diff --git a/tests/10_scrypt_hash/outputs/google_gemini-3.8-flash EFF_high.js b/tests/10_scrypt_hash/outputs/google_gemini-3.8-flash EFF_high.js
new file mode 100644
index 0000000..6f2844b
--- /dev/null
+++ b/tests/10_scrypt_hash/outputs/google_gemini-3.8-flash EFF_high.js	
@@ -0,0 +1,18 @@
+export async function hashPassword(password, salt) {
+  const { scrypt } = await import('https://esm.sh/scrypt-js@3.0.1');
+  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: 13.651s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/11_geospatial/outputs/google_gemini-3.8-flash EFF_high.js b/tests/11_geospatial/outputs/google_gemini-3.8-flash EFF_high.js
new file mode 100644
index 0000000..79db551
--- /dev/null
+++ b/tests/11_geospatial/outputs/google_gemini-3.8-flash EFF_high.js	
@@ -0,0 +1,15 @@
+export async function analyzeGPS(readings, boundary) {
+  const turf = await import('https://esm.sh/@turf/turf');
+
+  const pts = readings
+    .filter(r => turf.booleanPointInPolygon(r.loc, boundary, { ignoreBoundary: true }))
+    .sort((a, b) => a.ts - b.ts)
+    .map(r => r.loc);
+
+  return pts.length < 2
+    ? 0
+    : +turf.length(turf.lineString(pts), { units: 'kilometers' }).toFixed(2);
+}
+export default analyzeGPS;
+// Generation time: 24.485s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/12_mst_pipeline/outputs/google_gemini-3.8-flash EFF_high.js b/tests/12_mst_pipeline/outputs/google_gemini-3.8-flash EFF_high.js
new file mode 100644
index 0000000..4357dcf
--- /dev/null
+++ b/tests/12_mst_pipeline/outputs/google_gemini-3.8-flash EFF_high.js	
@@ -0,0 +1,70 @@
+class UnionFind {
+  p = new Map();
+  r = new Map();
+
+  constructor(elements) {
+    for (const el of elements) {
+      this.p.set(el, el);
+      this.r.set(el, 0);
+    }
+  }
+
+  find(i) {
+    if (this.p.get(i) !== i) this.p.set(i, this.find(this.p.get(i)));
+    return this.p.get(i);
+  }
+
+  union(i, j) {
+    let [rootI, rootJ] = [this.find(i), this.find(j)];
+    if (rootI === rootJ) return false;
+
+    const [rankI, rankJ] = [this.r.get(rootI), this.r.get(rootJ)];
+    if (rankI < rankJ) [rootI, rootJ] = [rootJ, rootI];
+    this.p.set(rootJ, rootI);
+    if (rankI === rankJ) this.r.set(rootI, rankI + 1);
+
+    return true;
+  }
+}
+
+export async function computeMST(tomlStr) {
+  const [{ parse }, mnemonist, textTableMod] = await Promise.all([
+    import('https://esm.sh/smol-toml'),
+    import('https://esm.sh/mnemonist'),
+    import('https://esm.sh/text-table')
+  ]);
+
+  const Heap = mnemonist.Heap || mnemonist.default?.Heap;
+  const table = textTableMod.default || textTableMod;
+
+  const { edges = [] } = parse(tomlStr);
+  const nodes = new Set();
+  const heap = new Heap((a, b) => Number(a.weight) - Number(b.weight));
+
+  for (const edge of edges) {
+    nodes.add(edge.from);
+    nodes.add(edge.to);
+    heap.push(edge);
+  }
+
+  const uf = new UnionFind(nodes);
+  const mst = [];
+  let totalWeight = 0;
+  const targetEdges = Math.max(0, nodes.size - 1);
+
+  while (mst.length < targetEdges && heap.size > 0) {
+    const edge = heap.pop();
+    if (uf.union(edge.from, edge.to)) {
+      mst.push([edge.from, edge.to, String(edge.weight)]);
+      totalWeight += Number(edge.weight);
+    }
+  }
+
+  return {
+    table: table([['From', 'To', 'Weight'], ...mst]),
+    totalWeight
+  };
+}
+export default computeMST;
+// Generation time: 31.116s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/1_dijkstra/outputs/google_gemini-3.8-flash EFF_high.js b/tests/1_dijkstra/outputs/google_gemini-3.8-flash EFF_high.js
new file mode 100644
index 0000000..f714087
--- /dev/null
+++ b/tests/1_dijkstra/outputs/google_gemini-3.8-flash EFF_high.js	
@@ -0,0 +1,27 @@
+export async function findShortestPath(graph, start, end) {
+  const { default: PriorityQueue } = await import('https://esm.sh/js-priority-queue');
+
+  const dist = new Map([[start, 0]]);
