diff --git a/docs/adr/ADR-373-host-device-access-layer.md b/docs/adr/ADR-373-host-device-access-layer.md
index c75bccc59..df8aa6ad8 100644
--- a/docs/adr/ADR-373-host-device-access-layer.md
+++ b/docs/adr/ADR-373-host-device-access-layer.md
@@ -175,6 +175,20 @@ scrubbed child env) and aborted on the firmware's U+2192 log character, so
 `bootLog.captured` was false and an earlier abort would have hidden the CSI
 evidence. It now writes raw bytes; a regression test forces cp1252.
 
+Live RTL8721Dx re-run (MEASURED, board 4 on COM10, node 3, alongside the C6):
+`devices` classified COM10 as `realtek`; a 20 s capture decoded 7,404/7,404
+packets (6,959 RAC1 frames at 348 Hz, RSSI −38.9 dBm, 200 RHB1 heartbeats);
+`monitor --baud 1500000` saw 62 CSI log lines and did not reset the board
+(sequence kept rising, 80,856 → 88,257). `--analyze --node-id 3` ran 12,549
+live frames at a measured 313.7 Hz through the WASM kernel (integrity
+verified). The board also exposed a loss-accounting bug carried over from the
+original code: one stray sequence value (+52,835, then straight back) was
+counted as 52,834 lost frames, giving 97% "loss". The tracker now treats a
+single out-of-window value as a stray, needs two agreeing frames to accept a
+counter reset, and lets a late packet fill its own gap. Against ground truth
+(unique sequence numbers over the span, 15 s): 4,783/4,783 present, true loss
+0, 9 strays — the tracker reported loss 0 and 9 strays.
+
 ## Consequences
 
 - One command per modality works across CLI, MCP and SDK, with actionable
diff --git a/harness/ruview/.harness/manifest.json b/harness/ruview/.harness/manifest.json
index b0fc82d76..6d788c4b7 100644
--- a/harness/ruview/.harness/manifest.json
+++ b/harness/ruview/.harness/manifest.json
@@ -44,7 +44,7 @@
     "skills/train-pose.md": "8cb132e468392497377828f7974c744e4c877134ed9a87f960f77fa1221540ba",
     "skills/verify.md": "2d38d240e9810a7827e2ebd3717dc0f85c646cc92e46c3812fe77c5b9eb40b76",
     "src/brain.js": "0f16a75aea943acdacc430ff11d5df7ecdec9cca2ab497795ff6f33eaebdfab6",
-    "src/devices/esp32.js": "54e234f41d88a5032f473791e78cfc2fd2a34776af19c9ac4943c3a1e9be381e",
+    "src/devices/esp32.js": "59c445b9d36188405d075953941a0abf261ea3ee8c0523ffe71ac1d00fcccbff",
     "src/devices/lidar.js": "d753d88375358ced5174376753c276b5ca621f38ae48eac58dbb307b9004b629",
     "src/devices/mmwave.js": "09d828e3b3e140926194ab83bf27e7c63cbda1cf438385c82c0e89b9d8e4b526",
     "src/devices/registry.js": "26725e43adaa908b41462f492c5f6bf63e9193f3ee076e3d64ebaa012b66f6be",
@@ -70,7 +70,7 @@
     "src/tools.js": "cd72ac87e85e0bfbef7af11c98d03c4cb63a5bdd5da760460e9df8de9468bc34",
     "src/training.js": "b8451c48db69c7d077d75f07500996213beaa52705116f64afafe084e68e3956"
   },
-  "filesDigest": "df2350f6a9989615e1978dfc57377edca97e794001ed23a3348ded984441d033",
+  "filesDigest": "b8c8a261e647535ccfafc54783fc25d7de961eab584b3365c9457f9cf9cfe46f",
   "brainDigest": "c0fb7b079ded157059b91601361429944697dae3cc42abc00dfe1a680986b0f4",
   "gateFingerprint": "6e53c784eee38310188948fc75fb49e6b4ebc04e247d01b903fa8c8a92d67bdd",
   "developmentPins": {
diff --git a/harness/ruview/.harness/manifest.sha256 b/harness/ruview/.harness/manifest.sha256
index 1d25fe1db..f724e6c8c 100644
--- a/harness/ruview/.harness/manifest.sha256
+++ b/harness/ruview/.harness/manifest.sha256
@@ -1 +1 @@
-3dc0ee81f9b5ded15ed1016e7cc4e5ac31d4cb45064af154242d441e237ebde9  manifest.json
+36990fd5c552e61b410ac8771d6a55769e8fcc9f695a1710b107a57e409a27de  manifest.json
diff --git a/harness/ruview/src/devices/esp32.js b/harness/ruview/src/devices/esp32.js
index 8f6995111..8b8e8583b 100644
--- a/harness/ruview/src/devices/esp32.js
+++ b/harness/ruview/src/devices/esp32.js
@@ -160,6 +160,37 @@ export function parsePacket(buf, opts = {}) {
 
 const shapeKey = (pkt) => `${pkt.antennas}x${pkt.subcarriers}`;
 
