{"id":4163,"date":"2026-06-12T05:59:47","date_gmt":"2026-06-12T05:59:47","guid":{"rendered":"https:\/\/daihoc.fpt.edu.vn\/hcm\/?p=4163"},"modified":"2026-07-20T08:09:33","modified_gmt":"2026-07-20T08:09:33","slug":"khoi-dong-bootcamp-ai-thuc-chien-harness-engineering","status":"publish","type":"post","link":"https:\/\/daihoc.fpt.edu.vn\/hcm\/khoi-dong-bootcamp-ai-thuc-chien-harness-engineering\/","title":{"rendered":"Kh\u1edfi \u0111\u1ed9ng BOOTCAMP AI th\u1ef1c chi\u1ebfn \u201cHarness Engineering\u201d"},"content":{"rendered":"
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\"ChatGPT<\/h3>\n

1. S\u1ef1 ti\u1ebfn h\u00f3a c\u1ee7a AI Engineering v\u00e0 T\u00ednh t\u1ea5t y\u1ebfu c\u1ee7a m\u1ed9t k\u1ef7 nguy\u00ean m\u1edbi<\/strong><\/h3>\n<\/div>\n<\/div>\n

S\u1ef1 ph\u00e1t tri\u1ec3n \u0111\u1ed9t ph\u00e1 c\u1ee7a Tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) \u0111ang t\u00e1i \u0111\u1ecbnh h\u00ecnh s\u00e2u s\u1eafc c\u00e1c nguy\u00ean l\u00fd c\u1ed1t l\u00f5i c\u1ee7a ng\u00e0nh K\u1ef9 thu\u1eadt Ph\u1ea7n m\u1ec1m (Software Engineering \u2013 SE). Nh\u00ecn l\u1ea1i d\u00f2ng th\u1eddi gian ti\u1ebfn h\u00f3a c\u1ee7a c\u00f4ng ngh\u1ec7 AI t\u00ednh t\u1eeb n\u0103m 2022 \u0111\u1ebfn nay, ch\u00fang ta ch\u1ee9ng ki\u1ebfn hai c\u1ed9t m\u1ed1c l\u1edbn \u0111\u00e3 qua v\u00e0 m\u1ed9t l\u00e0n s\u00f3ng th\u1ee9 ba \u0111ang b\u00f9ng n\u1ed5:<\/span><\/p>\n

N\u0103m 2022 \u2013 K\u1ef7 nguy\u00ean Prompt Engineering (The Message):<\/strong>\u00a0Giai \u0111o\u1ea1n s\u01a1 kh\u1edfi t\u1eadp trung v\u00e0o k\u1ef9 ngh\u1ec7 tinh ch\u1ec9nh l\u1eddi tho\u1ea1i \u0111\u01a1n thu\u1ea7n, t\u01b0\u01a1ng t\u00e1c m\u1ed9t \u2013 m\u1ed9t (One input, One output) v\u00e0 kh\u00f4ng c\u00f3 s\u1ef1 h\u1ed7 tr\u1ee3 c\u1ee7a b\u1ed9 nh\u1edb hay c\u00f4ng c\u1ee5 ngo\u1ea1i vi.<\/span><\/p>\n

\"Boot1\"<\/p>\n

N\u0103m 2024 \u2013 K\u1ef7 nguy\u00ean Context Engineering (The Memory):<\/strong>\u00a0Giai \u0111o\u1ea1n t\u1ed1i \u01b0u h\u00f3a h\u1ec7 th\u1ed1ng th\u00f4ng qua vi\u1ec7c qu\u1ea3n l\u00fd c\u1eeda s\u1ed5 ng\u1eef c\u1ea3nh (Context Window), \u1ee9ng d\u1ee5ng RAG v\u00e0 ch\u1ecdn l\u1ecdc d\u1eef li\u1ec7u \u0111\u1ea7u v\u00e0o.<\/p>\n

