rank.set(rootU, rankU + 1);
+    return true;
+  };
+
+  const heap = new Heap((a, b) => a.weight - b.weight);
+  for (const edge of edges) heap.push(edge);
+
+  const mst = [];
+  let totalWeight = 0;
+  const targetEdges = Math.max(0, parent.size - 1);
+
+  while (heap.size > 0 && mst.length < targetEdges) {
+    const edge = heap.pop();
+    if (union(edge.from, edge.to)) {
+      mst.push(edge);
+      totalWeight += edge.weight;
+    }
+  }
+
+  const rows = [
+    ['From', 'To', 'Weight'],
+    ...mst.map(({ from, to, weight }) => [from, to, String(weight)])
+  ];
+
+  return {
+    table: textTable(rows),
+    totalWeight
+  };
+}
+export default computeMST;
+// Generation time: 18.013s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/1_dijkstra/outputs/google_gemini-3.7-flash EFF_high.js b/tests/1_dijkstra/outputs/google_gemini-3.7-flash EFF_high.js
new file mode 100644
index 0000000..50bd7ad
--- /dev/null
+++ b/tests/1_dijkstra/outputs/google_gemini-3.7-flash EFF_high.js	
@@ -0,0 +1,27 @@
+async function findShortestPath(graph, start, end) {
+  const { default: PriorityQueue } = await import('https://esm.sh/js-priority-queue');
+  const dist = { [start]: 0 };
+  const pq = new PriorityQueue({ comparator: (a, b) => a.cost - b.cost });
+
+  pq.queue({ node: start, cost: 0 });
+
+  while (pq.length) {
+    const { node, cost } = pq.dequeue();
+
+    if (node === end) return cost;
+    if (cost > dist[node]) continue;
+
+    for (const [adj, weight] of Object.entries(graph[node] ?? {})) {
+      const total = cost + weight;
+      if (total < (dist[adj] ?? Infinity)) {
+        dist[adj] = total;
+        pq.queue({ node: adj, cost: total });
+      }
+    }
+  }
+
+  return Infinity;
+}
+export default findShortestPath;
+// Generation time: 10.601s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/2_convex_hull/outputs/google_gemini-3.7-flash EFF_high.js b/tests/2_convex_hull/outputs/google_gemini-3.7-flash EFF_high.js
new file mode 100644
index 0000000..d720688
--- /dev/null
+++ b/tests/2_convex_hull/outputs/google_gemini-3.7-flash EFF_high.js	
@@ -0,0 +1,32 @@
+export async function findConvexHull(points) {
+  if (!Array.isArray(points) || points.length <= 2) {
+    return points ? [...points] : [];
+  }
+
+  const { orderBy, uniqWith, isEqual } = await import('https://cdn.jsdelivr.net/npm/lodash-es@4.17.21/lodash.js');
+  const pts = orderBy(uniqWith(points, isEqual), ['x', 'y']);
+
+  if (pts.length <= 2) return pts;
+
+  const cross = (o, a, b) => (a.x - o.x) * (b.y - o.y) - (a.y - o.y) * (b.x - o.x);
+
+  const chain = list =>
+    list.reduce((hull, pt) => {
+      while (hull.length >= 2 && cross(hull[hull.length - 2], hull[hull.length - 1], pt) <= 0) {
+        hull.pop();
+      }
+      hull.push(pt);
+      return hull;
+    }, []);
+
+  const lower = chain(pts);
+  const upper = chain([...pts].reverse());
+
+  lower.pop();
+  upper.pop();
+
+  return lower.concat(upper);
+}
+export default findConvexHull;
+// Generation time: 12.593s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/3_signal_pipeline/outputs/google_gemini-3.7-flash EFF_high.js b/tests/3_signal_pipeline/outputs/google_gemini-3.7-flash EFF_high.js
new file mode 100644
index 0000000..ee5c680
--- /dev/null
+++ b/tests/3_signal_pipeline/outputs/google_gemini-3.7-flash EFF_high.js	
@@ -0,0 +1,59 @@
