Lead Consultant - MLOps Engineer
Genpact
5 - 10 years
Bengaluru
Posted: 08/07/2025
Job Description
Responsibilities
-
Architect secure, reusable, modular IaC frameworks across cloud and regions for MLOps
-
Lead the development of CI/CD pipelines and standardize deployment frameworks.
-
Design observability and monitoring systems for ML/GenAI workloads.
-
Collaborate with platform, data science, compliance and Enterprise Architecture teams to ensure scalable ML operations.
-
Define enterprise-wide MLOps architecture and standards (build deploy monitor)
-
Lead design of GenAI/LLMOps platform (Bedrock/OpenAI/Hugging Face + RAG stack)
-
Integrate governance controls (approvals, drift detection, rollback strategies)
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Define model metadata standards, monitoring SLAs, and re-training workflows
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Influence tooling, hiring, and roadmap decisions for AI/ML delivery
- \u003C/span>\u003C/p> \u003C/div> \u003Cdiv class=\"ListContainerWrapper SCXW155742350 BCX0\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; position: relative;\"> \u003Cul class=\"BulletListStyle1 SCXW155742350 BCX0\" role=\"list\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; list-style-type: disc; cursor: text; font-family: verdana; overflow: visible;\"> \u003Cli aria-setsize=\"-1\" class=\"OutlineElement Ltr SCXW155742350 BCX0\" data-aria-level=\"1\" data-aria-posinset=\"1\" data-font=\"Symbol\" data-leveltext=\"\" data-list-defn-props='{\"335552541\":1,\"335559685\":720,\"335559991\":360,\"469769226\":\"Symbol\",\"469769242\":[8226],\"469777803\":\"left\",\"469777804\":\"\",\"469777815\":\"hybridMultilevel\"}' data-listid=\"1\" role=\"listitem\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px 0px 0px 24px; padding: 0px; user-select: text; clear: both; cursor: text; overflow: visible; position: relative; direction: ltr; display: block; font-size: 11pt; font-family: Georgia, Georgia_MSFontService, serif; vertical-align: baseline;\"> \u003Cp aria-level=\"1\" class=\"Paragraph SCXW155742350 BCX0\" paraeid=\"{2ea195fe-ccc0-45ba-890f-c89b2baec3d1}{13}\" paraid=\"1028953792\" role=\"heading\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; overflow-wrap: break-word; white-space: pre-wrap; font-weight: normal; font-style: normal; vertical-align: baseline; font-kerning: none; background-color: transparent; color: rgb(15, 71, 97); text-align: justify; text-indent: 0px;\">\u003Cspan class=\"TextRun SCXW155742350 BCX0\" data-contrast=\"none\" lang=\"EN-IN\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; font-variant: normal; color: rgb(0, 0, 0); font-size: 11pt; font-style: normal; text-transform: none; line-height: 19.55px; font-family: Georgia, Georgia_EmbeddedFont, Georgia_MSFontService, serif; font-weight: normal;\" xml:lang=\"EN-IN\">\u003Cspan class=\"NormalTextRun SCXW155742350 BCX0\" data-ccp-parastyle=\"heading 1\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text;\">Architect secure, reusable, modular \u003C/span>\u003Cspan class=\"NormalTextRun SpellingErrorV2Themed SCXW155742350 BCX0\" data-ccp-parastyle=\"heading 1\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; background-position: 0px 100%; background-repeat: repeat-x; border-bottom: 1px solid transparent;\">IaC\u003C/span>\u003Cspan class=\"NormalTextRun SCXW155742350 BCX0\" data-ccp-parastyle=\"heading 1\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text;\"> frameworks across cloud and regions for \u003C/span>\u003Cspan class=\"NormalTextRun SpellingErrorV2Themed SCXW155742350 BCX0\" data-ccp-parastyle=\"heading 1\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; background-position: 