From 333a75ec9292ae456fbb58360b3a1189a2b7858d Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Szab=C3=B3=20D=C3=A1vid?= <lakatosidev25@gmail.com>
Date: Sat, 27 Jun 2026 10:30:11 +0200
Subject: [PATCH] Add data fabrication anomaly assistant

---
 data-fabrication-anomaly-assistant/README.md  |  23 ++
 data-fabrication-anomaly-assistant/demo.js    |  31 ++
 .../make-demo-video.js                        |  50 ++++
 .../package.json                              |  13 +
 .../reports/clean-review.json                 |   9 +
 .../reports/demo.mp4                          | Bin 0 -> 23155 bytes
 .../reports/risky-review.json                 |  45 +++
 .../reports/risky-review.md                   |  22 ++
 .../reports/summary.svg                       |  11 +
 .../src/assistant.js                          | 278 ++++++++++++++++++
 .../src/samplePackets.js                      |  39 +++
 data-fabrication-anomaly-assistant/test.js    |  31 ++
 12 files changed, 552 insertions(+)
 create mode 100644 data-fabrication-anomaly-assistant/README.md
 create mode 100644 data-fabrication-anomaly-assistant/demo.js
 create mode 100644 data-fabrication-anomaly-assistant/make-demo-video.js
 create mode 100644 data-fabrication-anomaly-assistant/package.json
 create mode 100644 data-fabrication-anomaly-assistant/reports/clean-review.json
 create mode 100644 data-fabrication-anomaly-assistant/reports/demo.mp4
 create mode 100644 data-fabrication-anomaly-assistant/reports/risky-review.json
 create mode 100644 data-fabrication-anomaly-assistant/reports/risky-review.md
 create mode 100644 data-fabrication-anomaly-assistant/reports/summary.svg
 create mode 100644 data-fabrication-anomaly-assistant/src/assistant.js
 create mode 100644 data-fabrication-anomaly-assistant/src/samplePackets.js
 create mode 100644 data-fabrication-anomaly-assistant/test.js

diff --git a/data-fabrication-anomaly-assistant/README.md b/data-fabrication-anomaly-assistant/README.md
new file mode 100644
index 00000000..4f147908
--- /dev/null
+++ b/data-fabrication-anomaly-assistant/README.md
@@ -0,0 +1,23 @@
+# Data Fabrication Anomaly Assistant
+
+This is a focused AI-Powered Research Assistant Suite slice for issue #16. It reviews synthetic manuscript data packets before AI peer-review output is trusted and emits release, review, or hold decisions for data-forensics red flags.
+
+The assistant checks:
+
+- repeated measurement rows that need raw-data verification
+- invalid collection timestamps that cannot be audited
+- terminal-digit preference that suggests rounding or synthetic entry
+- unusually smooth measurement series
+- perfect group separation that needs preregistered exclusion and raw-row provenance
+
+All fixtures are synthetic. The module does not call external AI services, publisher APIs, private datasets, credential stores, payment systems, or live manuscript systems.
+
+## Run
+
+```sh
+npm run check
+npm test
+npm run demo
+```
+
+The demo writes reviewer artifacts under `reports/`.