+  const pq = new PriorityQueue({ comparator: (a, b) => a[1] - b[1] });
+  pq.queue([start, 0]);
+
+  while (pq.length) {
+    const [node, cost] = pq.dequeue();
+
+    if (node === end) return cost;
+    if (cost > (dist.get(node) ?? Infinity)) continue;
+
+    for (const [neighbor, weight] of Object.entries(graph[node] ?? {})) {
+      const nextCost = cost + weight;
+      if (nextCost < (dist.get(neighbor) ?? Infinity)) {
+        dist.set(neighbor, nextCost);
+        pq.queue([neighbor, nextCost]);
+      }
+    }
+  }
+
+  return Infinity;
+}
+export default findShortestPath;
+// Generation time: 16.431s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/2_convex_hull/outputs/google_gemini-3.8-flash EFF_high.js b/tests/2_convex_hull/outputs/google_gemini-3.8-flash EFF_high.js
new file mode 100644
index 0000000..4bc2c1c
--- /dev/null
+++ b/tests/2_convex_hull/outputs/google_gemini-3.8-flash EFF_high.js	
@@ -0,0 +1,23 @@
+export async function findConvexHull(points) {
+  const { sortBy, uniqWith, isEqual } = await import('https://cdn.jsdelivr.net/npm/lodash-es/+esm');
+  
+  const pts = sortBy(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 buildHull = (pList) => pList.reduce((hull, p) => {
+    while (hull.length >= 2 && cross(hull[hull.length - 2], hull[hull.length - 1], p) <= 0) {
+      hull.pop();
+    }
+    return hull.push(p), hull;
+  }, []);
+
+  const lower = buildHull(pts);
+  const upper = buildHull([...pts].reverse());
+
+  return lower.slice(0, -1).concat(upper.slice(0, -1));
+}
+export default findConvexHull;
+// Generation time: 25.877s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/3_signal_pipeline/outputs/google_gemini-3.8-flash EFF_high.js b/tests/3_signal_pipeline/outputs/google_gemini-3.8-flash EFF_high.js
new file mode 100644
index 0000000..021931c
--- /dev/null
+++ b/tests/3_signal_pipeline/outputs/google_gemini-3.8-flash EFF_high.js	
@@ -0,0 +1,49 @@
+export async function analyzeSignal(yamlString) {
+  const [yaml, math, ndarray, fft, 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')
+    ])
+  ).map(m => m.default ?? m);
+
+  const { sampleRate, duration, components } = yaml.load(yamlString);
+  const N = sampleRate * duration;
+  const halfN = N / 2;
+
+  const signal = Float64Array.from({ length: N }, (_, i) => {
+    const t = i / sampleRate;
+    return components.reduce(
+      (sum, { frequency, amplitude }) => sum + amplitude * math.sin(2 * math.pi * frequency * t),
+      0
+    );
+  });
+
+  const real = ndarray(signal, [N]);
+  const imag = ndarray(new Float64Array(N), [N]);
+  fft(1, real, imag);
+
+  const peaks = [];
+  for (let k = 0; k <= halfN; k++) {
+    const magnitude = math.sqrt(real.get(k) ** 2 + imag.get(k) ** 2) / halfN;
+    if (magnitude > 0.1) {
+      peaks.push({ frequencyHz: (k * sampleRate) / N, magnitude });
+    }
+  }
+
+  peaks.sort((a, b) => b.magnitude - a.magnitude);
+  for (const p of peaks) {
+    p.frequencyHz = Math.round(p.frequencyHz);
+    p.magnitude = +p.magnitude.toFixed(2);
+  }
+
+  const rows = peaks.map(p => `<tr><td>${p.frequencyHz}</td><td>${p.magnitude}</td></tr>`).join('');
+  const html = DOMPurify.sanitize(`<table><tr><th>Frequency (Hz)</th><th>Magnitude</th></tr>${rows}</table>`);
+
+  return { peaks, html, signalLength: N };
+}
+export default analyzeSignal;
+// Generation time: 54.838s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/4_hexchain_pipeline/outputs/google_gemini-3.8-flash EFF_high.js b/tests/4_hexchain_pipeline/outputs/google_gemini-3.8-flash EFF_high.js
new file mode 100644
index 0000000..273ca5e
--- /dev/null
+++ b/tests/4_hexchain_pipeline/outputs/google_gemini-3.8-flash EFF_high.js	
@@ -0,0 +1,62 @@
+export async function hexchain(tomlStr) {
+  const cdn = 'https://esm.sh/';
+  const [
+    { parse },
+    { default: seedrandom },
+    { mean: getMean, standardDeviation: getStd, median: getMedian },
