{"id":89274,"date":"2025-09-17T16:01:57","date_gmt":"2025-09-17T14:01:57","guid":{"rendered":"https:\/\/www.skaylink.com\/?p=89274"},"modified":"2025-09-17T16:01:57","modified_gmt":"2025-09-17T14:01:57","slug":"chatbots-ai-hallucinations","status":"publish","type":"post","link":"https:\/\/www.skaylink.com\/en\/insights\/blog\/chatbots-ai-hallucinations\/","title":{"rendered":"Chatbots and AI hallucinations: Building precision and trust with AWS Bedrock"},"content":{"rendered":"\t\t
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Home<\/a><\/span><\/span><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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Chatbots and AI hallucinations: Building precision and trust with AWS Bedrock<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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\n\t\t\t\t\t\t\t\t\tLearn how AWS Bedrock, guardrails, and prompt engineering help minimize risks and build trust in AI systems.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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\n\t\t\t\t\t\t\t\t\tSeptember 17, 2025\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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Senior AWS Consultant<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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In the quickly-changing world of AI, we have experienced remarkable progress in chatbot abilities. But with great power comes an important challenge: hallucinations. Just like we teach children the importance of admitting when they don\u2019t know something, we now need to teach this principle to our AI assistants.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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The dangers of AI hallucinations<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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The risks associated with hallucinations go far beyond slight unpleasantries:<\/p>\n

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  • Spreading incorrect information: Incorrect information can spread quickly if it is provided by an AI that appears to be authoritative.<\/li>\n
  • Erosion of trust: Recurring hallucinations damage user trust in AI systems.<\/li>\n
  • Effects on decision-making: In critical areas like healthcare, finance, or legal contexts, hallucinated information can result in damaging decisions.<\/li>\n<\/ul>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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    Strategies to fight hallucinations<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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      \n
    1. \n
      Temperature control<\/b><\/h5>\n<\/li>\n<\/ol>\n

      The temperature controls how creative a model can be in its answer or whether it should only consider possible answers with a high probability.<\/p>\n

      With AWS Bedrock, you can set this value via boto3.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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      \n\t\t\t\t\n\t\t\t\t\t       response = brt.converse_stream(\r\n            modelId='anthropic.claude-3-haiku-20240307-v1:0',\r\n            messages=messages,\r\n            system=[\r\n                {\r\n                    'text': base_system_prompt\r\n                },\r\n            ],\r\n            inferenceConfig={\r\n                'maxTokens': 2048,\r\n        'temperature': 0.1\r\n            }\r\n        )\r\n<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ad89f27 elementor-widget elementor-widget-text-editor\" data-id=\"2ad89f27\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><strong>2. Grounding and relevance<\/strong><\/h5>\n<p>Grounding and relevance are both available via AWS Bedrock guardrails, and work similarly to temperature. Grounding establishes how heavily the LLM\u2019s answer should be based on the context. Relevance determines how relevant the LLM\u2019s answer is in relation to the user\u2019s question.