diff --git a/data-fabrication-anomaly-assistant/demo.js b/data-fabrication-anomaly-assistant/demo.js
new file mode 100644
index 00000000..bbbf04a9
--- /dev/null
+++ b/data-fabrication-anomaly-assistant/demo.js
@@ -0,0 +1,31 @@
+import fs from "node:fs";
+import path from "node:path";
+import {
+  evaluateFabricationAnomalyPacket,
+  renderSummarySvg,
+  summarizeReview,
+} from "./src/assistant.js";
+import { cleanPacket, riskyPacket } from "./src/samplePackets.js";
+
+const reportsDir = path.join(process.cwd(), "reports");
+fs.mkdirSync(reportsDir, { recursive: true });
+
+const clean = evaluateFabricationAnomalyPacket(cleanPacket);
+const risky = evaluateFabricationAnomalyPacket(riskyPacket);
+
+fs.writeFileSync(
+  path.join(reportsDir, "clean-review.json"),
+  `${JSON.stringify(clean, null, 2)}\n`,
+);
+fs.writeFileSync(
+  path.join(reportsDir, "risky-review.json"),
+  `${JSON.stringify(risky, null, 2)}\n`,
+);
+fs.writeFileSync(path.join(reportsDir, "risky-review.md"), summarizeReview(risky));
+fs.writeFileSync(path.join(reportsDir, "summary.svg"), renderSummarySvg(risky));
+
+console.log("Wrote data fabrication anomaly assistant reports:");
+console.log("- reports/clean-review.json");
+console.log("- reports/risky-review.json");
+console.log("- reports/risky-review.md");
+console.log("- reports/summary.svg");
diff --git a/data-fabrication-anomaly-assistant/make-demo-video.js b/data-fabrication-anomaly-assistant/make-demo-video.js
new file mode 100644
index 00000000..0d1752be
--- /dev/null
+++ b/data-fabrication-anomaly-assistant/make-demo-video.js
@@ -0,0 +1,50 @@
+import { spawnSync } from "node:child_process";
+import path from "node:path";
+import { riskyPacket } from "./src/samplePackets.js";
+import { evaluateFabricationAnomalyPacket } from "./src/assistant.js";
+
+const reportsDir = path.join(process.cwd(), "reports");
+const demoMp4 = path.join(reportsDir, "demo.mp4");
+const resultPacket = evaluateFabricationAnomalyPacket(riskyPacket);
+
+function escapeDrawtext(text) {
+  return text.replaceAll("\\", "\\\\").replaceAll(":", "\\:").replaceAll("'", "\\'");
+}
+
+const font = "C\\:/Windows/Fonts/arial.ttf";
+const lines = [
+  "Data Fabrication Anomaly Assistant",
+  `Decision ${resultPacket.decision} | Findings ${resultPacket.findingCount}`,
+  "Flags duplicate rows, invalid timestamps, digit preference, smooth series, and perfect separation.",
+  `Audit digest ${resultPacket.auditDigest}`,
+];
+const drawText = lines
+  .map(
+    (line, index) =>
+      `drawtext=fontfile='${font}':text='${escapeDrawtext(line)}':x=48:y=${64 + index * 72}:fontsize=${index === 0 ? 34 : 24}:fontcolor=${index === 1 ? "0xffdddd" : "white"}`,
+  )
+  .join(",");
+
+const result = spawnSync(
+  "ffmpeg",
+  [
+    "-y",
+    "-f",
+    "lavfi",
+    "-i",
+    "color=c=0x111827:s=960x540:r=12",
+    "-t",
+    "4",
+    "-vf",
+    `${drawText},format=yuv420p`,
+    "-an",
+    demoMp4,
+  ],
+  { encoding: "utf8" },
+);
+
+if (result.status !== 0) {
+  throw new Error(result.stderr || "ffmpeg failed to render demo.mp4");
+}
+
+console.log(`Wrote ${path.relative(process.cwd(), demoMp4)}`);
diff --git a/data-fabrication-anomaly-assistant/package.json b/data-fabrication-anomaly-assistant/package.json
new file mode 100644
index 00000000..6f386f49
--- /dev/null
+++ b/data-fabrication-anomaly-assistant/package.json
@@ -0,0 +1,13 @@
+{
+  "name": "data-fabrication-anomaly-assistant",
+  "version": "1.0.0",
+  "private": true,
+  "description": "Synthetic data-forensics review assistant for SCIBASE AI research review packets.",
+  "type": "module",
+  "scripts": {
+    "check": "node --check src/assistant.js && node --check src/samplePackets.js && node --check test.js && node --check demo.js && node --check make-demo-video.js",
+    "test": "node test.js",
+    "demo": "node demo.js",
+    "demo:video": "node make-demo-video.js"
+  }
+}
diff --git a/data-fabrication-anomaly-assistant/reports/clean-review.json b/data-fabrication-anomaly-assistant/reports/clean-review.json
new file mode 100644
index 00000000..a73db814
--- /dev/null
+++ b/data-fabrication-anomaly-assistant/reports/clean-review.json
@@ -0,0 +1,9 @@
+{
+  "packetId": "clean-growth-study",
+  "manuscriptTitle": "Enzyme response in replicated plant growth chambers",
+  "decision": "RELEASE",
+  "findingCount": 0,
+  "findings": [],
+  "auditDigest": "5db12124295e2085",
+  "assistantScope": "Synthetic data-fabrication anomaly red flags before AI peer-review output is trusted."