0px 100%; background-repeat: repeat-x; border-bottom: 1px solid transparent;\">MLOps\u003C/span>\u003C/span>\u003Cspan class=\"EOP SCXW155742350 BCX0\" data-ccp-props='{\"134233117\":false,\"134233118\":false,\"134245418\":true,\"134245529\":true,\"201341983\":0,\"335551550\":6,\"335551620\":6,\"335559685\":720,\"335559737\":0,\"335559738\":0,\"335559739\":0,\"335559740\":276,\"335559991\":360}' style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; font-size: 11pt; line-height: 19.55px; font-family: Georgia, Georgia_EmbeddedFont, Georgia_MSFontService, serif; color: rgb(0, 0, 0);\">\u003C/span>\u003C/p> \u003C/li> \u003C/ul> \u003C/div> \u003Cdiv class=\"ListContainerWrapper SCXW155742350 BCX0\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; position: relative;\"> \u003Cul class=\"BulletListStyle1 SCXW155742350 BCX0\" role=\"list\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; list-style-type: disc; cursor: text; font-family: verdana; overflow: visible;\"> \u003Cli aria-setsize=\"-1\" class=\"OutlineElement Ltr SCXW155742350 BCX0\" data-aria-level=\"1\" data-aria-posinset=\"1\" data-font=\"Symbol\" data-leveltext=\"\" data-list-defn-props='{\"335552541\":1,\"335559685\":720,\"335559991\":360,\"469769226\":\"Symbol\",\"469769242\":[8226],\"469777803\":\"left\",\"469777804\":\"\",\"469777815\":\"hybridMultilevel\"}' data-listid=\"2\" role=\"listitem\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px 0px 0px 24px; padding: 0px; user-select: text; clear: both; cursor: text; overflow: visible; position: relative; direction: ltr; display: block; font-size: 11pt; font-family: Georgia, Georgia_MSFontService, serif; vertical-align: baseline;\"> \u003Cp class=\"Paragraph SCXW155742350 BCX0\" paraeid=\"{2ea195fe-ccc0-45ba-890f-c89b2baec3d1}{19}\" paraid=\"213090088\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; overflow-wrap: break-word; white-space: pre-wrap; font-weight: normal; font-style: normal; vertical-align: baseline; font-kerning: none; background-color: transparent; color: windowtext; text-align: justify; text-indent: 0px;\">\u003Cspan class=\"TextRun SCXW155742350 BCX0\" data-contrast=\"none\" lang=\"EN-IN\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; font-variant: normal; color: rgb(0, 0, 0); font-size: 11pt; font-style: normal; text-transform: none; line-height: 19.7625px; font-family: Georgia, Georgia_EmbeddedFont, Georgia_MSFontService, serif; font-weight: normal;\" xml:lang=\"EN-IN\">\u003Cspan class=\"NormalTextRun SCXW155742350 BCX0\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text;\">Lead the development of CI/CD pipelines and standardize deployment frameworks.\u003C/span>\u003C/span>\u003Cspan class=\"EOP SCXW155742350 BCX0\" data-ccp-props='{\"134233117\":false,\"134233118\":false,\"335551550\":6,\"335551620\":6,\"335559738\":0,\"335559739\":0}' style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; font-size: 11pt; line-height: 19.7625px; font-family: Georgia, Georgia_EmbeddedFont, Georgia_MSFontService, serif; color: rgb(0, 0, 0);\">\u003C/span>\u003C/p> \u003C/li> \u003C/ul> \u003C/div> \u003Cdiv class=\"ListContainerWrapper SCXW155742350 BCX0\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; position: relative;\"> \u003Cul class=\"BulletListStyle1 SCXW155742350 BCX0\" role=\"list\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; list-style-type: disc; cursor: text; font-family: verdana; overflow: visible;\"> \u003Cli aria-setsize=\"-1\" class=\"OutlineElement Ltr SCXW155742350 