{"id":12404,"date":"2026-07-24T08:52:13","date_gmt":"2026-07-24T01:52:13","guid":{"rendered":"https:\/\/microsoft.cmctelecom.vn\/microsoft-8-bai-hoc-tu-red-teaming-de-bao-ve-ai-tao-sinh-cho-doanh-nghiep\/"},"modified":"2026-07-24T14:43:18","modified_gmt":"2026-07-24T07:43:18","slug":"microsoft-8-bai-hoc-tu-red-teaming-de-bao-ve-ai-tao-sinh-cho-doanh-nghiep","status":"publish","type":"post","link":"https:\/\/microsoft.cmctelecom.vn\/kr\/microsoft-8-bai-hoc-tu-red-teaming-de-bao-ve-ai-tao-sinh-cho-doanh-nghiep\/","title":{"rendered":"Microsoft: 8 b\u00e0i h\u1ecdc t\u1eeb Red Teaming \u0111\u1ec3 b\u1ea3o v\u1ec7 AI t\u1ea1o sinh cho doanh nghi\u1ec7p"},"content":{"rendered":"

Trong b\u1ed1i c\u1ea3nh AI t\u1ea1o sinh \u0111ang thay \u0111\u1ed5i m\u1ecdi ng\u00e0nh c\u00f4ng nghi\u1ec7p, vi\u1ec7c \u0111\u1ea3m b\u1ea3o an to\u00e0n v\u00e0 b\u1ea3o m\u1eadt cho c\u00f4ng ngh\u1ec7 n\u00e0y l\u00e0 \u01b0u ti\u00ean h\u00e0ng \u0111\u1ea7u. D\u1ef1a tr\u00ean kinh nghi\u1ec7m t\u1ea5n c\u00f4ng gi\u1ea3 l\u1eadp (red team) h\u01a1n 100 s\u1ea3n ph\u1ea9m AI t\u1ea1o sinh t\u1eeb n\u0103m 2018, Microsoft \u0111\u00e3 \u0111\u00fac k\u1ebft nh\u1eefng b\u00e0i h\u1ecdc quan tr\u1ecdng gi\u00fap c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o doanh nghi\u1ec7p x\u00e1c \u0111\u1ecbnh v\u00e0 gi\u1ea3m thi\u1ec3u r\u1ee7i ro m\u1ed9t c\u00e1ch hi\u1ec7u qu\u1ea3.<\/p>\n

B\u00e0i vi\u1ebft n\u00e0y t\u00f3m t\u1eaft nh\u1eefng kinh nghi\u1ec7m ch\u00ednh t\u1eeb s\u00e1ch tr\u1eafng c\u1ee7a Microsoft, cung c\u1ea5p c\u00e1c l\u1eddi khuy\u00ean th\u1ef1c t\u1ebf v\u1ec1 AI red teaming v\u00e0 c\u00e1ch nh\u1eefng n\u1ed7 l\u1ef1c n\u00e0y c\u1ea3i thi\u1ec7n s\u1ef1 an to\u00e0n v\u00e0 \u0111\u1ed9 tin c\u1eady c\u1ee7a c\u00e1c \u1ee9ng d\u1ee5ng AI nh\u01b0 Microsoft Copilot.<\/p>\n

