{"id":40531,"date":"2026-03-31T11:53:39","date_gmt":"2026-03-31T09:53:39","guid":{"rendered":"https:\/\/www.huwise.com\/?post_type=glossary&#038;p=40531"},"modified":"2026-03-31T11:53:39","modified_gmt":"2026-03-31T09:53:39","slug":"agentic-framework","status":"publish","type":"glossary","link":"https:\/\/www.huwise.com\/en\/glossary\/agentic-framework\/","title":{"rendered":"Agentic Framework"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">In enterprise data environments, agentic frameworks are rapidly becoming a core component of how organizations automate complex data workflows, power intelligent<\/span><a href=\"https:\/\/www.huwise.com\/en\/glossary\/data-discovery\/\"> <span style=\"font-weight: 400;\">data discovery<\/span><\/a><span style=\"font-weight: 400;\">, and enable next-generation<\/span><a href=\"https:\/\/www.huwise.com\/en\/glossary\/self-service-data\/\"> <span style=\"font-weight: 400;\">self-service data<\/span><\/a><span style=\"font-weight: 400;\"> experiences.<\/span><\/p>\n<h2>Core Components of an Agentic Framework<\/h2>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Agent:<\/b><span style=\"font-weight: 400;\"> the core reasoning unit, typically a large language model or specialized AI model, that interprets goals, generates plans, and decides which actions to take.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Tools:<\/b><span style=\"font-weight: 400;\"> external capabilities the agent can invoke, APIs, database queries,<\/span><a href=\"https:\/\/www.huwise.com\/en\/glossary\/data-pipeline\/\"> <span style=\"font-weight: 400;\">data pipeline<\/span><\/a><span style=\"font-weight: 400;\"> triggers, search functions, code executors, that extend its ability to act on the world beyond text generation.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Memory:<\/b><span style=\"font-weight: 400;\"> the mechanism by which an agent retains context across steps, including short-term working memory (within a task) and long-term memory (across sessions), often backed by vector databases or structured<\/span><a href=\"https:\/\/www.huwise.com\/en\/glossary\/data-storage\/\"> <span style=\"font-weight: 400;\">data stores<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Planning:<\/b><span style=\"font-weight: 400;\"> the agent&#8217;s ability to decompose a high-level goal into a sequence of subtasks, reason about dependencies, and adapt its plan when intermediate steps fail or produce unexpected results.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Orchestration layer:<\/b><span style=\"font-weight: 400;\"> the framework logic that coordinates multiple agents, manages tool calls, handles errors, enforces guardrails, and routes outputs, ensuring the overall workflow progresses toward its goal reliably.<\/span><\/li>\n<\/ul>\n<h2>Agentic Frameworks in Data Management<\/h2>\n<p><span style=\"font-weight: 400;\">The application of agentic frameworks to data management is transforming how organizations interact with their data ecosystems:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Automated data discovery and cataloging:<\/b><span style=\"font-weight: 400;\"> agents can crawl<\/span><a href=\"https:\/\/www.huwise.com\/en\/glossary\/data-warehouse\/\"> <span style=\"font-weight: 400;\">data warehouses<\/span><\/a><span style=\"font-weight: 400;\">,<\/span><a href=\"https:\/\/www.huwise.com\/en\/glossary\/data-lake\/\"> <span style=\"font-weight: 400;\">data lakes<\/span><\/a><span style=\"font-weight: 400;\">, and<\/span><a href=\"https:\/\/www.huwise.com\/en\/glossary\/data-marketplace\/\"> <span style=\"font-weight: 400;\">data marketplaces<\/span><\/a><span style=\"font-weight: 400;\">, automatically classifying assets, generating<\/span><a href=\"https:\/\/www.huwise.com\/en\/glossary\/metadata\/\"> <span style=\"font-weight: 400;\">metadata<\/span><\/a><span style=\"font-weight: 400;\"> descriptions, and updating<\/span><a href=\"https:\/\/www.huwise.com\/en\/glossary\/data-catalog\/\"> <span style=\"font-weight: 400;\">data catalogs<\/span><\/a><span style=\"font-weight: 400;\"> without human curation.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Intelligent pipeline management:<\/b><span style=\"font-weight: 400;\"> agents can monitor<\/span><a href=\"https:\/\/www.huwise.com\/en\/glossary\/data-pipeline\/\"> <span style=\"font-weight: 400;\">data pipelines<\/span><\/a><span style=\"font-weight: 400;\">, detect anomalies flagged by data observability tools, diagnose root causes by querying<\/span><a href=\"https:\/\/www.huwise.com\/en\/glossary\/data-lineage\/\"> <span style=\"font-weight: 400;\">data lineage<\/span><\/a><span style=\"font-weight: 400;\"> graphs, and trigger remediation workflows autonomously.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Natural language data access:<\/b><span style=\"font-weight: 400;\"> business users describe what they need in plain language; an agent translates the request into the appropriate queries, identifies the right<\/span><a href=\"https:\/\/www.huwise.com\/en\/glossary\/data-product\/\"> <span style=\"font-weight: 400;\">data products<\/span><\/a><span style=\"font-weight: 400;\"> from a marketplace, and returns validated results, eliminating the need for SQL expertise or catalog navigation skills.