+/** Jumps larger than this are a counter reset or a stray frame, not loss. */
+export const SEQ_WINDOW = 1024;
+
+/**
+ * Loss accounting that survives UDP reordering and stray sequence values.
+ * A late packet fills the hole it left instead of being re-counted. A single
+ * out-of-window value is a stray (observed live on an RTL8721Dx: sporadic
+ * seq 0 and +52,835 frames between in-order ones) and leaves the baseline
+ * alone; two consecutive frames agreeing on a new range are a counter reset.
+ */
+function trackSequence(n, seq) {
+  if (n.lastSeq === null) { n.lastSeq = seq; return; }
+  const d = seq - n.lastSeq;
+  if (d >= 1 && d <= SEQ_WINDOW) {
+    n.seqGaps += d - 1;
+    n.lastSeq = seq;
+    n.pendingSeq = null;
+  } else if (d <= 0 && d > -SEQ_WINDOW) {
+    n.reordered += 1; // late or duplicate; a late packet fills one counted gap
+    if (d < 0 && n.seqGaps > 0) n.seqGaps -= 1;
+  } else if (n.pendingSeq != null && seq - n.pendingSeq >= 1 && seq - n.pendingSeq <= SEQ_WINDOW) {
+    n.strays -= 1; // the previous out-of-window frame started a new range
+    n.resyncs += 1;
+    n.lastSeq = seq;
+    n.pendingSeq = null;
+  } else {
+    n.strays += 1;
+    n.pendingSeq = seq;
+  }
+}
+
 /** Aggregate parsed packets into a per-node summary. */
 export class NodeStats {
   constructor() {
@@ -191,14 +222,13 @@ export class NodeStats {
     const key = `${pkt.source}:${pkt.nodeId ?? -1}`;
     let n = this.nodes.get(key);
     if (!n) {
-      n = { source: pkt.source, nodeId: pkt.nodeId ?? -1, packets: {}, rssiSum: 0, rssiCount: 0, lastSeq: null, seqGaps: 0, shapes: new Map(), vitals: null };
+      n = { source: pkt.source, nodeId: pkt.nodeId ?? -1, packets: {}, rssiSum: 0, rssiCount: 0, lastSeq: null, pendingSeq: null, seqGaps: 0, reordered: 0, strays: 0, resyncs: 0, shapes: new Map(), vitals: null };
       this.nodes.set(key, n);
     }
     n.packets[pkt.kind] = (n.packets[pkt.kind] || 0) + 1;
     if (pkt.kind === 'csi') {
       n.rssiSum += pkt.rssi; n.rssiCount += 1;
-      if (n.lastSeq !== null && pkt.seq > n.lastSeq + 1) n.seqGaps += pkt.seq - n.lastSeq - 1;
-      n.lastSeq = pkt.seq;
+      trackSequence(n, pkt.seq);
       const shape = shapeKey(pkt);
       const sh = n.shapes.get(shape) || { count: 0, ampSum: 0, last: null };
       sh.count += 1; sh.ampSum += pkt.meanAmplitude; sh.last = pkt;
@@ -231,6 +261,9 @@ export class NodeStats {
           packets: n.packets,
           csiRateHz: Number((csi / seconds).toFixed(2)),
           csiLossFraction: received ? Number((n.seqGaps / received).toFixed(4)) : null,
+          ...(n.reordered ? { seqReordered: n.reordered } : {}),
+          ...(n.strays ? { seqStrays: n.strays } : {}),
+          ...(n.resyncs ? { seqResyncs: n.resyncs } : {}),
           rssiMean: n.rssiCount ? Number((n.rssiSum / n.rssiCount).toFixed(1)) : null,
           csi: shapes.length ? describe(shapes[0]) : null,
           ...(shapes.length > 1 ? { csiShapes: shapes.map(describe) } : {}),
diff --git a/harness/ruview/test/csi-nodes.test.mjs b/harness/ruview/test/csi-nodes.test.mjs
index 3771fd27f..619d04878 100644
--- a/harness/ruview/test/csi-nodes.test.mjs
+++ b/harness/ruview/test/csi-nodes.test.mjs
@@ -114,6 +114,30 @@ test('mixed ESP32 + Realtek fleet: per-source nodes, shapes, loss, heartbeats',
   assert.equal(r.heartbeatOnlySenders, undefined, 'the sender also delivered CSI');
 });
 
+test('loss survives reordering and stray sequence values (live RTL8721Dx pattern)', async () => {
+  // B+0..B+19 (B = 50,000, live counters are ~80k) with: B+5 missing, B+8 arriving after B+9, B+12 duplicated, a
+  // stray +52,835 frame after B+15, and a stray 0 after B+17 that hides a
+  // real loss (B+18) — both stray patterns were seen live on COM10. Then a genuine
+  // counter reset: 1, 2, 3.
+  const B = 50000;
+  const seqs = [];
+  for (let i = 0; i < 20; i++) {
+    if (i === 5 || i === 8 || i === 18) continue;
+    seqs.push(B + i);
+    if (i === 9) seqs.push(B + 8);
+    if (i === 12) seqs.push(B + 12);
+    if (i === 15) seqs.push(B + 15 + 52835);
+    if (i === 17) seqs.push(0);
+  }
+  seqs.push(1, 2, 3);
+  const r = await capture({ max_packets: seqs.length }, seqs.map((seq) => rac1({ seq })));
+  const n = r.nodes[0];
+  assert.equal(n.packets.csi, seqs.length);
+  assert.deepEqual([n.seqReordered, n.seqStrays, n.seqResyncs], [2, 2, 1]);
+  // B+5 and B+18 are truly lost: 2 gaps over csi + gaps slots.
+  assert.equal(n.csiLossFraction, Number((2 / (seqs.length + 2)).toFixed(4)));
+});
+
 test('heartbeat-only and undecodable streams fail instead of claiming MEASURED', async () => {
   const hb = await capture({ max_packets: 3 }, [rhb1(), rhb1(), rhb1()]);
   assert.deepEqual([hb.ok, hb.reason, hb.evidence, hb.heartbeats], [false, 'heartbeat_only', null, 3]);