AI red teaming l\u00e0 g\u00ec?<\/h2>\n

AI red teaming<\/a> l\u00e0 ho\u1ea1t \u0111\u1ed9ng t\u1ea5n c\u00f4ng th\u1eed nghi\u1ec7m v\u00e0o c\u00e1c h\u1ec7 th\u1ed1ng AI \u0111\u1ec3 t\u00ecm ki\u1ebfm c\u00e1c l\u1ed7 h\u1ed5ng b\u1ea3o m\u1eadt v\u00e0 r\u1ee7i ro an to\u00e0n c\u00f3 th\u1ec3 g\u00e2y h\u1ea1i cho ng\u01b0\u1eddi d\u00f9ng. Kh\u00e1c v\u1edbi vi\u1ec7c \u0111o l\u01b0\u1eddng an to\u00e0n (safety benchmarking) truy\u1ec1n th\u1ed1ng, red teaming t\u1eadp trung v\u00e0o vi\u1ec7c ki\u1ec3m tra to\u00e0n b\u1ed9 h\u1ec7 th\u1ed1ng end-to-end \u2014 kh\u00f4ng ch\u1ec9 c\u00e1c m\u00f4 h\u00ecnh ri\u00eang l\u1ebb. C\u00e1ch ti\u1ebfp c\u1eadn to\u00e0n di\u1ec7n n\u00e0y cho ph\u00e9p c\u00e1c t\u1ed5 ch\u1ee9c gi\u1ea3i quy\u1ebft c\u00e1c r\u1ee7i ro ph\u00e1t sinh t\u1eeb s\u1ef1 t\u01b0\u01a1ng t\u00e1c gi\u1eefa m\u00f4 h\u00ecnh AI, d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o c\u1ee7a ng\u01b0\u1eddi d\u00f9ng v\u00e0 c\u00e1c h\u1ec7 th\u1ed1ng b\u00ean ngo\u00e0i.<\/p>\n

8 b\u00e0i h\u1ecdc t\u1eeb kinh nghi\u1ec7m th\u1ef1c ti\u1ec5n c\u1ee7a Microsoft<\/h2>\n

T\u1eeb kinh nghi\u1ec7m c\u1ee7a m\u00ecnh, \u0111\u1ed9i ng\u0169 AI Red Team (AIRT) c\u1ee7a Microsoft \u0111\u00e3 x\u00e1c \u0111\u1ecbnh t\u00e1m b\u00e0i h\u1ecdc ch\u00ednh c\u00f3 th\u1ec3 gi\u00fap c\u00e1c nh\u00e0 l\u00e3nh \u0111\u1ea1o doanh nghi\u1ec7p \u0111i\u1ec1u ch\u1ec9nh c\u00e1c n\u1ed7 l\u1ef1c AI red teaming ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c r\u1ee7i ro trong th\u1ebf gi\u1edbi th\u1ef1c.<\/p>\n

1. Hi\u1ec3u r\u00f5 n\u0103ng l\u1ef1c v\u00e0 \u1ee9ng d\u1ee5ng c\u1ee7a h\u1ec7 th\u1ed1ng<\/h3>\n

AI red teaming n\u00ean b\u1eaft \u0111\u1ea7u b\u1eb1ng vi\u1ec7c hi\u1ec3u c\u00e1ch m\u1ed9t h\u1ec7 th\u1ed1ng AI c\u00f3 th\u1ec3 b\u1ecb l\u1ea1m d\u1ee5ng ho\u1eb7c g\u00e2y h\u1ea1i trong c\u00e1c k\u1ecbch b\u1ea3n th\u1ef1c t\u1ebf. \u0110i\u1ec1u n\u00e0y c\u00f3 ngh\u0129a l\u00e0 t\u1eadp trung v\u00e0o n\u0103ng l\u1ef1c c\u1ee7a h\u1ec7 th\u1ed1ng v\u00e0 n\u01a1i n\u00f3 c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c \u00e1p d\u1ee5ng, v\u00ec c\u00e1c h\u1ec7 th\u1ed1ng kh\u00e1c nhau c\u00f3 nh\u1eefng l\u1ed7 h\u1ed5ng kh\u00e1c nhau d\u1ef1a tr\u00ean thi\u1ebft k\u1ebf v\u00e0 tr\u01b0\u1eddng h\u1ee3p s\u1eed d\u1ee5ng. B\u1eb1ng c\u00e1ch x\u00e1c \u0111\u1ecbnh c\u00e1c r\u1ee7i ro ti\u1ec1m \u1ea9n ngay t\u1eeb \u0111\u1ea7u, c\u00e1c \u0111\u1ed9i red team c\u00f3 th\u1ec3 \u01b0u ti\u00ean c\u00e1c n\u1ed7 l\u1ef1c ki\u1ec3m th\u1eed \u0111\u1ec3 ph\u00e1t hi\u1ec7n ra nh\u1eefng \u0111i\u1ec3m y\u1ebfu ph\u00f9 h\u1ee3p v\u00e0 c\u00f3 t\u00e1c \u0111\u1ed9ng nh\u1ea5t.<\/p>\n