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-749505b elementor-widget elementor-widget-code-highlight\" data-id=\"749505b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-default copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-javascript line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-javascript\">\n\t\t\t\t\t<xmp>my_guard = client.create_guardrail(\r\n    name=\"mytestguard\",\r\n    contextualGroundingPolicyConfig={\r\n        \"filtersConfig\": [\r\n            {\r\n                \"type\": \"GROUNDING\",\r\n                \"threshold\": 0.7\r\n            },\r\n            {\r\n                \"type\": \"RELEVANCE\",\r\n                \"threshold\": 0.7\r\n            }\r\n        ]\r\n    },\r\n        blockedInputMessaging='Es tut mir leid, aber ich kann keine personalisierten Ratschl\u00e4ge oder Empfehlungen zur Verwaltung von Finanzverm\u00f6gen in treuh\u00e4nderischer Funktion geben.',\r\n        blockedOutputsMessaging='Es tut mir leid, aber ich kann keine personalisierten Ratschl\u00e4ge oder Empfehlungen zur Verwaltung von Finanzverm\u00f6gen in treuh\u00e4nderischer Funktion geben.'\r\n)\r\n\r\n<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-284c69f elementor-widget elementor-widget-text-editor\" data-id=\"284c69f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Then you can add your guardrail to the bedrock.converse query:<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d2b849 elementor-widget elementor-widget-code-highlight\" data-id=\"4d2b849\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-default copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-javascript line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-javascript\">\n\t\t\t\t\t<xmp>response = bedrock_client.converse_stream(\r\n        modelId=model_id,\r\n        messages=messages,\r\n        system=system_prompts,\r\n        inferenceConfig=inference_config,\r\n        additionalModelRequestFields=additional_model_fields,\r\n        guardrailConfig={\r\n            'guardrailIdentifier': \"7c3cg1p2zpbn\",\r\n            'guardrailVersion': 'DRAFT'\r\n        }\r\n    )\r\n<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c66c653 elementor-widget elementor-widget-text-editor\" data-id=\"c66c653\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><strong>3. Prompt engineering techniques<\/strong><\/h5>\n<p><strong>Direct instruction<\/strong><br \/>The simplest approach is an explicit instruction:<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-285e851 elementor-widget elementor-widget-code-highlight\" data-id=\"285e851\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-default copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-html \">\n\t\t\t\t<code readonly=\"true\" class=\"language-html\">\n\t\t\t\t\t<xmp>Please answer the following question. If you don\u2019t know the answer or if you are uncertain, please say \u201cI don\u2019t have enough information to answer this question\u201d instead of guessing. \r\n<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a09e5a2 elementor-widget elementor-widget-text-editor\" data-id=\"a09e5a2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Few-shot examples<\/strong><br \/>Providing examples for appropriate \u201cI don\u2019t know\u201d answers:<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e4aa16c elementor-widget elementor-widget-code-highlight\" data-id=\"e4aa16c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-default copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-html \">\n\t\t\t\t<code readonly=\"true\" class=\"language-html\">\n\t\t\t\t\t<xmp>Q: What is the population of Mars? \r\n\r\nA: I don\u2019t have enough information to answer this question, because Mars doesn\u2019t have a human population. \r\n\r\nQ: Who won the World Cup in 2045? \r\n\r\nA: I don\u2019t know who won the World Cup in 2045, because this event hasn\u2019t happened yet. \r\n\r\nQ: {User question} \r\n\r\nA: \r\n\r\n<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-22e9e44 elementor-widget elementor-widget-text-editor\" data-id=\"22e9e44\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Repetition and emphasis<\/strong><br \/>Increasing the importance of accuracy:<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8899f3a elementor-widget elementor-widget-code-highlight\" data-id=\"8899f3a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-default copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-html \">\n\t\t\t\t<code readonly=\"true\" class=\"language-html\">\n\t\t\t\t\t<xmp>IMPORTANT: Accuracy is crucial. If you are not sure of the answer, say \u201cI don\u2019t know\u201d instead of providing potentially incorrect information. \r\n\r\nDO NOT MAKE UP ANY INFORMATION! If you really don\u2019t know something, admit it! \r\n\r\nQuestion: {User question} \r\n\r\n\r\n<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2335edc elementor-widget elementor-widget-text-editor\" data-id=\"2335edc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Urgency signals<\/strong><br \/>Creating a sense of importance:<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5398a9d elementor-widget elementor-widget-code-highlight\" data-id=\"5398a9d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-default copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-html \">\n\t\t\t\t<code readonly=\"true\" class=\"language-html\">\n\t\t\t\t\t<xmp>WARNING! CRITICAL INSTRUCTION: Do not provide ANY speculative answers.  \r\n\r\nIt is ABSOLUTELY ESSENTIAL that you indicate when you don\u2019t know something. \r\n\r\nThe consequences of incorrect information can be SERIOUS! \r\n\r\nQuestion: {User question} \r\n\r\n\r\n\r\n<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-26e2a45c e-flex e-con-boxed e-con e-parent\" data-id=\"26e2a45c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-35b50de4 e-con-full e-flex e-con e-child\" data-id=\"35b50de4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2afb9b7c elementor-widget elementor-widget-heading\" data-id=\"2afb9b7c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Summary: Accept uncertainty with AI<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a50ba94 elementor-widget elementor-widget-text-editor\" data-id=\"3a50ba94\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>AWS environments in particular show that Bedrock not only provides powerful LLMs, but also protection mechanisms such as guardrails.<\/p>\n<p>The more we integrate AI into our daily lives and critical systems, the more important the reliability of these systems becomes. Teaching our AI assistants to recognize and admit their limitations is not a shortcoming \u2013 it\u2019s a feature that increases trust and reliability.<\/p>\n<p>By implementing strategies such as those described above, developers can create more certainty about the accuracy of their system\u2019s responses. The ability to say \u201cI don\u2019t know\u201d, as simple as it looks, represents a demanding form of AI honesty that we should promote and come to expect. In any case, the following applies to LLMs: Precision above recall. We don\u2019t need chatbots that can answer any question. We need specialized chatbots that know a specific topic thoroughly and understand when they have exceeded their limits.<\/p>\n<p>The next frontier in AI development is not only to make systems smarter, but to make them more aware of what they don\u2019t know.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e396dd4 e-flex e-con-boxed e-con e-parent\" data-id=\"e396dd4\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1c4ff976 elementor-hidden-desktop elementor-widget elementor-widget-heading\" data-id=\"1c4ff976\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Case Stories<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1b2c5fd elementor-arrows-position-inside elementor-widget elementor-widget-loop-carousel\" data-id=\"1b2c5fd\" data-element_type=\"widget\" data-e-type=\"widget\" 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--e-global-typography-849cb99-font-size );line-height:var( --e-global-typography-849cb99-line-height );letter-spacing:var( --e-global-typography-849cb99-letter-spacing );word-spacing:var( --e-global-typography-849cb99-word-spacing );}.elementor-57266 .elementor-element.elementor-element-29d94ff{font-size:var( --e-global-typography-9ae4c6f-font-size );line-height:var( --e-global-typography-9ae4c6f-line-height );letter-spacing:var( --e-global-typography-9ae4c6f-letter-spacing );word-spacing:var( --e-global-typography-9ae4c6f-word-spacing );}.elementor-widget-button .elementor-button{font-size:var( --e-global-typography-accent-font-size );line-height:var( --e-global-typography-accent-line-height );}}<\/style>\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"57266\" class=\"elementor elementor-57266 swiper-slide e-loop-item e-loop-item-88465 post-88465 post type-post status-publish format-standard has-post-thumbnail hentry category-blog tag-aws tag-ki-ml-2\" data-elementor-post-type=\"elementor_library\" role=\"group\" aria-roledescription=\"slide\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-55762ecb e-flex e-con-boxed e-con e-parent\" data-id=\"55762ecb\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-534ce23f e-con-full e-flex e-con e-child\" data-id=\"534ce23f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a274def elementor-widget elementor-widget-image\" data-id=\"a274def\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"533\" src=\"https:\/\/www.skaylink.com\/wp-content\/uploads\/2025\/08\/MG_5100_johanna_lohr_fotografie-2-1024x682.jpg\" class=\"attachment-large size-large wp-image-88460\" alt=\"\" srcset=\"https:\/\/www.skaylink.com\/wp-content\/uploads\/2025\/08\/MG_5100_johanna_lohr_fotografie-2-1024x682.jpg 