\"Boot2\"N\u0103m 2026 \u2013 K\u1ef7 nguy\u00ean Harness Engineering (The Machine):<\/strong>\u00a0Th\u1eddi k\u1ef3 hi\u1ec7n t\u1ea1i, n\u01a1i AI chuy\u1ec3n h\u00f3a t\u1eeb m\u1ed9t \u201ctr\u1ee3 l\u00fd ph\u1ea3n h\u1ed3i\u201d th\u00e0nh m\u1ed9t h\u1ec7 th\u1ed1ng t\u00e1c nh\u00e2n v\u1eadn h\u00e0nh to\u00e0n tr\u00ecnh (Agent-Native Development<\/strong>). L\u00fac n\u00e0y, m\u00f4 h\u00ecnh ng\u00f4n ng\u1eef l\u1edbn (LLM) \u0111\u00f3ng vai tr\u00f2 l\u00e0 \u0111\u1ed9ng c\u01a1 (The Engine), \u0111\u01b0\u1ee3c bao b\u1ecdc b\u1edfi c\u1ea5u tr\u00fac 5 th\u00e0nh ph\u1ea7n c\u1ed1t l\u00f5i:\u00a0C\u00e1 nh\u00e2n h\u00f3a (Personalisation), Ng\u1eef c\u1ea3nh (Context), H\u00e0nh \u0111\u1ed9ng (Action), B\u1ed9 nh\u1edb (Memory) v\u00e0 \u1ee6y quy\u1ec1n (Delegation).<\/em><\/p>\n

\"Boot3\"Tr\u01b0\u1edbc xu th\u1ebf \u0111\u00f3, vi\u1ec7c ch\u1ec9 d\u1ea1y sinh vi\u00ean c\u00e1ch \u201cs\u1eed d\u1ee5ng c\u00f4ng c\u1ee5 AI\u201d \u0111\u00e3 tr\u1edf n\u00ean l\u1ed7i th\u1eddi. \u0110\u1ec3 \u0111\u00f3n \u0111\u1ea7u l\u00e0n s\u00f3ng n\u00e0y, Khoa K\u1ef9 thu\u1eadt Ph\u1ea7n m\u1ec1m ch\u00ednh th\u1ee9c kh\u1edfi \u0111\u1ed9ng ch\u01b0\u01a1ng tr\u00ecnh \u0111\u00e0o t\u1ea1o chuy\u00ean s\u00e2u mang t\u00ean:\u00a0Harness Engineering for Software Developers (HESD)<\/strong>\u00a0d\u00e0nh ri\u00eang cho sinh vi\u00ean k\u1ef3 9, c\u00e1c nh\u00f3m Capstone Project v\u00e0 c\u00e1c th\u00e0nh vi\u00ean thu\u1ed9c Research Lab. Ch\u01b0\u01a1ng tr\u00ecnh h\u01b0\u1edbng t\u1edbi vi\u1ec7c d\u1ecbch chuy\u1ec3n ho\u00e0n to\u00e0n t\u01b0 duy c\u1ee7a k\u1ef9 s\u01b0 t\u01b0\u01a1ng lai:\u00a0T\u1eeb t\u01b0 duy \u201cs\u1eed d\u1ee5ng AI\u201d sang \u201cthi\u1ebft k\u1ebf h\u1ec7 th\u1ed1ng v\u1eadn h\u00e0nh v\u00e0 ki\u1ec3m so\u00e1t AI\u201d.<\/strong><\/p>\n

2.\u00a0C\u1ea5u tr\u00fac ch\u01b0\u01a1ng tr\u00ecnh HESD: \u0110\u01b0\u1eddng \u1ed1ng th\u1ef1c chi\u1ebfn 6 ng\u00e0y (6-Day Intensive Pipeline)<\/strong><\/h3>\n

\"Boot4\"<\/p>\n

Ch\u01b0\u01a1ng tr\u00ecnh \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf theo m\u00f4 h\u00ecnh k\u1ebft h\u1ee3p gi\u1eefa\u00a0Workshop-Based Learning, Project-Based Learning v\u00e0 Research-Based Learning<\/strong>, k\u00e9o d\u00e0i t\u1eeb ng\u00e0y 14\/6\/2026 \u0111\u1ebfn ng\u00e0y 26\/7\/2026 t\u1ea1i Campus Khu C\u00f4ng ngh\u1ec7 Cao.<\/p>\n

C\u1ea5u tr\u00fac m\u1ed7i ng\u00e0y h\u1ecdc tu\u00e2n th\u1ee7 nghi\u00eam ng\u1eb7t t\u1ef7 l\u1ec7 ph\u00e2n b\u1ed5:\u00a02 gi\u1edd l\u00fd thuy\u1ebft n\u1ec1n t\u1ea3ng, 4 gi\u1edd th\u1ef1c h\u00e0nh Lab \u0111\u1ed9c l\u1eadp trong Sandbox v\u00e0 2 gi\u1edd thuy\u1ebft tr\u00ecnh nghi\u1ec7m thu s\u1ea3n ph\u1ea9m<\/strong>. Sinh vi\u00ean \u0111\u01b0\u1ee3c ti\u1ebfp c\u1eadn ki\u1ebfn th\u1ee9c, k\u1ef9 n\u0103ng v\u00e0 kinh nghi\u1ec7m t\u1eeb c\u00e1c chuy\u00ean gia \u0111ang v\u1eadn h\u00e0nh \u201cHarness\u201d \u1edf c\u00e1c c\u00f4ng ty ph\u1ea7n m\u1ec1m v\u00e0 gi\u1ea3ng vi\u00ean c\u00f3 nhi\u1ec1u kinh nghi\u1ec7m th\u1ef1c chi\u1ebfn c\u1ee7a Khoa K\u1ef9 thu\u1eadt Ph\u1ea7n m\u1ec1m (KTPM).<\/p>\n