2. C\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng ph\u1ee9c t\u1ea1p kh\u00f4ng ph\u1ea3i l\u00fac n\u00e0o c\u0169ng c\u1ea7n thi\u1ebft<\/h3>\n

Tin t\u1eb7c th\u01b0\u1eddng s\u1eed d\u1ee5ng c\u00e1c ph\u01b0\u01a1ng ph\u00e1p \u0111\u01a1n gi\u1ea3n v\u00e0 th\u1ef1c t\u1ebf, nh\u01b0 t\u1ea1o prompt th\u1ee7 c\u00f4ng v\u00e0 fuzzing<\/em> (th\u1eed nghi\u1ec7m v\u1edbi d\u1eef li\u1ec7u ng\u1eabu nhi\u00ean), \u0111\u1ec3 khai th\u00e1c \u0111i\u1ec3m y\u1ebfu trong h\u1ec7 th\u1ed1ng AI. Theo kinh nghi\u1ec7m c\u1ee7a Microsoft, c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng t\u01b0\u01a1ng \u0111\u1ed1i \u0111\u01a1n gi\u1ea3n nh\u1eafm v\u00e0o \u0111i\u1ec3m y\u1ebfu trong h\u1ec7 th\u1ed1ng end-to-end c\u00f3 nhi\u1ec1u kh\u1ea3 n\u0103ng th\u00e0nh c\u00f4ng h\u01a1n c\u00e1c thu\u1eadt to\u00e1n ph\u1ee9c t\u1ea1p ch\u1ec9 nh\u1eafm v\u00e0o m\u00f4 h\u00ecnh AI c\u01a1 b\u1ea3n.<\/p>\n

\"V\u00ed<\/figure>\n

3. AI red teaming kh\u00f4ng ph\u1ea3i l\u00e0 \u0111o l\u01b0\u1eddng an to\u00e0n (safety benchmarking)<\/h3>\n

C\u00e1c r\u1ee7i ro do h\u1ec7 th\u1ed1ng AI g\u00e2y ra li\u00ean t\u1ee5c ph\u00e1t tri\u1ec3n, v\u1edbi c\u00e1c vector t\u1ea5n c\u00f4ng v\u00e0 t\u00e1c h\u1ea1i m\u1edbi xu\u1ea5t hi\u1ec7n khi c\u00f4ng ngh\u1ec7 ti\u1ebfn b\u1ed9. C\u00e1c ti\u00eau chu\u1ea9n \u0111o l\u01b0\u1eddng an to\u00e0n hi\u1ec7n c\u00f3 th\u01b0\u1eddng kh\u00f4ng n\u1eafm b\u1eaft \u0111\u01b0\u1ee3c nh\u1eefng r\u1ee7i ro m\u1edbi n\u00e0y, v\u00ec v\u1eady c\u00e1c \u0111\u1ed9i red team ph\u1ea3i x\u00e1c \u0111\u1ecbnh c\u00e1c lo\u1ea1i t\u00e1c h\u1ea1i m\u1edbi v\u00e0 xem x\u00e9t c\u00e1ch ch\u00fang c\u00f3 th\u1ec3 bi\u1ec3u hi\u1ec7n trong c\u00e1c \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf.<\/p>\n