BCX0\" data-aria-level=\"1\" data-aria-posinset=\"2\" data-font=\"Symbol\" data-leveltext=\"\" data-list-defn-props='{\"335552541\":1,\"335559685\":720,\"335559991\":360,\"469769226\":\"Symbol\",\"469769242\":[8226],\"469777803\":\"left\",\"469777804\":\"\",\"469777815\":\"hybridMultilevel\"}' data-listid=\"2\" role=\"listitem\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px 0px 0px 24px; padding: 0px; user-select: text; clear: both; cursor: text; overflow: visible; position: relative; direction: ltr; display: block; font-size: 11pt; font-family: Georgia, Georgia_MSFontService, serif; vertical-align: baseline;\"> \u003Cp class=\"Paragraph SCXW155742350 BCX0\" paraeid=\"{2ea195fe-ccc0-45ba-890f-c89b2baec3d1}{25}\" paraid=\"238088531\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; overflow-wrap: break-word; white-space: pre-wrap; font-weight: normal; font-style: normal; vertical-align: baseline; font-kerning: none; background-color: transparent; color: windowtext; text-align: justify; text-indent: 0px;\">\u003Cspan class=\"TextRun SCXW155742350 BCX0\" data-contrast=\"none\" lang=\"EN-IN\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; font-variant: normal; color: rgb(0, 0, 0); font-size: 11pt; font-style: normal; text-transform: none; line-height: 19.7625px; font-family: Georgia, Georgia_EmbeddedFont, Georgia_MSFontService, serif; font-weight: normal;\" xml:lang=\"EN-IN\">\u003Cspan class=\"NormalTextRun SCXW155742350 BCX0\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text;\">Design observability and monitoring systems for ML/\u003C/span>\u003Cspan class=\"NormalTextRun SpellingErrorV2Themed SCXW155742350 BCX0\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; background-position: 0px 100%; background-repeat: repeat-x; border-bottom: 1px solid transparent;\">GenAI\u003C/span>\u003Cspan class=\"NormalTextRun SCXW155742350 BCX0\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text;\"> workloads.\u003C/span>\u003C/span>\u003Cspan class=\"EOP SCXW155742350 BCX0\" data-ccp-props='{\"134233117\":false,\"134233118\":false,\"335551550\":6,\"335551620\":6,\"335559738\":0,\"335559739\":0}' style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; font-size: 11pt; line-height: 19.7625px; font-family: Georgia, Georgia_EmbeddedFont, Georgia_MSFontService, serif; color: rgb(0, 0, 0);\">\u003C/span>\u003C/p> \u003C/li> \u003C/ul> \u003C/div> \u003Cdiv class=\"ListContainerWrapper SCXW155742350 BCX0\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; position: relative;\"> \u003Cul class=\"BulletListStyle1 SCXW155742350 BCX0\" role=\"list\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; list-style-type: disc; cursor: text; font-family: verdana; overflow: visible;\"> \u003Cli aria-setsize=\"-1\" class=\"OutlineElement Ltr SCXW155742350 BCX0\" data-aria-level=\"1\" data-aria-posinset=\"3\" data-font=\"Symbol\" data-leveltext=\"\" data-list-defn-props='{\"335552541\":1,\"335559685\":720,\"335559991\":360,\"469769226\":\"Symbol\",\"469769242\":[8226],\"469777803\":\"left\",\"469777804\":\"\",\"469777815\":\"hybridMultilevel\"}' data-listid=\"2\" role=\"listitem\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px 0px 0px 24px; padding: 0px; user-select: text; clear: both; cursor: text; overflow: visible; position: relative; direction: ltr; display: block; font-size: 11pt; font-family: Georgia, Georgia_MSFontService, serif; vertical-align: baseline;\"> \u003Cp class=\"Paragraph SCXW155742350 BCX0\" paraeid=\"{2ea195fe-ccc0-45ba-890f-c89b2baec3d1}{31}\" paraid=\"119026208\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; overflow-wrap: break-word; white-space: pre-wrap; font-weight: normal; font-style: normal; vertical-align: baseline; font-kerning: none; background-color: transparent; color: windowtext; text-align: justify; text-indent: 