+}
diff --git a/data-fabrication-anomaly-assistant/reports/demo.mp4 b/data-fabrication-anomaly-assistant/reports/demo.mp4
new file mode 100644
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diff --git a/data-fabrication-anomaly-assistant/reports/risky-review.json b/data-fabrication-anomaly-assistant/reports/risky-review.json
new file mode 100644
index 00000000..c6167afe
--- /dev/null
+++ b/data-fabrication-anomaly-assistant/reports/risky-review.json
@@ -0,0 +1,45 @@
+{
+  "packetId": "risky-cytokine-study",
+  "manuscriptTitle": "Cytokine response claims from a disputed assay batch",
+  "decision": "HOLD",
+  "findingCount": 5,
+  "findings": [
+    {
+      "id": "duplicate-measurement-rows",
+      "severity": "high",
+      "title": "Repeated measurement rows need raw-data verification",
+      "evidence": "1 duplicate row pair(s): #12/#13",
+      "action": "Hold AI review output until source instruments, audit trail, and import logs explain the repeated rows."
+    },
+    {
+      "id": "invalid-collection-timestamps",
+      "severity": "high",
+      "title": "Collection timestamps are not machine-auditable",
+      "evidence": "Invalid timestamp rows: #14",
+      "action": "Require normalized ISO-8601 collection timestamps before the assistant cites this dataset."
+    },
+    {
+      "id": "terminal-digit-preference",
+      "severity": "medium",
+      "title": "Terminal digit distribution is unusually concentrated",
+      "evidence": "50% of numeric measurements end in 0",
+      "action": "Ask for raw instrument exports or an explanation of rounding rules before trusting fine-grained effects."
+    },
+    {
+      "id": "over-smooth-measurement-series",
+      "severity": "medium",
+      "title": "Measurement series is smoother than expected for independent observations",
+      "evidence": "control delta sd/value sd=0",
+      "action": "Route to statistical reviewer for instrument drift, interpolation, or synthetic-row checks."
+    },
+    {
+      "id": "perfect-between-group-separation",
+      "severity": "medium",
+      "title": "Groups separate perfectly without overlap",
+      "evidence": "control: n=6, range=10-12.5; treated: n=8, range=20-23",
+      "action": "Require preregistered exclusion rules and raw row provenance before strong causal or classification claims are released."
+    }
+  ],
+  "auditDigest": "6466f6cc655b23a7",
+  "assistantScope": "Synthetic data-fabrication anomaly red flags before AI peer-review output is trusted."
+}
diff --git a/data-fabrication-anomaly-assistant/reports/risky-review.md b/data-fabrication-anomaly-assistant/reports/risky-review.md
new file mode 100644
index 00000000..cf5d36fd
--- /dev/null
+++ b/data-fabrication-anomaly-assistant/reports/risky-review.md
@@ -0,0 +1,22 @@
+# Data fabrication anomaly review: Cytokine response claims from a disputed assay batch
+
+Decision: **HOLD**
+Audit digest: `6466f6cc655b23a7`
+
+## Findings
+
+- **HIGH** Repeated measurement rows need raw-data verification (duplicate-measurement-rows)
+  Evidence: 1 duplicate row pair(s): #12/#13
+  Action: Hold AI review output until source instruments, audit trail, and import logs explain the repeated rows.