4. T\u1eadn d\u1ee5ng t\u1ef1 \u0111\u1ed9ng h\u00f3a \u0111\u1ec3 m\u1edf r\u1ed9ng quy m\u00f4<\/h3>\n

T\u1ef1 \u0111\u1ed9ng h\u00f3a \u0111\u00f3ng vai tr\u00f2 quan tr\u1ecdng trong vi\u1ec7c m\u1edf r\u1ed9ng quy m\u00f4 c\u00e1c n\u1ed7 l\u1ef1c AI red teaming b\u1eb1ng c\u00e1ch cho ph\u00e9p ki\u1ec3m tra l\u1ed7 h\u1ed5ng nhanh h\u01a1n v\u00e0 to\u00e0n di\u1ec7n h\u01a1n. V\u00ed d\u1ee5, c\u00e1c c\u00f4ng c\u1ee5 t\u1ef1 \u0111\u1ed9ng (c\u00f3 th\u1ec3 \u0111\u01b0\u1ee3c h\u1ed7 tr\u1ee3 b\u1edfi ch\u00ednh AI) c\u00f3 th\u1ec3 m\u00f4 ph\u1ecfng c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng tinh vi v\u00e0 ph\u00e2n t\u00edch ph\u1ea3n h\u1ed3i c\u1ee7a h\u1ec7 th\u1ed1ng AI. Microsoft \u0111\u00e3 ph\u00e1t h\u00e0nh m\u00e3 ngu\u1ed3n m\u1edf Python Risk Identification Tool (PyRIT)<\/a> \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng h\u00f3a c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng v\u00e0 \u0111\u00e1nh gi\u00e1 ph\u1ea3n h\u1ed3i c\u1ee7a AI, gi\u00fap gi\u1ea3m c\u00f4ng s\u1ee9c th\u1ee7 c\u00f4ng v\u00e0 t\u0103ng hi\u1ec7u qu\u1ea3.<\/p>\n

5. Y\u1ebfu t\u1ed1 con ng\u01b0\u1eddi v\u1eabn \u0111\u00f3ng vai tr\u00f2 then ch\u1ed1t<\/h3>\n

M\u1eb7c d\u00f9 c\u00f3 l\u1ee3i \u00edch t\u1eeb t\u1ef1 \u0111\u1ed9ng h\u00f3a, s\u1ef1 ph\u00e1n \u0111o\u00e1n c\u1ee7a con ng\u01b0\u1eddi v\u1eabn r\u1ea5t c\u1ea7n thi\u1ebft cho nhi\u1ec1u kh\u00eda c\u1ea1nh c\u1ee7a AI red teaming, bao g\u1ed3m \u01b0u ti\u00ean r\u1ee7i ro, thi\u1ebft k\u1ebf c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng c\u1ea5p h\u1ec7 th\u1ed1ng v\u00e0 \u0111\u00e1nh gi\u00e1 c\u00e1c t\u00e1c h\u1ea1i tinh vi. Nhi\u1ec1u r\u1ee7i ro \u0111\u00f2i h\u1ecfi chuy\u00ean m\u00f4n s\u00e2u, hi\u1ec3u bi\u1ebft v\u0103n h\u00f3a v\u00e0 tr\u00ed tu\u1ec7 c\u1ea3m x\u00fac \u0111\u1ec3 \u0111\u00e1nh gi\u00e1.<\/p>\n

6. R\u1ee7i ro v\u1ec1 AI c\u00f3 tr\u00e1ch nhi\u1ec7m (Responsible AI) r\u1ea5t ph\u1ed5 bi\u1ebfn nh\u01b0ng ph\u1ee9c t\u1ea1p<\/h3>\n

C\u00e1c t\u00e1c h\u1ea1i nh\u01b0 thi\u00ean v\u1ecb (bias), \u0111\u1ed9c h\u1ea1i (toxicity) v\u00e0 t\u1ea1o ra n\u1ed9i dung b\u1ea5t h\u1ee3p ph\u00e1p th\u01b0\u1eddng ch\u1ee7 quan v\u00e0 kh\u00f3 \u0111o l\u01b0\u1eddng h\u01a1n c\u00e1c r\u1ee7i ro b\u1ea3o m\u1eadt truy\u1ec1n th\u1ed1ng. B\u1eb1ng c\u00e1ch k\u1ebft h\u1ee3p c\u00e1c c\u00f4ng c\u1ee5 t\u1ef1 \u0111\u1ed9ng v\u1edbi s\u1ef1 gi\u00e1m s\u00e1t c\u1ee7a con ng\u01b0\u1eddi, c\u00e1c \u0111\u1ed9i red team c\u00f3 th\u1ec3 x\u00e1c \u0111\u1ecbnh v\u00e0 gi\u1ea3i quy\u1ebft t\u1ed1t h\u01a1n nh\u1eefng r\u1ee7i ro tinh vi n\u00e0y trong c\u00e1c \u1ee9ng d\u1ee5ng th\u1ef1c t\u1ebf.<\/p>\n