0px;\">\u003Cspan class=\"TextRun SCXW155742350 BCX0\" data-contrast=\"none\" lang=\"EN-IN\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; font-variant: normal; color: rgb(0, 0, 0); font-size: 11pt; font-style: normal; text-transform: none; line-height: 19.7625px; font-family: Georgia, Georgia_EmbeddedFont, Georgia_MSFontService, serif; font-weight: normal;\" xml:lang=\"EN-IN\">\u003Cspan class=\"NormalTextRun SCXW155742350 BCX0\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text;\">Collaborate with platform, data science, \u003C/span>\u003Cspan class=\"NormalTextRun SCXW155742350 BCX0\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text;\">compliance\u003C/span>\u003Cspan class=\"NormalTextRun SCXW155742350 BCX0\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text;\"> and Enterprise Architecture teams to ensure scalable ML operations.\u003C/span>\u003C/span>\u003Cspan class=\"EOP SCXW155742350 BCX0\" data-ccp-props='{\"134233117\":false,\"134233118\":false,\"335551550\":6,\"335551620\":6,\"335559738\":0,\"335559739\":0}' style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; font-size: 11pt; line-height: 19.7625px; font-family: Georgia, Georgia_EmbeddedFont, Georgia_MSFontService, serif; color: rgb(0, 0, 0);\">\u003C/span>\u003C/p> \u003C/li> \u003C/ul> \u003C/div> \u003Cdiv class=\"ListContainerWrapper SCXW155742350 BCX0\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; position: relative;\"> \u003Cul class=\"BulletListStyle1 SCXW155742350 BCX0\" role=\"list\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; list-style-type: disc; cursor: text; font-family: verdana; overflow: visible;\"> \u003Cli aria-setsize=\"-1\" class=\"OutlineElement Ltr SCXW155742350 BCX0\" data-aria-level=\"1\" data-aria-posinset=\"2\" data-font=\"Symbol\" data-leveltext=\"\" data-list-defn-props='{\"335552541\":1,\"335559685\":720,\"335559991\":360,\"469769226\":\"Symbol\",\"469769242\":[8226],\"469777803\":\"left\",\"469777804\":\"\",\"469777815\":\"hybridMultilevel\"}' data-listid=\"1\" role=\"listitem\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px 0px 0px 24px; padding: 0px; user-select: text; clear: both; cursor: text; overflow: visible; position: relative; direction: ltr; display: block; font-size: 11pt; font-family: Georgia, Georgia_MSFontService, serif; vertical-align: baseline;\"> \u003Cp aria-level=\"1\" class=\"Paragraph SCXW155742350 BCX0\" paraeid=\"{2ea195fe-ccc0-45ba-890f-c89b2baec3d1}{37}\" paraid=\"2143764929\" role=\"heading\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; overflow-wrap: break-word; white-space: pre-wrap; font-weight: normal; font-style: normal; vertical-align: baseline; font-kerning: none; background-color: transparent; color: rgb(15, 71, 97); text-align: justify; text-indent: 0px;\">\u003Cspan class=\"TextRun SCXW155742350 BCX0\" data-contrast=\"none\" lang=\"EN-IN\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; font-variant: normal; color: rgb(0, 0, 0); font-size: 11pt; font-style: normal; text-transform: none; line-height: 19.55px; font-family: Georgia, Georgia_EmbeddedFont, Georgia_MSFontService, serif; font-weight: normal;\" xml:lang=\"EN-IN\">\u003Cspan class=\"NormalTextRun SCXW155742350 BCX0\" data-ccp-parastyle=\"heading 1\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text;\">Define enterprise-wide \u003C/span>\u003Cspan class=\"NormalTextRun SpellingErrorV2Themed SCXW155742350 BCX0\" data-ccp-parastyle=\"heading 1\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; background-position: 0px 100%; background-repeat: repeat-x; border-bottom: 1px solid transparent;\">MLOps\u003C/span>\u003Cspan class=\"NormalTextRun SCXW155742350 