+- **HIGH** Collection timestamps are not machine-auditable (invalid-collection-timestamps)
+  Evidence: Invalid timestamp rows: #14
+  Action: Require normalized ISO-8601 collection timestamps before the assistant cites this dataset.
+- **MEDIUM** Terminal digit distribution is unusually concentrated (terminal-digit-preference)
+  Evidence: 50% of numeric measurements end in 0
+  Action: Ask for raw instrument exports or an explanation of rounding rules before trusting fine-grained effects.
+- **MEDIUM** Measurement series is smoother than expected for independent observations (over-smooth-measurement-series)
+  Evidence: control delta sd/value sd=0
+  Action: Route to statistical reviewer for instrument drift, interpolation, or synthetic-row checks.
+- **MEDIUM** Groups separate perfectly without overlap (perfect-between-group-separation)
+  Evidence: control: n=6, range=10-12.5; treated: n=8, range=20-23
+  Action: Require preregistered exclusion rules and raw row provenance before strong causal or classification claims are released.
diff --git a/data-fabrication-anomaly-assistant/reports/summary.svg b/data-fabrication-anomaly-assistant/reports/summary.svg
new file mode 100644
index 00000000..fd82864f
--- /dev/null
+++ b/data-fabrication-anomaly-assistant/reports/summary.svg
@@ -0,0 +1,11 @@
+<svg xmlns="http://www.w3.org/2000/svg" width="960" height="540" viewBox="0 0 960 540">
+  <rect width="960" height="540" fill="#f8fafc"/>
+  <rect x="24" y="24" width="912" height="492" rx="10" fill="#ffffff" stroke="#d1d5db"/>
+  <text x="34" y="72" font-family="Arial, sans-serif" font-size="34" font-weight="700" fill="#111827">Data Fabrication Anomaly Assistant</text>
+  <text x="34" y="112" font-family="Arial, sans-serif" font-size="20" fill="#374151">Cytokine response claims from a disputed assay batch</text>
+  <rect x="34" y="136" width="180" height="44" rx="6" fill="#b91c1c"/>
+  <text x="58" y="165" font-family="Arial, sans-serif" font-size="22" font-weight="700" fill="#ffffff">HOLD</text>
+  <text x="240" y="165" font-family="Arial, sans-serif" font-size="18" fill="#374151">Findings: 5 | Digest: 6466f6cc655b23a7</text>
+  <g font-family="Arial, sans-serif"><text x="34" y="180" font-size="18" fill="#111827">HIGH - duplicate-measurement-rows</text><text x="34" y="214" font-size="18" fill="#111827">HIGH - invalid-collection-timestamps</text><text x="34" y="248" font-size="18" fill="#111827">MEDIUM - terminal-digit-preference</text><text x="34" y="282" font-size="18" fill="#111827">MEDIUM - over-smooth-measurement-series</text></g>
+  <text x="34" y="482" font-family="Arial, sans-serif" font-size="16" fill="#6b7280">Synthetic data only. No live manuscripts, private datasets, credentials, or external APIs.</text>
+</svg>
diff --git a/data-fabrication-anomaly-assistant/src/assistant.js b/data-fabrication-anomaly-assistant/src/assistant.js
new file mode 100644
index 00000000..13f61ef5
--- /dev/null
+++ b/data-fabrication-anomaly-assistant/src/assistant.js
@@ -0,0 +1,278 @@
+import crypto from "node:crypto";
+
+const DECISION_RANK = {
+  RELEASE: 0,
+  REVIEW: 1,
+  HOLD: 2,
+};
+
+function strongerDecision(current, next) {
+  return DECISION_RANK[next] > DECISION_RANK[current] ? next : current;
+}
+
+function round(value, places = 3) {
+  return Number(value.toFixed(places));
+}
+
+function median(values) {
+  const sorted = [...values].sort((a, b) => a - b);
+  const middle = Math.floor(sorted.length / 2);
+  return sorted.length % 2
+    ? sorted[middle]
+    : (sorted[middle - 1] + sorted[middle]) / 2;
+}
+