+    { default: Ajv },
+    { default: textTable },
+    { default: DOMPurify }
+  ] = await Promise.all([
+    import(`${cdn}smol-toml`),
+    import(`${cdn}seedrandom`),
+    import(`${cdn}simple-statistics`),
+    import(`${cdn}ajv`),
+    import(`${cdn}text-table`),
+    import(`${cdn}dompurify`)
+  ]);
+
+  const config = parse(tomlStr);
+  const ajv = new Ajv();
+  const schema = {
+    type: 'object',
+    required: ['seed', 'count', 'label'],
+    properties: {
+      seed: { type: 'string' },
+      count: { type: 'integer', minimum: 1, maximum: 10000 },
+      label: { type: 'string', minLength: 1 }
+    }
+  };
+
+  if (!ajv.validate(schema, config)) {
+    return { valid: false, errors: ajv.errorsText() };
+  }
+
+  const rng = new seedrandom(config.seed);
+  const nums = Array.from({ length: config.count }, () => rng());
+  const round = fn => +fn(nums).toFixed(6);
+
+  const mean = round(getMean);
+  const stddev = round(getStd);
+  const median = round(getMedian);
+
+  const tableStr = textTable([
+    ['Stat', 'Value'],
+    ['mean', String(mean)],
+    ['stddev', String(stddev)],
+    ['median', String(median)]
+  ]);
+
+  const table = DOMPurify.sanitize(`<pre class="stats">${tableStr}</pre>`);
+
+  return {
+    valid: true,
+    label: config.label,
+    stats: { mean, stddev, median },
+    table,
+    count: config.count
+  };
+}
+export default hexchain;
+// Generation time: 57.013s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/5_markdown_parser/outputs/google_gemini-3.8-flash EFF_high.js b/tests/5_markdown_parser/outputs/google_gemini-3.8-flash EFF_high.js
new file mode 100644
index 0000000..e830f18
--- /dev/null
+++ b/tests/5_markdown_parser/outputs/google_gemini-3.8-flash EFF_high.js	
@@ -0,0 +1,10 @@
+let lib;
+
+export async function parseMarkdown(text = '') {
+  lib ??= import('https://esm.sh/marked');
+  const { marked } = await lib;
+  return marked.parse(String(text));
+}
+export default parseMarkdown;
+// Generation time: 15.759s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/6_csv_processor/outputs/google_gemini-3.8-flash EFF_high.js b/tests/6_csv_processor/outputs/google_gemini-3.8-flash EFF_high.js
new file mode 100644
index 0000000..45cf70f
--- /dev/null
+++ b/tests/6_csv_processor/outputs/google_gemini-3.8-flash EFF_high.js	
@@ -0,0 +1,23 @@
+export async function processCSV(csvString, { filterColumn, filterValue, groupBy, aggregateColumn, operation }) {
+  const Papa = (await import('https://cdn.jsdelivr.net/npm/papaparse@5.4.1/+esm')).default;
+  const { data } = Papa.parse(csvString, { header: true, skipEmptyLines: true });
+
+  const groups = new Map();
+  for (const row of data) {
+    if (row[filterColumn] == filterValue) {
+      const key = row[groupBy];
+      const entry = groups.get(key) || { sum: 0, count: 0 };
+      entry.sum += Number(row[aggregateColumn]) || 0;
+      entry.count++;
+      groups.set(key, entry);
+    }
+  }
+
+  return Array.from(groups, ([key, { sum, count }]) => ({
+    [groupBy]: key,
+    result: operation === 'count' ? count : operation === 'avg' ? sum / count : sum
+  }));
+}
+export default processCSV;
+// Generation time: 82.511s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/7_scheduler/outputs/google_gemini-3.8-flash EFF_high.js b/tests/7_scheduler/outputs/google_gemini-3.8-flash EFF_high.js
new file mode 100644
index 0000000..f10fc56
--- /dev/null
+++ b/tests/7_scheduler/outputs/google_gemini-3.8-flash EFF_high.js	
@@ -0,0 +1,56 @@
+export async function findAvailableSlots(cal1, cal2, constraints) {
+  const { DateTime } = await import('https://cdn.jsdelivr.net/npm/luxon@3/+esm');
+  const { durationMinutes, searchRange, workHours } = constraints;
+  const dur = durationMinutes * 60000;
+  const toUtc = s => DateTime.fromISO(s, { zone: 'utc' });
+  const [sH, sM] = workHours.start.split(':').map(Number);
