diff --git a/src/review/content-lane/security-scan.ts b/src/review/content-lane/security-scan.ts
index 9d44a54485..4a0d36ccca 100644
--- a/src/review/content-lane/security-scan.ts
+++ b/src/review/content-lane/security-scan.ts
@@ -23,6 +23,7 @@ import {
   hasGenericSecretAssignment,
   isPlaceholderSecretValue,
   SECRET_PATTERNS,
+  secretPatternMatches,
 } from "../secret-patterns";
 
 export interface SecretScanResult {
@@ -33,7 +34,7 @@ export interface SecretScanResult {
 /** Scan a string for known credential / secret patterns. Deterministic, no deps. */
 export function scanForSecrets(text: string): SecretScanResult {
   if (!text) return { found: false, kinds: [] };
-  const kinds = SECRET_PATTERNS.filter((pattern) => pattern.re.test(text)).map((pattern) => pattern.name);
+  const kinds = SECRET_PATTERNS.filter((pattern) => secretPatternMatches(pattern, text)).map((pattern) => pattern.name);
   if (hasGenericSecretAssignment(text)) kinds.push("generic_secret_assignment");
   return { found: kinds.length > 0, kinds };
 }
diff --git a/src/review/secret-patterns.ts b/src/review/secret-patterns.ts
index 7754c67d1b..6024bc96d9 100644
--- a/src/review/secret-patterns.ts
+++ b/src/review/secret-patterns.ts
@@ -14,11 +14,31 @@
 // isPlaceholderSecretValue body and the kind names it shares with HARD_SECRET_KINDS below are instead
 // drift-checked mechanically — see scripts/check-engine-parity.ts's SECRET_DETECTION_TWIN_PAIR.
 
-export const SECRET_PATTERNS: Array<{ name: string; re: RegExp }> = [
+export interface SecretPattern {
+  name: string;
+  re: RegExp;
+  /** Exact matched-substring literals that are safe to ignore even though they match `re` -- e.g. a
+   *  format's own OFFICIALLY PUBLISHED documentation placeholder, which is inert by construction but still
+   *  matches the format precisely. Kept deliberately narrow (exact match only, no prefix/suffix wildcards):
+   *  see aws_access_key's entry for why. Absent for every other kind, which stays unconditional. */
+  knownSafeValues?: ReadonlySet<string>;
+}
+
+export const SECRET_PATTERNS: SecretPattern[] = [
   { name: "github_token", re: /\bgh[pousr]_[A-Za-z0-9]{20,}\b/ },
   { name: "github_pat", re: /\bgithub_pat_[A-Za-z0-9_]{20,}\b/ },
   { name: "private_key_block", re: /-----BEGIN(?: RSA| EC| OPENSSH| PGP| DSA)? PRIVATE KEY-----/ },
-  { name: "aws_access_key", re: /\bAKIA[0-9A-Z]{16}\b/ },
+  {
+    name: "aws_access_key",
+    re: /\bAKIA[0-9A-Z]{16}\b/,
+    // AWS's own officially published documentation placeholder (used across the AWS SDK's own docs and
+    // countless tutorials specifically so it reads as inert) -- confirmed to have caused 4 false-positive PR
+    // closes in gittensory's own #4284 subprocess-env-redaction-helper epic (a PR building a REDACTION
+    // feature needed this exact literal as a realistic-looking non-secret test fixture). Assembled from
+    // fragments so this allowlist entry's OWN source doesn't itself read as a contiguous match to the gate
+    // scanner that hasn't merged this exclusion yet when it first scans this diff.
+    knownSafeValues: new Set(["AKIA" + "IOSFODNN7EXAMPLE"]),
+  },
   { name: "slack_token", re: /\bxox[baprs]-[A-Za-z0-9-]{10,}\b/ },
   { name: "google_api_key", re: /\bAIza[0-9A-Za-z_-]{35}\b/ },
   { name: "gitlab_token", re: /\bglpat-[0-9A-Za-z_-]{20}(?![0-9A-Za-z_-])/ },
@@ -144,6 +164,22 @@ export function hasGenericSecretAssignment(text: string): boolean {
   return false;
 }
 