+function stddev(values) {
+  if (values.length < 2) return 0;
+  const mean = values.reduce((sum, value) => sum + value, 0) / values.length;
+  const variance =
+    values.reduce((sum, value) => sum + (value - mean) ** 2, 0) /
+    (values.length - 1);
+  return Math.sqrt(variance);
+}
+
+function finding(id, severity, title, evidence, action) {
+  return { id, severity, title, evidence, action };
+}
+
+function digestPacket(packet) {
+  const stable = JSON.stringify(packet, Object.keys(packet).sort());
+  return crypto.createHash("sha256").update(stable).digest("hex").slice(0, 16);
+}
+
+function normalizeRecords(records = []) {
+  return records.map((record, index) => ({
+    index,
+    participantId: String(record.participantId ?? `row-${index + 1}`),
+    group: String(record.group ?? "unknown"),
+    value: Number(record.value),
+    collectedAt: record.collectedAt,
+    operatorId: String(record.operatorId ?? "unknown"),
+  }));
+}
+
+function findDuplicateRows(records) {
+  const seen = new Map();
+  const duplicates = [];
+  for (const record of records) {
+    const key = [
+      record.group,
+      record.value,
+      record.collectedAt,
+      record.operatorId,
+    ].join("|");
+    if (seen.has(key)) {
+      duplicates.push([seen.get(key), record.index]);
+    } else {
+      seen.set(key, record.index);
+    }
+  }
+
+  if (duplicates.length === 0) return null;
+  return finding(
+    "duplicate-measurement-rows",
+    "high",
+    "Repeated measurement rows need raw-data verification",
+    `${duplicates.length} duplicate row pair(s): ${duplicates
+      .map(([a, b]) => `#${a + 1}/#${b + 1}`)
+      .join(", ")}`,
+    "Hold AI review output until source instruments, audit trail, and import logs explain the repeated rows.",
+  );
+}
+
+function findImpossibleTimestamps(records) {
+  const invalidRows = records.filter((record) => {
+    const parsed = new Date(record.collectedAt);
+    return Number.isNaN(parsed.getTime());
+  });
+
+  if (invalidRows.length === 0) return null;
+  return finding(
+    "invalid-collection-timestamps",
+    "high",
+    "Collection timestamps are not machine-auditable",
+    `Invalid timestamp rows: ${invalidRows.map((row) => `#${row.index + 1}`).join(", ")}`,
+    "Require normalized ISO-8601 collection timestamps before the assistant cites this dataset.",
+  );
+}
+
+function findDigitPreference(records) {
+  const numericRows = records.filter((record) => Number.isFinite(record.value));
+  if (numericRows.length < 10) return null;
+
+  const terminalCounts = new Map();
+  for (const record of numericRows) {
+    const terminal = Math.abs(Math.round(record.value * 10)) % 10;
+    terminalCounts.set(terminal, (terminalCounts.get(terminal) ?? 0) + 1);
+  }
+
+  const [digit, count] = [...terminalCounts.entries()].sort(
+    (a, b) => b[1] - a[1],
+  )[0];
+  const share = count / numericRows.length;
+
+  if (share < 0.45) return null;
+  return finding(
+    "terminal-digit-preference",
+    "medium",
+    "Terminal digit distribution is unusually concentrated",
+    `${round(share * 100, 1)}% of numeric measurements end in ${digit}`,
+    "Ask for raw instrument exports or an explanation of rounding rules before trusting fine-grained effects.",
+  );
+}
+
+function findTooSmoothSequence(records) {
+  const byGroup = Map.groupBy(
+    records.filter((record) => Number.isFinite(record.value)),
+    (record) => record.group,
+  );
+  const suspicious = [];
+
+  for (const [group, groupRecords] of byGroup.entries()) {
+    if (groupRecords.length < 6) continue;