BCX0\" data-ccp-parastyle=\"heading 1\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text;\"> architecture and standards (build \u003C/span>\u003C/span>\u003Cspan class=\"TextRun SCXW155742350 BCX0\" data-contrast=\"none\" lang=\"EN-IN\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; font-variant: normal; color: rgb(0, 0, 0); font-size: 11pt; font-style: normal; text-transform: none; line-height: 19.55px; font-family: 'Times New Roman', 'Times New Roman_EmbeddedFont', 'Times New Roman_MSFontService', serif; font-weight: normal;\" xml:lang=\"EN-IN\">\u003Cspan class=\"NormalTextRun SCXW155742350 BCX0\" data-ccp-parastyle=\"heading 1\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text;\">\u003C/span>\u003C/span>\u003Cspan class=\"TextRun SCXW155742350 BCX0\" data-contrast=\"none\" lang=\"EN-IN\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; font-variant: normal; color: rgb(0, 0, 0); font-size: 11pt; font-style: normal; text-transform: none; line-height: 19.55px; font-family: Georgia, Georgia_EmbeddedFont, Georgia_MSFontService, serif; font-weight: normal;\" xml:lang=\"EN-IN\">\u003Cspan class=\"NormalTextRun SCXW155742350 BCX0\" data-ccp-parastyle=\"heading 1\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text;\"> deploy \u003C/span>\u003C/span>\u003Cspan class=\"TextRun SCXW155742350 BCX0\" data-contrast=\"none\" lang=\"EN-IN\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; font-variant: normal; color: rgb(0, 0, 0); font-size: 11pt; font-style: normal; text-transform: none; line-height: 19.55px; font-family: 'Times New Roman', 'Times New Roman_EmbeddedFont', 'Times New Roman_MSFontService', serif; font-weight: normal;\" xml:lang=\"EN-IN\">\u003Cspan class=\"NormalTextRun SCXW155742350 BCX0\" data-ccp-parastyle=\"heading 1\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text;\">\u003C/span>\u003C/span>\u003Cspan class=\"TextRun SCXW155742350 BCX0\" data-contrast=\"none\" lang=\"EN-IN\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; font-variant: normal; color: rgb(0, 0, 0); font-size: 11pt; font-style: normal; text-transform: none; line-height: 19.55px; font-family: Georgia, Georgia_EmbeddedFont, Georgia_MSFontService, serif; font-weight: normal;\" xml:lang=\"EN-IN\">\u003Cspan class=\"NormalTextRun SCXW155742350 BCX0\" data-ccp-parastyle=\"heading 1\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text;\"> monitor)\u003C/span>\u003C/span>\u003Cspan class=\"EOP SCXW155742350 BCX0\" data-ccp-props='{\"134233117\":false,\"134233118\":false,\"134245418\":true,\"134245529\":true,\"201341983\":0,\"335551550\":6,\"335551620\":6,\"335559685\":720,\"335559737\":0,\"335559738\":0,\"335559739\":0,\"335559740\":276,\"335559991\":360}' style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; font-size: 11pt; line-height: 19.55px; font-family: Georgia, Georgia_EmbeddedFont, Georgia_MSFontService, serif; color: rgb(0, 0, 0);\">\u003C/span>\u003C/p> \u003C/li> \u003C/ul> \u003C/div> \u003Cdiv class=\"ListContainerWrapper SCXW155742350 BCX0\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; position: relative;\"> \u003Cul class=\"BulletListStyle1 SCXW155742350 BCX0\" role=\"list\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; list-style-type: disc; cursor: text; font-family: verdana; overflow: visible;\"> \u003Cli aria-setsize=\"-1\" class=\"OutlineElement Ltr SCXW155742350 BCX0\" data-aria-level=\"1\" data-aria-posinset=\"3\" data-font=\"Symbol\" data-leveltext=\"\" data-list-defn-props='{\"335552541\":1,\"335559685\":720,\"335559991\":360,\"469769226\":\"Symbol\",\"469769242\":[8226],\"469777803\":\"left\",\"469777804\":\"\",\"469777815\":\"hybridMultilevel\"}' data-listid=\"1\" role=\"listitem\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px 