+  const [eH, eM] = workHours.end.split(':').map(Number);
+
+  const rangeStart = toUtc(searchRange.start);
+  const rangeEnd = toUtc(searchRange.end);
+  const rStartMs = rangeStart.toMillis();
+  const rEndMs = rangeEnd.toMillis();
+
+  const busy = [...cal1, ...cal2]
+    .map(({ start, end }) => ({ s: toUtc(start).toMillis(), e: toUtc(end).toMillis() }))
+    .filter(b => b.s < b.e)
+    .sort((a, b) => a.s - b.s);
+
+  const mergedBusy = busy.reduce((acc, b) => {
+    const last = acc[acc.length - 1];
+    last && b.s <= last.e ? (last.e = Math.max(last.e, b.e)) : acc.push({ ...b });
+    return acc;
+  }, []);
+
+  const slots = [];
+  const addSlots = (from, to) => {
+    for (let t = from; t + dur <= to; t += dur) {
+      slots.push({
+        start: DateTime.fromMillis(t, { zone: 'utc' }).toISO(),
+        end: DateTime.fromMillis(t + dur, { zone: 'utc' }).toISO()
+      });
+    }
+  };
+
+  for (let d = rangeStart.startOf('day'); d <= rangeEnd; d = d.plus({ days: 1 })) {
+    const wStart = Math.max(d.set({ hour: sH, minute: sM, second: 0, millisecond: 0 }).toMillis(), rStartMs);
+    const wEnd = Math.min(d.set({ hour: eH, minute: eM, second: 0, millisecond: 0 }).toMillis(), rEndMs);
+
+    if (wStart < wEnd) {
+      let cur = wStart;
+      for (const b of mergedBusy) {
+        if (b.e <= cur) continue;
+        if (b.s >= wEnd) break;
+        if (b.s > cur) addSlots(cur, Math.min(b.s, wEnd));
+        cur = Math.max(cur, b.e);
+        if (cur >= wEnd) break;
+      }
+      if (cur < wEnd) addSlots(cur, wEnd);
+    }
+  }
+
+  return slots;
+}
+export default findAvailableSlots;
+// Generation time: 71.113s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/8_json_validator/outputs/google_gemini-3.8-flash EFF_high.js b/tests/8_json_validator/outputs/google_gemini-3.8-flash EFF_high.js
new file mode 100644
index 0000000..392a5bf
--- /dev/null
+++ b/tests/8_json_validator/outputs/google_gemini-3.8-flash EFF_high.js	
@@ -0,0 +1,20 @@
+export async function validateJSON(data, schema) {
+  try {
+    const { default: Ajv } = await import('https://esm.sh/ajv@8');
+    const validate = new Ajv({ allErrors: true, strict: false }).compile(schema);
+    const valid = !!validate(data);
+
+    return {
+      valid,
+      errors: valid ? [] : validate.errors.map(e => e.instancePath ? `${e.instancePath} ${e.message}` : e.message)
+    };
+  } catch (err) {
+    return {
+      valid: false,
+      errors: [err.message]
+    };
+  }
+}
+export default validateJSON;
+// Generation time: 22.203s
+// Result: PASS
\ No newline at end of file
diff --git a/tests/9_stream_visualizer/outputs/google_gemini-3.8-flash EFF_high.js b/tests/9_stream_visualizer/outputs/google_gemini-3.8-flash EFF_high.js
new file mode 100644
index 0000000..c3024e0
--- /dev/null
+++ b/tests/9_stream_visualizer/outputs/google_gemini-3.8-flash EFF_high.js	
@@ -0,0 +1,34 @@
+export async function createStreamVisualizer(asyncIterable, { maxPoints, alpha, width, height, yDomain }) {
+  const [d3, data] = await Promise.all([
+    import('d3'),
+    (async () => {
+      const buffer = [];
+      let ema;
+      for await (const { timestamp, value } of asyncIterable) {
+        ema = ema == null ? value : alpha * value + (1 - alpha) * ema;
+        buffer.push({ timestamp, value, ema });
+        if (buffer.length > maxPoints) buffer.shift();
+      }
+      return buffer;
+    })()
+  ]);
+
+  if (!data.length) return { data, path: '' };
+
+  const x = d3.scaleLinear()
+    .domain([data[0].timestamp, data.at(-1).timestamp])
+    .range([0, width]);
+
+  const y = d3.scaleLinear()
+    .domain(yDomain)
+    .range([height, 0]);
+
+  const path = d3.line()
+    .x(d => x(d.timestamp))
+    .y(d => y(d.ema))(data) ?? '';
+
+  return { data, path };
+}
+export default createStreamVisualizer;
+// Generation time: 21.189s
+// Result: FAIL
\ No newline at end of file