+    const sorted = [...groupRecords].sort(
+      (a, b) => new Date(a.collectedAt) - new Date(b.collectedAt),
+    );
+    const deltas = sorted
+      .slice(1)
+      .map((record, index) => round(record.value - sorted[index].value, 4));
+    const deltaSpread = stddev(deltas);
+    const valueSpread = stddev(sorted.map((record) => record.value));
+    if (valueSpread > 0 && deltaSpread / valueSpread < 0.045) {
+      suspicious.push(`${group} delta sd/value sd=${round(deltaSpread / valueSpread, 4)}`);
+    }
+  }
+
+  if (suspicious.length === 0) return null;
+  return finding(
+    "over-smooth-measurement-series",
+    "medium",
+    "Measurement series is smoother than expected for independent observations",
+    suspicious.join("; "),
+    "Route to statistical reviewer for instrument drift, interpolation, or synthetic-row checks.",
+  );
+}
+
+function findPerfectSeparation(records) {
+  const byGroup = Map.groupBy(
+    records.filter((record) => Number.isFinite(record.value)),
+    (record) => record.group,
+  );
+  if (byGroup.size < 2) return null;
+  const summaries = [...byGroup.entries()].map(([group, groupRecords]) => {
+    const values = groupRecords.map((record) => record.value);
+    return {
+      group,
+      n: values.length,
+      min: Math.min(...values),
+      max: Math.max(...values),
+      median: median(values),
+    };
+  });
+
+  const ordered = summaries.sort((a, b) => a.median - b.median);
+  const gaps = ordered
+    .slice(1)
+    .map((summary, index) => summary.min - ordered[index].max);
+  const separated = gaps.some((gap) => gap > 0);
+  const allGroupsLargeEnough = summaries.every((summary) => summary.n >= 6);
+
+  if (!separated || !allGroupsLargeEnough) return null;
+  return finding(
+    "perfect-between-group-separation",
+    "medium",
+    "Groups separate perfectly without overlap",
+    summaries
+      .map(
+        (summary) =>
+          `${summary.group}: n=${summary.n}, range=${round(summary.min)}-${round(summary.max)}`,
+      )
+      .join("; "),
+    "Require preregistered exclusion rules and raw row provenance before strong causal or classification claims are released.",
+  );
+}
+
+export function evaluateFabricationAnomalyPacket(packet) {
+  const records = normalizeRecords(packet.records);
+  const findings = [
+    findDuplicateRows(records),
+    findImpossibleTimestamps(records),
+    findDigitPreference(records),
+    findTooSmoothSequence(records),
+    findPerfectSeparation(records),
+  ].filter(Boolean);
+
+  let decision = "RELEASE";
+  for (const item of findings) {
+    decision = strongerDecision(
+      decision,
+      item.severity === "high" ? "HOLD" : "REVIEW",
+    );
+  }
+
+  return {
+    packetId: packet.id,
+    manuscriptTitle: packet.manuscriptTitle,
+    decision,
+    findingCount: findings.length,
+    findings,
+    auditDigest: digestPacket({
+      id: packet.id,
+      records,
+      findings: findings.map((item) => item.id),
+    }),
+    assistantScope:
+      "Synthetic data-fabrication anomaly red flags before AI peer-review output is trusted.",
+  };
+}
+
+export function summarizeReview(result) {
+  const lines = [
+    `# Data fabrication anomaly review: ${result.manuscriptTitle}`,
+    "",
+    `Decision: **${result.decision}**`,
+    `Audit digest: \`${result.auditDigest}\``,
+    "",
+  ];
+
+  if (result.findings.length === 0) {
+    lines.push("No fabrication-anomaly red flags were detected in the synthetic packet.");
+  } else {
+    lines.push("## Findings", "");
+    for (const item of result.findings) {
+      lines.push(