0px 0px 24px; padding: 0px; user-select: text; clear: both; cursor: text; overflow: visible; position: relative; direction: ltr; display: block; font-size: 11pt; font-family: Georgia, Georgia_MSFontService, serif; vertical-align: baseline;\"> \u003Cp aria-level=\"1\" class=\"Paragraph SCXW155742350 BCX0\" paraeid=\"{2ea195fe-ccc0-45ba-890f-c89b2baec3d1}{51}\" paraid=\"182270825\" role=\"heading\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; overflow-wrap: break-word; white-space: pre-wrap; font-weight: normal; font-style: normal; vertical-align: baseline; font-kerning: none; background-color: transparent; color: rgb(15, 71, 97); text-align: justify; text-indent: 0px;\">\u003Cspan class=\"TextRun SCXW155742350 BCX0\" data-contrast=\"none\" lang=\"EN-IN\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; 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user-select: text;\">/\u003C/span>\u003Cspan class=\"NormalTextRun SpellingErrorV2Themed SCXW155742350 BCX0\" data-ccp-parastyle=\"heading 1\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; background-position: 0px 100%; background-repeat: repeat-x; border-bottom: 1px solid transparent;\">LLMOps\u003C/span>\u003Cspan class=\"NormalTextRun SCXW155742350 BCX0\" data-ccp-parastyle=\"heading 1\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text;\"> platform (Bedrock/OpenAI/Hugging Face + RAG stack)\u003C/span>\u003C/span>\u003Cspan class=\"EOP SCXW155742350 BCX0\" data-ccp-props='{\"134233117\":false,\"134233118\":false,\"134245418\":true,\"134245529\":true,\"201341983\":0,\"335551550\":6,\"335551620\":6,\"335559685\":720,\"335559737\":0,\"335559738\":0,\"335559739\":0,\"335559740\":276,\"335559991\":360}' style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; 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-webkit-tap-highlight-color: transparent; margin: 0px 0px 0px 24px; padding: 0px; user-select: text; clear: both; cursor: text; overflow: visible; position: relative; direction: ltr; display: block; font-size: 11pt; font-family: Georgia, Georgia_MSFontService, serif; vertical-align: baseline;\"> \u003Cp aria-level=\"1\" class=\"Paragraph SCXW155742350 BCX0\" paraeid=\"{2ea195fe-ccc0-45ba-890f-c89b2baec3d1}{57}\" paraid=\"313228432\" role=\"heading\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; overflow-wrap: break-word; white-space: pre-wrap; font-weight: normal; font-style: normal; vertical-align: baseline; font-kerning: none; background-color: transparent; color: rgb(15, 71, 97); text-align: justify; text-indent: 0px;\">\u003Cspan class=\"TextRun SCXW155742350 BCX0\" data-contrast=\"none\" lang=\"EN-IN\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; font-variant: normal; color: rgb(0, 0, 0); font-size: 11pt; font-style: normal; text-transform: none; line-height: 19.55px; font-family: Georgia, Georgia_EmbeddedFont, Georgia_MSFontService, serif; font-weight: normal;\" xml:lang=\"EN-IN\">\u003Cspan class=\"NormalTextRun SCXW155742350 BCX0\" data-ccp-parastyle=\"heading 1\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text;\">Integrate governance controls (approvals, drift detection, rollback strategies)\u003C/span>\u003C/span>\u003Cspan class=\"EOP SCXW155742350 BCX0\" data-ccp-props='{\"134233117\":false,\"134233118\":false,\"134245418\":true,\"134245529\":true,\"201341983\":0,\"335551550\":6,\"335551620\":6,\"335559685\":720,\"335559737\":0,\"335559738\":0,\"335559739\":0,\"335559740\":276,\"335559991\":360}' style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; font-size: 11pt; line-height: 19.55px; font-family: Georgia, Georgia_EmbeddedFont, Georgia_MSFontService, serif; color: rgb(0, 0, 0);\">\u003C/span>\u003C/p> \u003C/li> \u003C/ul> \u003C/div> \u003Cdiv class=\"ListContainerWrapper SCXW155742350 BCX0\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; position: relative;\"> \u003Cul class=\"BulletListStyle1 SCXW155742350 BCX0\" role=\"list\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; list-style-type: disc; cursor: text; font-family: verdana; overflow: visible;\"> \u003Cli aria-setsize=\"-1\" class=\"OutlineElement Ltr SCXW155742350 BCX0\" data-aria-level=\"1\" data-aria-posinset=\"5\" data-font=\"Symbol\" data-leveltext=\"\" data-list-defn-props='{\"335552541\":1,\"335559685\":720,\"335559991\":360,\"469769226\":\"Symbol\",\"469769242\":[8226],\"469777803\":\"left\",\"469777804\":\"\",\"469777815\":\"hybridMultilevel\"}' data-listid=\"1\" role=\"listitem\" style=\"-webkit-user-drag: none; 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font-variant: normal; color: rgb(0, 0, 0); font-size: 11pt; font-style: normal; text-transform: none; line-height: 19.55px; font-family: Georgia, Georgia_EmbeddedFont, Georgia_MSFontService, serif; font-weight: normal;\" xml:lang=\"EN-IN\">\u003Cspan class=\"NormalTextRun SCXW155742350 BCX0\" data-ccp-parastyle=\"heading 1\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text;\">Define model metadata standards, monitoring SLAs, and re-training workflows\u003C/span>\u003C/span>\u003Cspan class=\"EOP SCXW155742350 BCX0\" data-ccp-props='{\"134233117\":false,\"134233118\":false,\"134245418\":true,\"134245529\":true,\"201341983\":0,\"335551550\":6,\"335551620\":6,\"335559685\":720,\"335559737\":0,\"335559738\":0,\"335559739\":0,\"335559740\":276,\"335559991\":360}' style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; font-size: 11pt; line-height: 19.55px; font-family: Georgia, Georgia_EmbeddedFont, Georgia_MSFontService, serif; color: rgb(0, 0, 0);\">\u003C/span>\u003C/p> \u003C/li> \u003C/ul> \u003C/div> \u003Cdiv class=\"ListContainerWrapper SCXW155742350 BCX0\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; position: relative;\"> \u003Cul class=\"BulletListStyle1 SCXW155742350 BCX0\" role=\"list\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; list-style-type: disc; cursor: text; font-family: verdana; overflow: visible;\"> \u003Cli aria-setsize=\"-1\" class=\"OutlineElement Ltr SCXW155742350 BCX0\" data-aria-level=\"1\" data-aria-posinset=\"6\" data-font=\"Symbol\" data-leveltext=\"\" data-list-defn-props='{\"335552541\":1,\"335559685\":720,\"335559991\":360,\"469769226\":\"Symbol\",\"469769242\":[8226],\"469777803\":\"left\",\"469777804\":\"\",\"469777815\":\"hybridMultilevel\"}' data-listid=\"1\" role=\"listitem\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px 0px 0px 24px; padding: 0px; user-select: text; clear: both; cursor: text; overflow: visible; position: relative; direction: ltr; display: block; font-size: 11pt; font-family: Georgia, Georgia_MSFontService, serif; vertical-align: baseline;\"> \u003Cp aria-level=\"1\" class=\"Paragraph SCXW155742350 BCX0\" paraeid=\"{2ea195fe-ccc0-45ba-890f-c89b2baec3d1}{69}\" paraid=\"842396183\" role=\"heading\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; overflow-wrap: break-word; white-space: pre-wrap; font-weight: normal; font-style: normal; vertical-align: baseline; font-kerning: none; background-color: transparent; color: rgb(15, 71, 97); text-align: justify; text-indent: 0px;\">\u003Cspan class=\"TextRun SCXW155742350 BCX0\" data-contrast=\"none\" lang=\"EN-IN\" style=\"-webkit-user-drag: none; -webkit-tap-highlight-color: transparent; margin: 0px; padding: 0px; user-select: text; 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