\"V\u00ed<\/figure>\n

7. LLM khu\u1ebfch \u0111\u1ea1i r\u1ee7i ro b\u1ea3o m\u1eadt hi\u1ec7n c\u00f3 v\u00e0 t\u1ea1o ra r\u1ee7i ro m\u1edbi<\/h3>\n

H\u1ea7u h\u1ebft c\u00e1c \u0111\u1ed9i AI red team \u0111\u1ec1u quen thu\u1ed9c v\u1edbi c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng nh\u1eafm v\u00e0o l\u1ed7 h\u1ed5ng do m\u00f4 h\u00ecnh AI g\u00e2y ra, ch\u1eb3ng h\u1ea1n nh\u01b0 prompt injection<\/em> (ch\u00e8n m\u00e3 \u0111\u1ed9c v\u00e0o c\u00e2u l\u1ec7nh) v\u00e0 jailbreak<\/em> (b\u1ebb kh\u00f3a m\u00f4 h\u00ecnh). Tuy nhi\u00ean, \u0111i\u1ec1u quan tr\u1ecdng kh\u00f4ng k\u00e9m l\u00e0 ph\u1ea3i xem x\u00e9t c\u00e1c r\u1ee7i ro b\u1ea3o m\u1eadt hi\u1ec7n c\u00f3 v\u00e0 c\u00e1ch ch\u00fang c\u00f3 th\u1ec3 bi\u1ec3u hi\u1ec7n trong c\u00e1c h\u1ec7 th\u1ed1ng AI, bao g\u1ed3m c\u00e1c th\u01b0 vi\u1ec7n ph\u1ee5 thu\u1ed9c l\u1ed7i th\u1eddi, x\u1eed l\u00fd l\u1ed7i kh\u00f4ng \u0111\u00fang c\u00e1ch, v\u00e0 nhi\u1ec1u l\u1ed7 h\u1ed5ng \u0111\u00e3 bi\u1ebft kh\u00e1c nh\u01b0 server-side request forgery (SSRF)<\/em>.<\/p>\n

\"S\u01a1<\/figure>\n

8. C\u00f4ng cu\u1ed9c b\u1ea3o m\u1eadt h\u1ec7 th\u1ed1ng AI s\u1ebd kh\u00f4ng bao gi\u1edd k\u1ebft th\u00fac<\/h3>\n

An to\u00e0n AI kh\u00f4ng ch\u1ec9 l\u00e0 m\u1ed9t v\u1ea5n \u0111\u1ec1 k\u1ef9 thu\u1eadt; n\u00f3 \u0111\u00f2i h\u1ecfi ki\u1ec3m th\u1eed m\u1ea1nh m\u1ebd, c\u1eadp nh\u1eadt li\u00ean t\u1ee5c v\u00e0 c\u00e1c quy \u0111\u1ecbnh ch\u1eb7t ch\u1ebd \u0111\u1ec3 ng\u0103n ch\u1eb7n c\u00e1c cu\u1ed9c t\u1ea5n c\u00f4ng v\u00e0 c\u1ee7ng c\u1ed1 h\u1ec7 th\u1ed1ng ph\u00f2ng th\u1ee7. M\u1eb7c d\u00f9 kh\u00f4ng c\u00f3 h\u1ec7 th\u1ed1ng n\u00e0o ho\u00e0n to\u00e0n kh\u00f4ng c\u00f3 r\u1ee7i ro, vi\u1ec7c k\u1ebft h\u1ee3p c\u00e1c ti\u1ebfn b\u1ed9 k\u1ef9 thu\u1eadt v\u1edbi c\u00e1c bi\u1ec7n ph\u00e1p ch\u00ednh s\u00e1ch v\u00e0 quy \u0111\u1ecbnh c\u00f3 th\u1ec3 gi\u1ea3m \u0111\u00e1ng k\u1ec3 c\u00e1c l\u1ed7 h\u1ed5ng.<\/p>\n