+export async function analyzeSignal(yamlStr) {
+  const [
+    { default: yaml },
+    math,
+    { default: ndarray },
+    { default: fft },
+    { default: DOMPurify }
+  ] = 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 { sampleRate, duration, components } = yaml.load(yamlStr);
+  const N = sampleRate * duration;
+  const signal = new Float64Array(N);
+
+  for (let i = 0; i < N; i++) {
+    const t = i / sampleRate;
+    signal[i] = components.reduce(
+      (acc, { frequency, amplitude }) =>
+        acc + amplitude * math.sin(2 * math.pi * frequency * t),
+      0
+    );
+  }
+
+  const real = ndarray(new Float64Array(signal), [N]);
+  const imag = ndarray(new Float64Array(N), [N]);
+  fft(1, real, imag);
+
+  const peaks = [];
+  const halfN = N / 2;
+
+  for (let k = 0; k <= halfN; k++) {
+    const mag = math.sqrt(real.get(k) ** 2 + imag.get(k) ** 2) / halfN;
+    if (mag > 0.1) {
+      peaks.push({
+        frequencyHz: Math.round((k * sampleRate) / N),
+        magnitude: Math.round(mag * 100) / 100
+      });
+    }
+  }
+
+  peaks.sort((a, b) => b.magnitude - a.magnitude);
+
+  const rows = peaks
+    .map(p => `<tr><td>${p.frequencyHz}</td><td>${p.magnitude}</td></tr>`)
+    .join('');
+
+  const rawHtml = `<table><tr><th>Frequency (Hz)</th><th>Magnitude</th></tr>${rows}</table>`;
+  const html = DOMPurify.sanitize(rawHtml);
+
+  return { peaks, html, signalLength: N };
+}
+export default analyzeSignal;
+// Generation time: 16.083s
+// Result: FAIL
\ No newline at end of file
diff --git a/tests/4_hexchain_pipeline/outputs/google_gemini-3.7-flash EFF_high.js b/tests/4_hexchain_pipeline/outputs/google_gemini-3.7-flash EFF_high.js
new file mode 100644
index 0000000..b2ae349
--- /dev/null
+++ b/tests/4_hexchain_pipeline/outputs/google_gemini-3.7-flash EFF_high.js	
@@ -0,0 +1,56 @@
+export async function hexchain(tomlString) {
+  const [smol, sr, ss, ajvMod, tt, dp] = await Promise.all(
+    ['smol-toml', 'seedrandom', 'simple-statistics', 'ajv', 'text-table', 'dompurify']
+      .map(lib => import(`https://esm.sh/${lib}`))
+  );
+
+  const parse = smol.parse || smol.default?.parse || smol.default;
+  const seedrandom = sr.default || sr;
+  const Ajv = ajvMod.default || ajvMod;
+  const table = tt.default || tt;
+  const DOMPurify = dp.default || dp;
+
+  const config = parse(tomlString);
+  const ajv = new Ajv();
+
+  const valid = ajv.validate({
+    type: 'object',
+    required: ['seed', 'count', 'label'],
+    properties: {
+      seed: { type: 'string' },
+      count: { type: 'integer', minimum: 1, maximum: 10000 },
+      label: { type: 'string', minLength: 1 }
+    }
+  }, config);
+
+  if (!valid) {
+    return { valid: false, errors: ajv.errorsText() };
+  }
+
+  const rng = new seedrandom(config.seed);
+  const data = Array.from({ length: config.count }, () => rng());
+
+  const mean = +ss.mean(data).toFixed(6);
+  const stddev = +ss.standardDeviation(data).toFixed(6);
+  const median = +ss.median(data).toFixed(6);
+
+  const tableStr = table([
+    ['Stat', 'Value'],
+    ['mean', String(mean)],
+    ['stddev', String(stddev)],
+    ['median', String(median)]
+  ]);
+
+  const sanitizedHTML = DOMPurify.sanitize(`<pre class="stats">${tableStr}</pre>`);
+
+  return {
+    valid: true,
+    label: config.label,
+    stats: { mean, stddev, median },