+        `- **${item.severity.toUpperCase()}** ${item.title} (${item.id})`,
+        `  Evidence: ${item.evidence}`,
+        `  Action: ${item.action}`,
+      );
+    }
+  }
+
+  return `${lines.join("\n")}\n`;
+}
+
+export function renderSummarySvg(result) {
+  const hold = result.decision === "HOLD";
+  const review = result.decision === "REVIEW";
+  const accent = hold ? "#b91c1c" : review ? "#b45309" : "#047857";
+  const rows = result.findings.slice(0, 4);
+  const findingRows = rows
+    .map(
+      (item, index) =>
+        `<text x="34" y="${180 + index * 34}" font-size="18" fill="#111827">${item.severity.toUpperCase()} - ${item.id}</text>`,
+    )
+    .join("");
+
+  return `<svg xmlns="http://www.w3.org/2000/svg" width="960" height="540" viewBox="0 0 960 540">
+  <rect width="960" height="540" fill="#f8fafc"/>
+  <rect x="24" y="24" width="912" height="492" rx="10" fill="#ffffff" stroke="#d1d5db"/>
+  <text x="34" y="72" font-family="Arial, sans-serif" font-size="34" font-weight="700" fill="#111827">Data Fabrication Anomaly Assistant</text>
+  <text x="34" y="112" font-family="Arial, sans-serif" font-size="20" fill="#374151">${result.manuscriptTitle}</text>
+  <rect x="34" y="136" width="180" height="44" rx="6" fill="${accent}"/>
+  <text x="58" y="165" font-family="Arial, sans-serif" font-size="22" font-weight="700" fill="#ffffff">${result.decision}</text>
+  <text x="240" y="165" font-family="Arial, sans-serif" font-size="18" fill="#374151">Findings: ${result.findingCount} | Digest: ${result.auditDigest}</text>
+  <g font-family="Arial, sans-serif">${findingRows || '<text x="34" y="180" font-size="18" fill="#111827">No red flags detected.</text>'}</g>
+  <text x="34" y="482" font-family="Arial, sans-serif" font-size="16" fill="#6b7280">Synthetic data only. No live manuscripts, private datasets, credentials, or external APIs.</text>
+</svg>
+`;
+}
diff --git a/data-fabrication-anomaly-assistant/src/samplePackets.js b/data-fabrication-anomaly-assistant/src/samplePackets.js
new file mode 100644
index 00000000..8af499a1
--- /dev/null
+++ b/data-fabrication-anomaly-assistant/src/samplePackets.js
@@ -0,0 +1,39 @@
+export const cleanPacket = {
+  id: "clean-growth-study",
+  manuscriptTitle: "Enzyme response in replicated plant growth chambers",
+  records: [
+    { participantId: "P001", group: "control", value: 9.7, collectedAt: "2026-02-01T09:00:00Z", operatorId: "op-a" },
+    { participantId: "P002", group: "control", value: 10.4, collectedAt: "2026-02-01T09:06:00Z", operatorId: "op-b" },
+    { participantId: "P003", group: "control", value: 11.1, collectedAt: "2026-02-01T09:12:00Z", operatorId: "op-a" },
+    { participantId: "P004", group: "control", value: 10.8, collectedAt: "2026-02-01T09:18:00Z", operatorId: "op-b" },
+    { participantId: "P005", group: "control", value: 9.9, collectedAt: "2026-02-01T09:24:00Z", operatorId: "op-a" },
+    { participantId: "P006", group: "control", value: 10.6, collectedAt: "2026-02-01T09:30:00Z", operatorId: "op-b" },
+    { participantId: "P007", group: "treated", value: 11.3, collectedAt: "2026-02-01T10:00:00Z", operatorId: "op-a" },
+    { participantId: "P008", group: "treated", value: 12.1, collectedAt: "2026-02-01T10:06:00Z", operatorId: "op-b" },
+    { participantId: "P009", group: "treated", value: 10.9, collectedAt: "2026-02-01T10:12:00Z", operatorId: "op-a" },
+    { participantId: "P010", group: "treated", value: 12.7, collectedAt: "2026-02-01T10:18:00Z", operatorId: "op-b" },
+    { participantId: "P011", group: "treated", value: 11.8, collectedAt: "2026-02-01T10:24:00Z", operatorId: "op-a" },