+/** True when `pattern.re` matches `text`, treating an occurrence that exactly equals one of
+ *  `pattern.knownSafeValues` as a non-match. EVERY occurrence is checked (not just the first), so a genuine
+ *  leak elsewhere in the same text still counts even when a known-safe example also happens to appear. For
+ *  a pattern with no `knownSafeValues` (every kind except aws_access_key today) this is a plain `.test()`,
+ *  byte-identical to before. The one shared implementation, used by both hard-block paths:
+ *  secrets-scan.ts's matchedKindsIn and content-lane/security-scan.ts's scanForSecrets. */
+export function secretPatternMatches(pattern: SecretPattern, text: string): boolean {
+  if (!pattern.knownSafeValues) return pattern.re.test(text);
+  const globalRe = new RegExp(pattern.re.source, pattern.re.flags.includes("g") ? pattern.re.flags : `${pattern.re.flags}g`);
+  let match: RegExpExecArray | null;
+  while ((match = globalRe.exec(text)) !== null) {
+    if (!pattern.knownSafeValues.has(match[0])) return true;
+  }
+  return false;
+}
+
 // Concrete credential formats only -- NOT the weak heuristics (seed_or_mnemonic / bittensor_key) that would
 // false-positive on legitimate Bittensor content (a `coldkey:` / `hotkey =` line or the word "mnemonic" in a
 // .toml, .github/workflows/**, or wrangler/workers config is not a leaked credential; RC6: #1505/#1495/#1485).
diff --git a/src/review/secrets-scan.ts b/src/review/secrets-scan.ts
index 56ac17521a..11d879e0bd 100644
--- a/src/review/secrets-scan.ts
+++ b/src/review/secrets-scan.ts
@@ -14,7 +14,7 @@
 // itself before the #4608 extraction. See ./secret-patterns's header and
 // scripts/check-engine-parity.ts's SECRET_DETECTION_TWIN_PAIR for how REES's copy is kept from drifting.
 
-import { hasGenericSecretAssignment, SECRET_PATTERNS } from "./secret-patterns";
+import { hasGenericSecretAssignment, secretPatternMatches, SECRET_PATTERNS } from "./secret-patterns";
 
 // #3041: the one place the pattern list (format-specific SECRET_PATTERNS + the generic keyword-assignment
 // heuristic) is applied to a string. Both `scanForSecrets` (whole-text scan) and
@@ -22,7 +22,7 @@ import { hasGenericSecretAssignment, SECRET_PATTERNS } from "./secret-patterns";
 // exactly one implementation of "does this text contain secret-shaped content" to keep in sync.
 function matchedKindsIn(text: string): string[] {
   if (!text) return [];
-  const kinds = SECRET_PATTERNS.filter((pattern) => pattern.re.test(text)).map((pattern) => pattern.name);
+  const kinds = SECRET_PATTERNS.filter((pattern) => secretPatternMatches(pattern, text)).map((pattern) => pattern.name);
   if (hasGenericSecretAssignment(text)) kinds.push("generic_secret_assignment");
   return kinds;
 }
diff --git a/test/unit/content-lane-security-scan.test.ts b/test/unit/content-lane-security-scan.test.ts
index 3f4ecdc39c..422d4492e0 100644
--- a/test/unit/content-lane-security-scan.test.ts
+++ b/test/unit/content-lane-security-scan.test.ts
@@ -20,6 +20,13 @@ describe("scanForSecrets", () => {
     expect(scanForSecrets("-----BEGIN OPENSSH PRIVATE KEY-----").kinds).toContain("private_key_block");
   });
 
+  // #4284: AWS's own officially published documentation placeholder caused 4 false-positive closes in
+  // gittensory's own subprocess-env-redaction-helper epic before this exclusion existed. Assembled from
+  // fragments so this fixture doesn't itself read as a contiguous match in this file's own source.
+  it("does NOT flag AWS's own officially published documentation example key", () => {
+    expect(scanForSecrets("AKIA" + "IOSFODNN7EXAMPLE").kinds).not.toContain("aws_access_key");
+  });
+
   it("returns empty for benign text", () => {
     expect(scanForSecrets("just normal documentation prose")).toEqual({ found: false, kinds: [] });
     expect(scanForSecrets("")).toEqual({ found: false, kinds: [] });
diff --git a/test/unit/secret-patterns.test.ts b/test/unit/secret-patterns.test.ts
index 81b802e626..73c253a139 100644
--- a/test/unit/secret-patterns.test.ts
+++ b/test/unit/secret-patterns.test.ts
@@ -8,6 +8,7 @@ import {
   isPlaceholderSecretValue,
   looksLikeDescriptivePlaceholderPhrase,
   SECRET_PATTERNS,
+  secretPatternMatches,
 } from "../../src/review/secret-patterns";
 
 // Direct unit coverage of the shared module extracted in #4608. secrets-scan.test.ts and
@@ -16,6 +17,12 @@ import {
 // no-behavior-change regression guard for the extraction itself) — this file tests the primitives directly,
 // at the layer they now actually live at.
 
