{"id":17314,"date":"2024-03-11T09:17:23","date_gmt":"2024-03-11T02:17:23","guid":{"rendered":"https:\/\/shadeofhue.com\/?post_type=lp_course&p=17314"},"modified":"2026-08-24T14:14:30","modified_gmt":"2026-08-24T07:14:30","slug":"ai-assisted-software-testing","status":"publish","type":"lp_course","link":"https:\/\/shadeofhue.com\/vi\/courses\/ai-assisted-software-testing\/","title":{"rendered":"Ki\u1ec3m th\u1eed h\u1ec7 th\u1ed1ng AI v\u00e0 ki\u1ec3m th\u1eed c\u00f9ng AI"},"content":{"rendered":"
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AI \u0111ang thay \u0111\u1ed5i c\u1ea3 c\u00e1ch th\u1ef1c hi\u1ec7n ki\u1ec3m th\u1eed ph\u1ea7n m\u1ec1m l\u1eabn nh\u1eefng g\u00ec chuy\u00ean gia ki\u1ec3m th\u1eed c\u1ea7n \u0111\u00e1nh gi\u00e1. Testing with AI and Testing AI Systems<\/strong> \u0111\u1ec1 c\u1eadp c\u1ea3 hai ph\u00eda c\u1ee7a s\u1ef1 chuy\u1ec3n \u0111\u1ed5i n\u00e0y: d\u00f9ng AI \u0111\u1ec3 c\u1ea3i thi\u1ec7n c\u00f4ng vi\u1ec7c ki\u1ec3m th\u1eed, v\u00e0 \u00e1p d\u1ee5ng c\u00e1ch ti\u1ebfp c\u1eadn chuy\u00ean bi\u1ec7t \u0111\u1ec3 ki\u1ec3m th\u1eed h\u1ec7 th\u1ed1ng h\u1ed7 tr\u1ee3 AI.<\/p>

Ph\u1ea7n \u0111\u1ea7u, Ki\u1ec3m Th\u1eed H\u1ec7 Th\u1ed1ng AI v\u00e0 Ki\u1ec3m Th\u1eed V\u1edbi AI<\/strong>, gi\u00fap ng\u01b0\u1eddi h\u1ecdc x\u00e2y d\u1ef1ng AI literacy thi\u1ebft y\u1ebfu v\u00e0 hi\u1ec3u vai tr\u00f2 c\u1ee7a machine learning, generative AI, large language models v\u00e0 d\u1eef li\u1ec7u trong s\u1ea3n ph\u1ea9m ph\u1ea7n m\u1ec1m hi\u1ec7n \u0111\u1ea1i. Ng\u01b0\u1eddi h\u1ecdc ph\u00e1t tri\u1ec3n k\u1ef9 n\u0103ng co-piloting v\u00e0 prompt engineering th\u1ef1c t\u1ebf, r\u1ed3i \u00e1p d\u1ee5ng generative AI v\u00e0o ph\u00e2n t\u00edch test, thi\u1ebft k\u1ebf test, exploratory testing, t\u00e0i li\u1ec7u, b\u00e1o c\u00e1o v\u00e0 c\u00e1c ho\u1ea1t \u0111\u1ed9ng ki\u1ec3m th\u1eed h\u1eb1ng ng\u00e0y kh\u00e1c.<\/p>

M\u1ed9t ph\u1ea7n l\u1edbn c\u1ee7a kh\u00f3a h\u1ecdc gi\u1edbi thi\u1ec7u 22 c\u00e1ch c\u00f3 c\u1ea5u tr\u00fac AI c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 ki\u1ec3m th\u1eed th\u1ee7 c\u00f4ng v\u00e0 exploratory<\/strong>. C\u00e1c th\u1ef1c h\u00e0nh n\u00e0y gi\u00fap ng\u01b0\u1eddi h\u1ecdc d\u00f9ng AI \u0111\u1ec3 nh\u1eadn di\u1ec7n s\u1ef1 m\u01a1 h\u1ed3, sinh \u00fd t\u01b0\u1edfng test, ph\u00e2n t\u00edch coverage, t\u1ea1o exploratory charter, \u01b0u ti\u00ean r\u1ee7i ro, c\u1ea3i thi\u1ec7n bug report, thi\u1ebft k\u1ebf test data v\u00e0 h\u1ed7 tr\u1ee3 giao ti\u1ebfp chuy\u00ean nghi\u1ec7p. Kh\u00f3a h\u1ecdc c\u0169ng gi\u1edbi thi\u1ec7u c\u00e1c gi\u1ea3i ph\u00e1p t\u00f9y ch\u1ec9nh h\u1ed7 tr\u1ee3 AI c\u00f3 th\u1ec3 th\u00edch \u1ee9ng v\u1edbi workflow ki\u1ec3m th\u1eed c\u1ee5 th\u1ec3.<\/p>

Ph\u1ea7n th\u1ee9 hai, Ki\u1ec3m th\u1eed h\u1ec7 th\u1ed1ng AI<\/strong>, t\u1eadp trung v\u00e0o \u0111\u1eb7c \u0111i\u1ec3m v\u00e0 r\u1ee7i ro ph\u00e2n bi\u1ec7t ph\u1ea7n m\u1ec1m AI v\u1edbi h\u1ec7 th\u1ed1ng deterministic truy\u1ec1n th\u1ed1ng. Ng\u01b0\u1eddi h\u1ecdc xem x\u00e9t probabilistic outputs, ph\u1ee5 thu\u1ed9c d\u1eef li\u1ec7u, bias, model drift, hallucination, h\u00e0nh vi adversarial, explainability, instruction fidelity, t\u00ednh nh\u1ea5t qu\u00e1n output, latency, scalability v\u00e0 \u0111\u00e1nh gi\u00e1 Human-in-the-Loop.<\/p>