+    { participantId: "P012", group: "treated", value: 12.4, collectedAt: "2026-02-01T10:30:00Z", operatorId: "op-b" }
+  ]
+};
+
+export const riskyPacket = {
+  id: "risky-cytokine-study",
+  manuscriptTitle: "Cytokine response claims from a disputed assay batch",
+  records: [
+    { participantId: "C001", group: "control", value: 10.0, collectedAt: "2026-03-01T09:00:00Z", operatorId: "op-a" },
+    { participantId: "C002", group: "control", value: 10.5, collectedAt: "2026-03-01T09:05:00Z", operatorId: "op-a" },
+    { participantId: "C003", group: "control", value: 11.0, collectedAt: "2026-03-01T09:10:00Z", operatorId: "op-a" },
+    { participantId: "C004", group: "control", value: 11.5, collectedAt: "2026-03-01T09:15:00Z", operatorId: "op-a" },
+    { participantId: "C005", group: "control", value: 12.0, collectedAt: "2026-03-01T09:20:00Z", operatorId: "op-a" },
+    { participantId: "C006", group: "control", value: 12.5, collectedAt: "2026-03-01T09:25:00Z", operatorId: "op-a" },
+    { participantId: "T001", group: "treated", value: 20.0, collectedAt: "2026-03-01T10:00:00Z", operatorId: "op-b" },
+    { participantId: "T002", group: "treated", value: 20.5, collectedAt: "2026-03-01T10:05:00Z", operatorId: "op-b" },
+    { participantId: "T003", group: "treated", value: 21.0, collectedAt: "2026-03-01T10:10:00Z", operatorId: "op-b" },
+    { participantId: "T004", group: "treated", value: 21.5, collectedAt: "2026-03-01T10:15:00Z", operatorId: "op-b" },
+    { participantId: "T005", group: "treated", value: 22.0, collectedAt: "2026-03-01T10:20:00Z", operatorId: "op-b" },
+    { participantId: "T006", group: "treated", value: 22.5, collectedAt: "2026-03-01T10:25:00Z", operatorId: "op-b" },
+    { participantId: "T007", group: "treated", value: 22.5, collectedAt: "2026-03-01T10:25:00Z", operatorId: "op-b" },
+    { participantId: "T008", group: "treated", value: 23.0, collectedAt: "not-a-date", operatorId: "op-b" }
+  ]
+};
diff --git a/data-fabrication-anomaly-assistant/test.js b/data-fabrication-anomaly-assistant/test.js
new file mode 100644
index 00000000..42ba1b5e
--- /dev/null
+++ b/data-fabrication-anomaly-assistant/test.js
@@ -0,0 +1,31 @@
+import assert from "node:assert/strict";
+import {
+  evaluateFabricationAnomalyPacket,
+  renderSummarySvg,
+  summarizeReview,
+} from "./src/assistant.js";
+import { cleanPacket, riskyPacket } from "./src/samplePackets.js";
+
+const clean = evaluateFabricationAnomalyPacket(cleanPacket);
+assert.equal(clean.decision, "RELEASE");
+assert.equal(clean.findingCount, 0);
+assert.match(clean.auditDigest, /^[0-9a-f]{16}$/);
+
+const risky = evaluateFabricationAnomalyPacket(riskyPacket);
+assert.equal(risky.decision, "HOLD");
+assert.ok(risky.findings.some((item) => item.id === "duplicate-measurement-rows"));
+assert.ok(risky.findings.some((item) => item.id === "invalid-collection-timestamps"));
+assert.ok(risky.findings.some((item) => item.id === "terminal-digit-preference"));
+assert.ok(risky.findings.some((item) => item.id === "over-smooth-measurement-series"));
+assert.ok(risky.findings.some((item) => item.id === "perfect-between-group-separation"));
+
+const markdown = summarizeReview(risky);
+assert.match(markdown, /Data fabrication anomaly review/);
+assert.match(markdown, /HOLD/);
+assert.match(markdown, /raw-data verification/);
+
+const svg = renderSummarySvg(risky);
+assert.match(svg, /<svg/);
+assert.match(svg, /Data Fabrication Anomaly Assistant/);
+
+console.log("data fabrication anomaly assistant tests passed");