+    table: sanitizedHTML,
+    count: config.count
+  };
+}
+export default hexchain;
+// Generation time: 24.452s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/5_markdown_parser/outputs/google_gemini-3.7-flash EFF_high.js b/tests/5_markdown_parser/outputs/google_gemini-3.7-flash EFF_high.js
new file mode 100644
index 0000000..c611ea8
--- /dev/null
+++ b/tests/5_markdown_parser/outputs/google_gemini-3.7-flash EFF_high.js	
@@ -0,0 +1,7 @@
+export async function parseMarkdown(markdown) {
+  const { marked } = await import('https://esm.sh/marked');
+  return marked.parse(markdown ?? '');
+}
+export default parseMarkdown;
+// Generation time: 6.155s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/6_csv_processor/outputs/google_gemini-3.7-flash EFF_high.js b/tests/6_csv_processor/outputs/google_gemini-3.7-flash EFF_high.js
new file mode 100644
index 0000000..3cbd0e0
--- /dev/null
+++ b/tests/6_csv_processor/outputs/google_gemini-3.7-flash EFF_high.js	
@@ -0,0 +1,25 @@
+export async function processCSV(csvString, { filterColumn, filterValue, groupBy, aggregateColumn, operation }) {
+  const { parse } = await import('https://cdn.jsdelivr.net/npm/papaparse@5.4.1/+esm');
+  const { data } = parse(csvString, { header: true, skipEmptyLines: true });
+
+  const groups = new Map();
+
+  for (const row of data) {
+    if (row[filterColumn] == filterValue) {
+      const key = row[groupBy];
+      const val = +row[aggregateColumn] || 0;
+      const acc = groups.get(key) || { sum: 0, count: 0 };
+      acc.sum += val;
+      acc.count += 1;
+      groups.set(key, acc);
+    }
+  }
+
+  return Array.from(groups, ([key, { sum, count }]) => ({
+    [groupBy]: key,
+    result: operation === 'count' ? count : operation === 'avg' ? sum / count : sum
+  }));
+}
+export default processCSV;
+// Generation time: 12.695s
+// Result: FAIL
\ No newline at end of file
diff --git a/tests/7_scheduler/outputs/google_gemini-3.7-flash EFF_high.js b/tests/7_scheduler/outputs/google_gemini-3.7-flash EFF_high.js
new file mode 100644
index 0000000..a1bd27f
--- /dev/null
+++ b/tests/7_scheduler/outputs/google_gemini-3.7-flash EFF_high.js	
@@ -0,0 +1,78 @@
+export async function findAvailableSlots(calendar1 = [], calendar2 = [], constraints) {
+  const { DateTime } = await import('https://cdn.jsdelivr.net/npm/luxon@3.4.4/+esm');
+
+  const durMs = constraints.durationMinutes * 60000;
+  if (!durMs || durMs <= 0) return [];
+
+  const rangeStart = DateTime.fromISO(constraints.searchRange.start, { zone: 'utc' }).toMillis();
+  const rangeEnd = DateTime.fromISO(constraints.searchRange.end, { zone: 'utc' }).toMillis();
+  if (rangeStart >= rangeEnd) return [];
+
+  const [whStartH, whStartM] = constraints.workHours.start.split(':').map(Number);
+  const [whEndH, whEndM] = constraints.workHours.end.split(':').map(Number);
+
+  const busySlots = [...calendar1, ...calendar2]
+    .map(slot => ({
+      start: DateTime.fromISO(slot.start, { zone: 'utc' }).toMillis(),
+      end: DateTime.fromISO(slot.end, { zone: 'utc' }).toMillis()
+    }))
+    .filter(slot => slot.end > slot.start && slot.end > rangeStart && slot.start < rangeEnd)
+    .sort((a, b) => a.start - b.start);
+
+  const mergedBusy = busySlots.reduce((acc, curr) => {
+    if (!acc.length || acc.at(-1).end < curr.start) {
+      acc.push({ ...curr });
+    } else {