1024w, https:\/\/www.skaylink.com\/wp-content\/uploads\/2025\/08\/MG_5100_johanna_lohr_fotografie-2-300x200.jpg 300w, https:\/\/www.skaylink.com\/wp-content\/uploads\/2025\/08\/MG_5100_johanna_lohr_fotografie-2-768x512.jpg 768w, https:\/\/www.skaylink.com\/wp-content\/uploads\/2025\/08\/MG_5100_johanna_lohr_fotografie-2-1536x1024.jpg 1536w, https:\/\/www.skaylink.com\/wp-content\/uploads\/2025\/08\/MG_5100_johanna_lohr_fotografie-2.jpg 2000w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-373b26ac e-con-full elementor-hidden-tablet elementor-hidden-mobile e-flex e-con e-child\" data-id=\"373b26ac\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0fe0875 e-con-full e-flex e-con e-child\" data-id=\"0fe0875\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-66b75a3 elementor-widget elementor-widget-text-editor\" data-id=\"66b75a3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tBlog\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b58affb elementor-widget elementor-widget-heading\" data-id=\"b58affb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Skaylink achieves AWS Generative AI Competency<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-29d94ff elementor-widget elementor-widget-text-editor\" data-id=\"29d94ff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tSkaylink receives the AWS Generative AI Competency for proven expertise and successful customer projects. \t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-79b359c elementor-widget elementor-widget-button\" data-id=\"79b359c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.skaylink.com\/en\/insights\/blog\/aws-generative-ai-competency\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"skaylinkicon- skaylink-icon-arrow\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Read more<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"57266\" class=\"elementor elementor-57266 swiper-slide e-loop-item e-loop-item-79312 post-79312 post type-post status-publish format-standard has-post-thumbnail hentry category-case-studies tag-ai-ml-2 tag-aws\" data-elementor-post-type=\"elementor_library\" role=\"group\" aria-roledescription=\"slide\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-55762ecb e-flex e-con-boxed e-con e-parent\" data-id=\"55762ecb\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-534ce23f e-con-full e-flex e-con e-child\" data-id=\"534ce23f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a274def elementor-widget elementor-widget-image\" data-id=\"a274def\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"683\" height=\"466\" src=\"https:\/\/www.skaylink.com\/wp-content\/uploads\/2024\/08\/Titelbild-Blogs-etc-1.jpg\" class=\"attachment-large size-large wp-image-79063\" alt=\"\" srcset=\"https:\/\/www.skaylink.com\/wp-content\/uploads\/2024\/08\/Titelbild-Blogs-etc-1.jpg 683w, https:\/\/www.skaylink.com\/wp-content\/uploads\/2024\/08\/Titelbild-Blogs-etc-1-300x205.jpg 300w\" sizes=\"(max-width: 683px) 100vw, 683px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-373b26ac e-con-full elementor-hidden-tablet elementor-hidden-mobile e-flex e-con e-child\" data-id=\"373b26ac\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0fe0875 e-con-full e-flex e-con e-child\" data-id=\"0fe0875\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-66b75a3 elementor-widget elementor-widget-text-editor\" data-id=\"66b75a3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tCase studies\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b58affb elementor-widget elementor-widget-heading\" data-id=\"b58affb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Skaylink uses AI to analyze large quantities of data for IMWF<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-29d94ff elementor-widget elementor-widget-text-editor\" data-id=\"29d94ff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tSkaylink combines rule- and AI-based methods for rapid analysis of large quantities of data for IMWF.