L\u1ed9 tr\u00ecnh thi\u1ebft k\u1ebf \u0111i t\u1eeb g\u1ed1c r\u1ec5 ki\u1ebfn tr\u00fac \u0111\u1ebfn \u0111\u00f3ng g\u00f3i h\u1ea1 t\u1ea7ng bao g\u1ed3m:<\/p>\n

Day 1: Foundations of Harness Engineering (14\/6):<\/strong>\u00a0Chuy\u1ec3n \u0111\u1ed5i t\u01b0 duy t\u1eeb SE truy\u1ec1n th\u1ed1ng sang AI Coding Agents. Sinh vi\u00ean \u0111\u01b0\u1ee3c thi\u1ebft l\u1eadp m\u00f4i tr\u01b0\u1eddng Sandbox \u0111\u1ed9c l\u1eadp \u0111\u1ec3 ch\u1ee7 \u0111\u1ed9ng \u201cb\u1eaby\u201d c\u00e1c l\u1ed7i \u1ea3o t\u01b0\u1edfng (Hallucinations) c\u1ee7a AI, ho\u00e0n thi\u1ec7n\u00a0B\u00e1o c\u00e1o ph\u00e2n t\u00edch l\u1ed7i (Failure Analysis Report)<\/em>.<\/p>\n

Day 2: AI Workflow Engineering (21\/6):<\/strong>\u00a0Ti\u1ebfp c\u1eadn c\u00e1c m\u1eabu thi\u1ebft k\u1ebf lu\u1ed3ng (Router, Chaining, Orchestrator-Workers). Sinh vi\u00ean tr\u1ef1c ti\u1ebfp l\u1eadp tr\u00ecnh m\u1ed9t\u00a0Workflow Orchestration Engine<\/em>\u00a0b\u1eb1ng LangGraph\/CrewAI \u0111\u1ec3 t\u1ef1 \u0111\u1ed9ng \u0111i\u1ec1u ph\u1ed1i chu\u1ed7i t\u00e1c v\u1ee5 c\u1ee7a Agent.<\/p>\n

Day 3: Repository and Context Engineering (28\/6):<\/strong>\u00a0Nghi\u00ean c\u1ee9u chu\u1ea9n h\u00f3a kho m\u00e3 ngu\u1ed3n th\u00e2n thi\u1ec7n v\u1edbi m\u00e1y \u0111\u1ecdc (AI-readable) qua t\u1ec7p AGENTS.md v\u00e0 x\u00e2y d\u1ef1ng h\u1ec7 th\u1ed1ng b\u1ed9 nh\u1edb d\u1ef1 \u00e1n (Project Memory Engine) d\u1ef1a tr\u00ean Vector DB (ChromaDB\/FAISS).<\/p>\n

Day 4: Evaluation and Verification Engineering (05\/7):<\/strong>\u00a0\u0110\u1ed1i di\u1ec7n v\u1edbi t\u00ednh ch\u1ea5t phi t\u1ea5t \u0111\u1ecbnh c\u1ee7a LLM b\u1eb1ng c\u00e1ch x\u00e2y d\u1ef1ng v\u00f2ng l\u1eb7p t\u1ef1 s\u1eeda l\u1ed7i\u00a0(Self-Healing Pipeline)<\/em>. Khi Agent \u0111\u1ea9y m\u00e3 ngu\u1ed3n l\u1ed7i, h\u1ec7 th\u1ed1ng t\u1ef1 \u0111\u1ed9ng ch\u1ea1y Test\/Linter v\u00e0 tr\u1ea3 ng\u01b0\u1ee3c log \u0111\u1ec3 Agent t\u1ef1 v\u00e1 l\u1ed7i th\u00e0nh c\u00f4ng.<\/p>\n