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Autonomous data product maintenance:<\/b><span style=\"font-weight: 400;\"> agents embedded in<\/span><a href=\"https:\/\/www.huwise.com\/en\/glossary\/data-as-a-product\/\"> <span style=\"font-weight: 400;\">autonomous data products<\/span><\/a><span style=\"font-weight: 400;\"> manage quality checks, documentation updates, and consumer notifications, reducing the operational overhead on<\/span><a href=\"https:\/\/www.huwise.com\/en\/glossary\/data-product-owner\/\"> <span style=\"font-weight: 400;\">data product owners<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/www.huwise.com\/en\/glossary\/data-governance\/\"><b>Data governance<\/b><\/a><b> automation:<\/b><span style=\"font-weight: 400;\"> agents can continuously audit data access patterns, flag<\/span><a href=\"https:\/\/www.huwise.com\/en\/glossary\/gdpr-general-data-protection-regulation\/\"> <span style=\"font-weight: 400;\">GDPR<\/span><\/a><span style=\"font-weight: 400;\"> compliance risks, and enforce governance policies across distributed data environments at a scale no human team can match.<\/span><\/li>\n<\/ul>\n<h2>Multi-Agent Architectures<\/h2>\n<p><span style=\"font-weight: 400;\">Complex enterprise data tasks often require the coordination of multiple specialized agents working in parallel or sequence, known as a <\/span><b>multi-agent architecture<\/b><span style=\"font-weight: 400;\">. In this model:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">An <\/span><b>orchestrator agent<\/b><span style=\"font-weight: 400;\"> manages the overall workflow and delegates subtasks.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Specialist agents<\/b><span style=\"font-weight: 400;\"> handle specific domains, for example, one for<\/span><a href=\"https:\/\/www.huwise.com\/en\/glossary\/data-quality\/\"> <span style=\"font-weight: 400;\">data quality<\/span><\/a><span style=\"font-weight: 400;\"> checking, one for<\/span><a href=\"https:\/\/www.huwise.com\/en\/glossary\/metadata\/\"> <span style=\"font-weight: 400;\">metadata<\/span><\/a><span style=\"font-weight: 400;\"> enrichment, and one for<\/span><a href=\"https:\/\/www.huwise.com\/en\/glossary\/data-lineage\/\"> <span style=\"font-weight: 400;\">data lineage<\/span><\/a><span style=\"font-weight: 400;\"> mapping.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Agents communicate through structured messages, shared memory stores, or tool outputs, building toward a collective result that no single agent could produce alone.<\/span><\/li>\n<\/ul>\n<h2>Governance of Agentic Frameworks<\/h2>\n<p><span style=\"font-weight: 400;\">The autonomy that makes agentic frameworks powerful also makes them a critical governance concern. Agents acting on enterprise data can make consequential decisions at machine speed, classifying sensitive records, triggering data access, and modifying<\/span><a href=\"https:\/\/www.huwise.com\/en\/glossary\/data-product\/\"> <span style=\"font-weight: 400;\">data products<\/span><\/a><span style=\"font-weight: 400;\">, all with limited human oversight. Responsible deployment of agentic frameworks requires:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Clear scope boundaries:<\/b><span style=\"font-weight: 400;\"> defining what actions an agent is and is not permitted to take autonomously.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Audit trails:<\/b><span style=\"font-weight: 400;\"> logging every tool call, decision point, and data access for<\/span><a href=\"https:\/\/www.huwise.com\/en\/glossary\/data-lineage\/\"> <span style=\"font-weight: 400;\">data lineage<\/span><\/a><span style=\"font-weight: 400;\"> and compliance purposes.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Human-in-the-loop checkpoints:<\/b><span style=\"font-weight: 400;\"> requiring human approval for high-stakes or irreversible actions.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Alignment with<\/b><a href=\"https:\/\/www.huwise.com\/en\/glossary\/data-governance\/\"> <b>data governance<\/b><\/a><b> policies:<\/b><span style=\"font-weight: 400;\"> ensuring agents respect access controls,<\/span><a href=\"https:\/\/www.huwise.com\/en\/glossary\/data-contract\/\"> <span style=\"font-weight: 400;\">data contracts<\/span><\/a><span style=\"font-weight: 400;\">, and privacy requirements, particularly when processing personal data subject to<\/span><a href=\"https:\/\/www.huwise.com\/en\/glossary\/gdpr-general-data-protection-regulation\/\"> <span style=\"font-weight: 400;\">GDPR<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Agentic frameworks represent one of the most far-reaching recent shifts in enterprise data architecture, transforming AI from a passive tool that answers questions into an active participant that finds, processes, governs, and delivers data at organizational scale.<\/span><\/p>\n","protected":false},"featured_media":0,"parent":0,"template":"","meta":{"_acf_changed":false,"inline_featured_image":false},"tags":[],"letter":[348],"class_list":["post-40531","glossary","type-glossary","status-publish","hentry","letter-a"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - 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