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-79b359c elementor-widget elementor-widget-button\" data-id=\"79b359c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.skaylink.com\/en\/case-studies\/imwf-analyzes-communication-streams-with-ai\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"skaylinkicon- skaylink-icon-arrow\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Read more<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"57266\" class=\"elementor elementor-57266 swiper-slide e-loop-item e-loop-item-65668 post-65668 post type-post status-publish format-standard has-post-thumbnail hentry category-blog tag-ai-ml-2\" data-elementor-post-type=\"elementor_library\" role=\"group\" aria-roledescription=\"slide\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-55762ecb e-flex e-con-boxed e-con e-parent\" data-id=\"55762ecb\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-534ce23f e-con-full e-flex e-con e-child\" data-id=\"534ce23f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a274def elementor-widget elementor-widget-image\" data-id=\"a274def\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/www.skaylink.com\/wp-content\/uploads\/2023\/07\/Shutterstock-143193889-1024x576.jpg\" class=\"attachment-large size-large wp-image-51472\" alt=\"\" srcset=\"https:\/\/www.skaylink.com\/wp-content\/uploads\/2023\/07\/Shutterstock-143193889-1024x576.jpg 1024w, https:\/\/www.skaylink.com\/wp-content\/uploads\/2023\/07\/Shutterstock-143193889-300x169.jpg 300w, https:\/\/www.skaylink.com\/wp-content\/uploads\/2023\/07\/Shutterstock-143193889-768x432.jpg 768w, https:\/\/www.skaylink.com\/wp-content\/uploads\/2023\/07\/Shutterstock-143193889-1536x864.jpg 1536w, https:\/\/www.skaylink.com\/wp-content\/uploads\/2023\/07\/Shutterstock-143193889.jpg 1920w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-373b26ac e-con-full elementor-hidden-tablet elementor-hidden-mobile e-flex e-con e-child\" data-id=\"373b26ac\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0fe0875 e-con-full e-flex e-con e-child\" data-id=\"0fe0875\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-66b75a3 elementor-widget elementor-widget-text-editor\" data-id=\"66b75a3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tBlog\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b58affb elementor-widget elementor-widget-heading\" data-id=\"b58affb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Sustainable agriculture thanks to AI<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-29d94ff elementor-widget elementor-widget-text-editor\" data-id=\"29d94ff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tSkaylink is part of the European AI-SPRINT initiative, which aims to develop AI-based solutions for sustainable agriculture.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-79b359c elementor-widget elementor-widget-button\" data-id=\"79b359c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.skaylink.com\/en\/insights\/blog\/sustainable-agriculture-thanks-to-ki\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"skaylinkicon- skaylink-icon-arrow\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Read more<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-swiper-button elementor-swiper-button-prev\" role=\"button\" tabindex=\"0\" aria-label=\"Previous\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"skaylinkicon- skaylink-icon-arrow-circle-left\"><\/i>\t\t\t<\/div>\n\t\t\t<div class=\"elementor-swiper-button elementor-swiper-button-next\" role=\"button\" tabindex=\"0\" aria-label=\"Next\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"skaylinkicon- skaylink-icon-arrow-circle-right\"><\/i>\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Learn how AWS Bedrock, guardrails, and prompt engineering help minimize risks and build trust in AI systems.<\/p>\n","protected":false},"author":23,"featured_media":89178,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[100],"tags":[168,200],"class_list":["post-89274","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-aws","tag-ki-ml-2"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.skaylink.com\/en\/wp-json\/wp\/v2\/posts\/89274","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.skaylink.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.skaylink.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.skaylink.com\/en\/wp-json\/wp\/v2\/users\/23"}],"replies":[{"embeddable":true,"href":"https:\/\/www.skaylink.com\/en\/wp-json\/wp\/v2\/comments?post=89274"}],"version-history":[{"count":8,"href":"https:\/\/www.skaylink.com\/en\/wp-json\/wp\/v2\/posts\/89274\/revisions"}],"predecessor-version":[{"id":89282,"href":"https:\/\/www.skaylink.com\/en\/wp-json\/wp\/v2\/posts\/89274\/revisions\/89282"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.skaylink.com\/en\/wp-json\/wp\/v2\/media\/89178"}],"wp:attachment":[{"href":"https:\/\/www.skaylink.com\/en\/wp-json\/wp\/v2\/media?parent=89274"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.skaylink.com\/en\/wp-json\/wp\/v2\/categories?post=89274"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.skaylink.com\/en\/wp-json\/wp\/v2\/tags?post=89274"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}