Day 5: Agent Infrastructure & Reliability Engineering (19\/7):<\/strong>\u00a0\u0110\u00f3ng g\u00f3i to\u00e0n b\u1ed9 gi\u1ea3i ph\u00e1p b\u1eb1ng Docker, qu\u1ea3n l\u00fd tr\u1ea1ng th\u00e1i th\u1eddi gian th\u1ef1c qua Redis v\u00e0 thi\u1ebft l\u1eadp ch\u1ed1t ch\u1eb7n ph\u00ea duy\u1ec7t c\u1ee7a con ng\u01b0\u1eddi\u00a0(Human-in-the-Loop)<\/em>\u00a0tr\u01b0\u1edbc khi \u0111\u01b0a m\u00e3 ngu\u1ed3n v\u00e0o Production.<\/p>\n

Day 6: Demo Day (26\/7):<\/strong>\u00a0Ng\u00e0y b\u1ea3o v\u1ec7 s\u1ea3n ph\u1ea9m c\u00f4ng ngh\u1ec7. 100% c\u00e1c nh\u00f3m ph\u1ea3i Live Demo to\u00e0n tr\u00ecnh h\u1ec7 th\u1ed1ng Software Development Harness c\u1ee7a m\u00ecnh tr\u01b0\u1edbc H\u1ed9i \u0111\u1ed3ng chuy\u00ean m\u00f4n.<\/p>\n

3.\u00a0Chu\u1ea9n h\u00f3a n\u0103ng l\u1ef1c cho K\u1ef7 nguy\u00ean Agent-Native<\/strong><\/h3>\n

\"Boot5\"<\/p>\n

Ch\u01b0\u01a1ng tr\u00ecnh HESD kh\u00f4ng ch\u1ec9 \u0111\u01a1n thu\u1ea7n cung c\u1ea5p ki\u1ebfn th\u1ee9c, m\u00e0 c\u00f2n m\u1edf ra m\u1ed9t h\u1ec7 sinh th\u00e1i t\u00e0i nguy\u00ean h\u1ecdc li\u1ec7u \u0111\u1eb3ng c\u1ea5p h\u1ecdc thu\u1eadt. Sinh vi\u00ean tham gia s\u1ebd \u0111\u01b0\u1ee3c ti\u1ebfp c\u1eadn b\u1ed9 quy chu\u1ea9n thi\u1ebft k\u1ebf\u00a0Agent-Readable Repositories<\/em>, h\u1ec7 th\u1ed1ng Sandbox th\u1ef1c nghi\u1ec7m v\u00e0 \u0111\u1eb7c bi\u1ec7t l\u00e0 b\u1ed9 th\u01b0 vi\u1ec7n b\u00e0i b\u00e1o chuy\u00ean ng\u00e0nh c\u1ed1t l\u00f5i t\u1eeb c\u00e1c h\u1ed9i ngh\u1ecb qu\u1ed1c t\u1ebf l\u1edbn (arXiv, OpenAI\/Anthropic) v\u1ec1 c\u00e1c ph\u01b0\u01a1ng ph\u00e1p lu\u1eadn thi\u1ebft k\u1ebf Agent h\u00e0ng \u0111\u1ea7u th\u1ebf gi\u1edbi nh\u01b0\u00a0ReAct (Reason and Action), Reflection, Self-Discover, v\u00e0 Plan-and-Solve<\/strong>.<\/p>\n

\u0110\u1ea1i di\u1ec7n Ban l\u00e3nh \u0111\u1ea1o Khoa K\u1ef9 thu\u1eadt Ph\u1ea7n m\u1ec1m chia s\u1ebb:<\/strong>\u00a0\u201cHESD l\u00e0 b\u01b0\u1edbc \u0111i chi\u1ebfn l\u01b0\u1ee3c nh\u1eb1m t\u1ea1o ra s\u1ef1 kh\u00e1c bi\u1ec7t mang t\u00ednh \u0111\u1ecbnh h\u00ecnh th\u01b0\u01a1ng hi\u1ec7u trong \u0111\u00e0o t\u1ea1o Software Engineering c\u1ee7a nh\u00e0 tr\u01b0\u1eddng. Ch\u00fang t\u00f4i kh\u00f4ng t\u1ea1o ra nh\u1eefng l\u1eadp tr\u00ecnh vi\u00ean ch\u1ec9 bi\u1ebft g\u00f5 l\u1ec7nh prompts, ch\u00fang t\u00f4i \u0111ang \u0111\u00e0o t\u1ea1o ra nh\u1eefng k\u1ef9 s\u01b0 h\u1ec7 th\u1ed1ng c\u00f3 n\u0103ng l\u1ef1c thi\u1ebft l\u1eadp k\u1ef7 c\u01b0\u01a1ng, s\u1ef1 an to\u00e0n v\u00e0 t\u00ednh tin c\u1eady cho AI v\u1eadn h\u00e0nh.\u201d<\/em><\/p>\n