X\u00e2y d\u1ef1ng m\u1ed9t t\u01b0\u01a1ng lai AI an to\u00e0n h\u01a1n<\/h2>\n

AI red teaming l\u00e0 ho\u1ea1t \u0111\u1ed9ng thi\u1ebft y\u1ebfu \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o c\u00e1c h\u1ec7 th\u1ed1ng AI t\u1ea1o sinh an to\u00e0n, b\u1ea3o m\u1eadt v\u00e0 c\u00f3 tr\u00e1ch nhi\u1ec7m h\u01a1n. Khi vi\u1ec7c \u00e1p d\u1ee5ng AI ng\u00e0y c\u00e0ng t\u0103ng, c\u00e1c t\u1ed5 ch\u1ee9c ph\u1ea3i ch\u1ee7 \u0111\u1ed9ng \u0111\u00e1nh gi\u00e1 r\u1ee7i ro d\u1ef1a tr\u00ean c\u00e1c m\u1ed1i \u0111e d\u1ecda trong th\u1ebf gi\u1edbi th\u1ef1c. B\u1eb1ng c\u00e1ch \u00e1p d\u1ee5ng c\u00e1c b\u00e0i h\u1ecdc quan tr\u1ecdng\u2014nh\u01b0 c\u00e2n b\u1eb1ng gi\u1eefa t\u1ef1 \u0111\u1ed9ng h\u00f3a v\u00e0 gi\u00e1m s\u00e1t c\u1ee7a con ng\u01b0\u1eddi, gi\u1ea3i quy\u1ebft c\u00e1c t\u00e1c h\u1ea1i v\u1ec1 AI c\u00f3 tr\u00e1ch nhi\u1ec7m v\u00e0 \u01b0u ti\u00ean c\u00e1c c\u00e2n nh\u1eafc v\u1ec1 \u0111\u1ea1o \u0111\u1ee9c\u2014red teaming gi\u00fap x\u00e2y d\u1ef1ng c\u00e1c h\u1ec7 th\u1ed1ng kh\u00f4ng ch\u1ec9 linh ho\u1ea1t m\u00e0 c\u00f2n ph\u00f9 h\u1ee3p v\u1edbi c\u00e1c gi\u00e1 tr\u1ecb x\u00e3 h\u1ed9i.<\/p>","protected":false},"excerpt":{"rendered":"

Trong b\u1ed1i c\u1ea3nh AI t\u1ea1o sinh \u0111ang thay \u0111\u1ed5i m\u1ecdi ng\u00e0nh c\u00f4ng nghi\u1ec7p, vi\u1ec7c \u0111\u1ea3m b\u1ea3o an to\u00e0n v\u00e0 b\u1ea3o m\u1eadt cho c\u00f4ng ngh\u1ec7 n\u00e0y l\u00e0 \u01b0u ti\u00ean h\u00e0ng \u0111\u1ea7u. D\u1ef1a tr\u00ean kinh nghi\u1ec7m t\u1ea5n c\u00f4ng gi\u1ea3 l\u1eadp (red team) h\u01a1n 100 s\u1ea3n ph\u1ea9m AI t\u1ea1o sinh t\u1eeb n\u0103m 2018, Microsoft \u0111\u00e3 \u0111\u00fac k\u1ebft nh\u1eefng…<\/p>","protected":false},"author":15,"featured_media":12400,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-12404","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ms-blogs"],"acf":[],"yoast_head":"\nMicrosoft: 8 b\u00e0i h\u1ecdc t\u1eeb Red Teaming \u0111\u1ec3 b\u1ea3o v\u1ec7 AI t\u1ea1o sinh cho doanh nghi\u1ec7p | CMC Telecom<\/title>\n<meta name=\"description\" content=\"\u0110\u1ed1i t\u00e1c Tier-1 Solutions Provider c\u1ee7a Microsoft t\u1ea1i Vi\u1ec7t Nam\" \/>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" 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