+      acc.at(-1).end = Math.max(acc.at(-1).end, curr.end);
+    }
+    return acc;
+  }, []);
+
+  const slots = [];
+  const addSlots = (from, to) => {
+    for (let time = from; time + durMs <= to; time += durMs) {
+      slots.push({
+        start: new Date(time).toISOString(),
+        end: new Date(time + durMs).toISOString()
+      });
+    }
+  };
+
+  let dayCursor = DateTime.fromMillis(rangeStart, { zone: 'utc' }).startOf('day');
+  const lastDay = DateTime.fromMillis(rangeEnd, { zone: 'utc' }).startOf('day');
+
+  while (dayCursor <= lastDay) {
+    const workStart = dayCursor.set({ hour: whStartH, minute: whStartM, second: 0, millisecond: 0 }).toMillis();
+    const workEnd = dayCursor.set({ hour: whEndH, minute: whEndM, second: 0, millisecond: 0 }).toMillis();
+
+    const winStart = Math.max(workStart, rangeStart);
+    const winEnd = Math.min(workEnd, rangeEnd);
+
+    if (winStart < winEnd) {
+      let cursor = winStart;
+
+      for (const busy of mergedBusy) {
+        if (busy.end <= cursor) continue;
+        if (busy.start >= winEnd) break;
+
+        if (busy.start > cursor) {
+          addSlots(cursor, Math.min(busy.start, winEnd));
+        }
+
+        cursor = Math.max(cursor, busy.end);
+        if (cursor >= winEnd) break;
+      }
+
+      if (cursor < winEnd) {
+        addSlots(cursor, winEnd);
+      }
+    }
+
+    dayCursor = dayCursor.plus({ days: 1 });
+  }
+
+  return slots;
+}
+export default findAvailableSlots;
+// Generation time: 32.042s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/8_json_validator/outputs/google_gemini-3.7-flash EFF_high.js b/tests/8_json_validator/outputs/google_gemini-3.7-flash EFF_high.js
new file mode 100644
index 0000000..f3c8539
--- /dev/null
+++ b/tests/8_json_validator/outputs/google_gemini-3.7-flash EFF_high.js	
@@ -0,0 +1,14 @@
+export async function validateJSON(data, schema) {
+  const Ajv = (await import('https://esm.sh/ajv@8')).default;
+  const ajv = new Ajv({ allErrors: true, strict: false });
+  const validate = ajv.compile(schema);
+  const valid = Boolean(validate(data));
+  const errors = valid 
+    ? [] 
+    : (validate.errors || []).map(e => `${e.instancePath || '#'} ${e.message}`);
+
+  return { valid, errors };
+}
+export default validateJSON;
+// Generation time: 8.566s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/9_stream_visualizer/outputs/google_gemini-3.7-flash EFF_high.js b/tests/9_stream_visualizer/outputs/google_gemini-3.7-flash EFF_high.js
new file mode 100644
index 0000000..0b9214b
--- /dev/null
+++ b/tests/9_stream_visualizer/outputs/google_gemini-3.7-flash EFF_high.js	
@@ -0,0 +1,25 @@
+export async function createStreamVisualizer(
+  asyncIterable,
+  { maxPoints = Infinity, alpha = 0.5, width = 800, height = 400, yDomain = [0, 100] } = {}
+) {
+  const { scaleLinear, line } = await import('d3');
+  const data = [];
+  let ema;
+
+  for await (const { timestamp, value } of asyncIterable) {
+    ema = ema === undefined ? value : alpha * value + (1 - alpha) * ema;
+    data.push({ timestamp, value, ema });
+    if (data.length > maxPoints) data.shift();
+  }
+
+  if (!data.length) return { data, path: '' };
+
+  const x = scaleLinear().domain([data[0].timestamp, data.at(-1).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: 11.140s
+// Result: FAIL
\ No newline at end of file