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\u0110i\u1ec3m l\u01b0u \u00fd:<\/strong>\u00a0\u0110\u1ec3 \u0111\u01b0\u1ee3c nh\u00e0 tr\u01b0\u1eddng c\u1ea5p ch\u1ee9ng nh\u1eadn t\u1ed1t nghi\u1ec7p ch\u01b0\u01a1ng tr\u00ecnh\u00a0HESD\u00a0<\/strong>\u0111\u00e1ng gi\u00e1 n\u00e0y, sinh vi\u00ean c\u1ea7n th\u1ecfa c\u00e1c \u0111i\u1ec1u ki\u1ec7n :<\/p>\n

    \n
  1. Tham gia tr\u00ean 80% th\u1eddi l\u01b0\u1ee3ng.<\/li>\n
  2. Ho\u00e0n th\u00e0nh to\u00e0n b\u1ed9 b\u00e0i t\u1eadp Lab v\u00e0 b\u00e1o c\u00e1o h\u1eb1ng ng\u00e0y.<\/li>\n
  3. S\u1ea3n ph\u1ea9m cu\u1ed1i kh\u00f3a ph\u1ea3i ch\u1ea1y Live \u1ed5n \u0111\u1ecbnh tr\u00ean Cloud v\u00e0 \u0111\u1ea1t\u00a0t\u1ed1i thi\u1ec3u 75\/100 \u0111i\u1ec3m<\/strong>\u00a0t\u1eeb H\u1ed9i \u0111\u1ed3ng ph\u1ea3n bi\u1ec7n.<\/li>\n<\/ol>\n<\/blockquote>\n

    S\u1ef1 ra \u0111\u1eddi c\u1ee7a ch\u01b0\u01a1ng tr\u00ecnh HESD v\u00e0o m\u00f9a h\u00e8 n\u0103m 2026 l\u00e0 l\u1eddi kh\u1eb3ng \u0111\u1ecbnh m\u1ea1nh m\u1ebd cho v\u1ecb th\u1ebf ti\u00ean phong c\u1ee7a nh\u00e0 tr\u01b0\u1eddng trong vi\u1ec7c c\u1eadp nh\u1eadt xu h\u01b0\u1edbng c\u00f4ng ngh\u1ec7 to\u00e0n c\u1ea7u. B\u1eb1ng c\u00e1ch trang b\u1ecb t\u01b0 duy\u00a0Harness Engineering<\/strong>, sinh vi\u00ean t\u1ed1t nghi\u1ec7p s\u1ebd n\u1eafm gi\u1eef ch\u00eca kh\u00f3a v\u1ea1n n\u0103ng \u0111\u1ec3 tr\u1edf th\u00e0nh nh\u1eefng nh\u00e2n s\u1ef1 c\u1ed1t l\u00f5i, d\u1eabn d\u1eaft c\u00e1c d\u1ef1 \u00e1n ph\u00e1t tri\u1ec3n ph\u1ea7n m\u1ec1m th\u1ebf h\u1ec7 m\u1edbi, n\u01a1i con ng\u01b0\u1eddi v\u00e0 AI Agents c\u1ed9ng t\u00e1c m\u1ed9t c\u00e1ch c\u1ed9ng sinh, an to\u00e0n v\u00e0 t\u1ed1i \u01b0u h\u00f3a hi\u1ec7u n\u0103ng t\u1ed1i \u0111a.<\/p>\n

    Trong c\u00e1c n\u1ed9i dung ti\u1ebfp theo c\u1ee7a chu\u1ed7i b\u00e0i v\u1ec1 bootcamp, Khoa s\u1ebd ti\u1ebfp t\u1ee5c gi\u1edbi thi\u1ec7u r\u00f5 h\u01a1n v\u1ec1 t\u1eebng ch\u1ee7 \u0111\u1ec1 h\u1ecdc t\u1eadp, ho\u1ea1t \u0111\u1ed9ng th\u1ef1c h\u00e0nh v\u00e0 nh\u1eefng s\u1ea3n ph\u1ea9m n\u1ed5i b\u1eadt \u0111\u01b0\u1ee3c k\u1ef3 v\u1ecdng t\u1eeb sinh vi\u00ean tham gia ch\u01b0\u01a1ng tr\u00ecnh.<\/p>\n","protected":false},"excerpt":{"rendered":"

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