C\u00e1c ph\u01b0\u01a1ng ph\u00e1p ki\u1ec3m th\u1eed th\u1ef1c t\u1ebf, c\u00f4ng c\u1ee5, demo v\u00e0 b\u00e0i t\u1eadp gi\u00fap ng\u01b0\u1eddi h\u1ecdc \u0111\u00e1nh gi\u00e1 h\u1ec7 th\u1ed1ng AI c\u00f3 h\u1ec7 th\u1ed1ng h\u01a1n. Tr\u1ecdng t\u00e2m v\u1eabn l\u00e0 tr\u00e1ch nhi\u1ec7m c\u1ee7a con ng\u01b0\u1eddi: AI c\u00f3 th\u1ec3 h\u1ed7 tr\u1ee3 ph\u00e2n t\u00edch v\u00e0 th\u1ef1c thi, nh\u01b0ng tester v\u1eabn ch\u1ecbu tr\u00e1ch nhi\u1ec7m v\u1ec1 ng\u1eef c\u1ea3nh, ti\u00eau ch\u00ed \u0111\u00e1nh gi\u00e1, quy\u1ebft \u0111\u1ecbnh ch\u1ea5t l\u01b0\u1ee3ng v\u00e0 ph\u00ea duy\u1ec7t.<\/p>

Sau khi ho\u00e0n th\u00e0nh kh\u00f3a h\u1ecdc, ng\u01b0\u1eddi h\u1ecdc s\u1ebd c\u00f3 th\u1ec3:<\/strong><\/p>

  • Hi\u1ec3u c\u00e1c kh\u00e1i ni\u1ec7m AI, GenAI v\u00e0 LLM thi\u1ebft y\u1ebfu.<\/li>
  • C\u1ed9ng t\u00e1c v\u1edbi AI qua prompting c\u00f3 c\u1ea5u tr\u00fac v\u00e0 tinh ch\u1ec9nh l\u1eb7p l\u1ea1i.<\/li>
  • \u00c1p d\u1ee5ng h\u1ed7 tr\u1ee3 AI tr\u00ean c\u00e1c workflow ki\u1ec3m th\u1eed th\u1ef1c t\u1ebf.<\/li>
  • Nh\u1eadn di\u1ec7n gi\u1edbi h\u1ea1n v\u00e0 c\u00e1c m\u1eabu l\u1ed7i th\u01b0\u1eddng g\u1eb7p c\u1ee7a output AI.<\/li>
  • Ph\u00e2n bi\u1ec7t ki\u1ec3m th\u1eed ph\u1ea7n m\u1ec1m truy\u1ec1n th\u1ed1ng v\u1edbi ki\u1ec3m th\u1eed h\u1ec7 th\u1ed1ng AI.<\/li>
  • \u0110\u00e1nh gi\u00e1 bias, fairness, robustness, explainability v\u00e0 t\u00ednh nh\u1ea5t qu\u00e1n.<\/li>
  • \u00c1p d\u1ee5ng ph\u01b0\u01a1ng ph\u00e1p exploratory black-box cho \u1ee9ng d\u1ee5ng h\u1ed7 tr\u1ee3 AI.<\/li>
  • D\u00f9ng ph\u01b0\u01a1ng ph\u00e1p v\u00e0 c\u00f4ng c\u1ee5 ph\u00f9 h\u1ee3p cho \u0111\u00e1nh gi\u00e1 AI li\u00ean t\u1ee5c.<\/li>
  • Duy tr\u00ec gi\u00e1m s\u00e1t c\u1ee7a con ng\u01b0\u1eddi khi d\u00f9ng ho\u1eb7c ki\u1ec3m th\u1eed h\u1ec7 th\u1ed1ng AI.<\/li><\/ul><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"

    AI is changing both how software testing is performed and what testing professionals are expected to evaluate. Testing with AI and Testing AI Systems addresses both sides of this transformation: using AI to improve testing work and applying specialized approaches … <\/p>","protected":false},"featured_media":27175,"comment_status":"closed","ping_status":"closed","template":"","course_category":[],"course_tag":[],"class_list":["post-17314","lp_course","type-lp_course","status-publish","has-post-thumbnail","hentry","course"],"acf":[],"_links":{"self":[{"href":"https:\/\/shadeofhue.com\/vi\/wp-json\/wp\/v2\/lp_course\/17314","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shadeofhue.com\/vi\/wp-json\/wp\/v2\/lp_course"}],"about":[{"href":"https:\/\/shadeofhue.com\/vi\/wp-json\/wp\/v2\/types\/lp_course"}],"replies":[{"embeddable":true,"href":"https:\/\/shadeofhue.com\/vi\/wp-json\/wp\/v2\/comments?post=17314"}],"version-history":[{"count":39,"href":"https:\/\/shadeofhue.com\/vi\/wp-json\/wp\/v2\/lp_course\/17314\/revisions"}],"predecessor-version":[{"id":27231,"href":"https:\/\/shadeofhue.com\/vi\/wp-json\/wp\/v2\/lp_course\/17314\/revisions\/27231"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shadeofhue.com\/vi\/wp-json\/wp\/v2\/media\/27175"}],"wp:attachment":[{"href":"https:\/\/shadeofhue.com\/vi\/wp-json\/wp\/v2\/media?parent=17314"}],"wp:term":[{"taxonomy":"course_category","embeddable":true,"href":"https:\/\/shadeofhue.com\/vi\/wp-json\/wp\/v2\/course_category?post=17314"},{"taxonomy":"course_tag","embeddable":true,"href":"https:\/\/shadeofhue.com\/vi\/wp-json\/wp\/v2\/course_tag?post=17314"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}