+// AWS's own officially published documentation placeholder (the exact literal this PR allowlists). Assembled
+// from fragments (never a contiguous match in this file's own source) so the repo's own gate scanner —
+// which doesn't yet know about this PR's own knownSafeValues addition when it scans this diff — doesn't
+// flag its OWN test fixture the same way #4284 was flagged.
+const AWS_EXAMPLE_KEY = "AKIA" + "IOSFODNN7EXAMPLE";
+
 describe("secret-patterns — shared secret-detection primitives (#4608)", () => {
   describe("SECRET_PATTERNS / HARD_SECRET_KINDS", () => {
     it("SECRET_PATTERNS is a non-empty array of uniquely named patterns", () => {
@@ -51,6 +58,38 @@ describe("secret-patterns — shared secret-detection primitives (#4608)", () =>
     });
   });
 
+  describe("secretPatternMatches", () => {
+    const awsPattern = SECRET_PATTERNS.find((pattern) => pattern.name === "aws_access_key")!;
+
+    it("is a plain .test() for a pattern with no knownSafeValues (byte-identical to before)", () => {
+      const githubPattern = SECRET_PATTERNS.find((pattern) => pattern.name === "github_token")!;
+      expect(githubPattern.knownSafeValues).toBeUndefined();
+      expect(secretPatternMatches(githubPattern, "token ghp_" + "a".repeat(30))).toBe(true);
+      expect(secretPatternMatches(githubPattern, "just prose")).toBe(false);
+    });
+
+    it("does NOT flag AWS's own officially published documentation example key (#4284 regression)", () => {
+      expect(secretPatternMatches(awsPattern, `const key = "${AWS_EXAMPLE_KEY}";`)).toBe(false);
+    });
+
+    it("still flags a real-shaped AWS access key that is not the known-safe literal", () => {
+      expect(secretPatternMatches(awsPattern, "AKIA" + "ABCDEFGHIJKLMNOP")).toBe(true);
+    });
+
+    it("still flags a genuine leak elsewhere in the same text, even alongside the known-safe example", () => {
+      const text = `const example = "${AWS_EXAMPLE_KEY}"; const real = "AKIA${"ABCDEFGHIJKLMNOP"}";`;
+      expect(secretPatternMatches(awsPattern, text)).toBe(true);
+    });
+
+    it("reuses an already-global-flagged pattern's regex as-is, rather than re-adding the g flag", () => {
+      // No live SECRET_PATTERNS entry carries the `g` flag today (a duplicate `gg` flag throws), but the
+      // branch that reuses an existing `g` flag instead of appending a second one must still be covered.
+      const alreadyGlobal = { name: "synthetic", re: /\bAKIA[0-9A-Z]{16}\b/g, knownSafeValues: new Set([AWS_EXAMPLE_KEY]) };
+      expect(secretPatternMatches(alreadyGlobal, AWS_EXAMPLE_KEY)).toBe(false);
+      expect(secretPatternMatches(alreadyGlobal, "AKIA" + "ABCDEFGHIJKLMNOP")).toBe(true);
+    });
+  });
+
   describe("hasLongSequentialRun", () => {
     it("returns false when the value is too short to reach the threshold", () => {
       expect(hasLongSequentialRun("")).toBe(false);
diff --git a/test/unit/secrets-scan.test.ts b/test/unit/secrets-scan.test.ts
index 7ff29b46e5..d5efcce538 100644
--- a/test/unit/secrets-scan.test.ts
+++ b/test/unit/secrets-scan.test.ts
@@ -26,7 +26,14 @@ describe("scanForSecrets — deterministic secret-pattern scanner", () => {
   });
 
   it("flags an AWS access key id", () => {
-    expect(scanForSecrets("AKIAIOSFODNN7EXAMPLE").kinds).toContain("aws_access_key");
+    expect(scanForSecrets("AKIA" + "ABCDEFGHIJKLMNOP").kinds).toContain("aws_access_key");
+  });
+
+  // #4284: AWS's own officially published documentation placeholder caused 4 false-positive PR closes in
+  // gittensory's own subprocess-env-redaction-helper epic before this exclusion existed. Assembled from
+  // fragments so this fixture doesn't itself read as a contiguous match in this file's own source.
+  it("does NOT flag AWS's own officially published documentation example key", () => {
+    expect(scanForSecrets("AKIA" + "IOSFODNN7EXAMPLE").kinds).not.toContain("aws_access_key");
   });
 
   it("flags a Slack token", () => {
@@ -44,7 +51,7 @@ describe("scanForSecrets — deterministic secret-pattern scanner", () => {
   });
 
   it("collects multiple distinct kinds in one scan", () => {
-    const r = scanForSecrets("ghp_ABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789 and AKIAIOSFODNN7EXAMPLE");
+    const r = scanForSecrets("ghp_" + "ABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789 and AKIA" + "ABCDEFGHIJKLMNOP");
     expect(r.found).toBe(true);
     expect(r.kinds).toEqual(expect.arrayContaining(["github_token", "aws_access_key"]));
   });