{"id":89157,"date":"2025-09-17T16:01:17","date_gmt":"2025-09-17T14:01:17","guid":{"rendered":"https:\/\/www.skaylink.com\/?p=89157"},"modified":"2025-09-17T16:01:17","modified_gmt":"2025-09-17T14:01:17","slug":"chatbots-ki-halluzinationen","status":"publish","type":"post","link":"https:\/\/www.skaylink.com\/de\/insights\/blog\/chatbots-ki-halluzinationen\/","title":{"rendered":"Chatbots und KI-Halluzinationen: Wie AWS Bedrock f\u00fcr Pr\u00e4zision und Vertrauen sorgt"},"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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Blog<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Chatbots und KI-Halluzinationen: Wie AWS Bedrock f\u00fcr Pr\u00e4zision und Vertrauen sorgt<\/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\tErfahren Sie, wie AWS Bedrock, Guardrails und Prompt-Engineering helfen, Risiken zu minimieren und Vertrauen in KI-Systeme zu st\u00e4rken.\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\t17. September 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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\n\t\t\t\t\t\t\n\t\t\t\t\t\t\tClaudia M\u00fcller\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\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 der sich schnell entwickelnden Welt der KI haben wir bemerkenswerte Fortschritte bei den F\u00e4higkeiten von Chatbots erlebt. Mit gro\u00dfer Macht kommt jedoch eine bedeutende Herausforderung: Halluzinationen. So wie wir Kindern beibringen, wie wichtig es ist zuzugeben, wenn sie etwas nicht wissen, m\u00fcssen wir jetzt dieses Prinzip auch unseren KI-Assistenten vermitteln.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

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Die Gefahren von KI-Halluzinationen<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Die mit Halluzinationen verbundenen Risiken gehen weit \u00fcber kleine Unannehmlichkeiten hinaus:<\/p>

  • Verbreitung von Fehlinformationen: Falsche Informationen k\u00f6nnen sich schnell verbreiten, wenn sie von einer autoritativ erscheinenden KI geliefert werden.<\/li>
  • Erosion des Vertrauens: Wiederkehrende Halluzinationen sch\u00e4digen das Vertrauen der Benutzer*innen in KI-Systeme.<\/li>
  • Auswirkungen auf Entscheidungsfindung: In kritischen Bereichen wie Gesundheitswesen, Finanzen oder rechtlichen Kontexten k\u00f6nnen halluzinierte Informationen zu sch\u00e4dlichen Entscheidungen f\u00fchren.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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    Strategien zur Bek\u00e4mpfung von Halluzinationen<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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    1. Temperaturkontrolle<\/b><\/h5><\/li><\/ol>

      Die Temperatur steuert, wie kreativ ein Modell bei seiner Antwort werden darf bzw. ob es nur Antwortm\u00f6glichkeiten mit hoher Wahrscheinlichkeit in Betracht ziehen soll.<\/p>

      Mit AWS Bedrock kann man diesen Wert via boto3 setzen.<\/p>\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 und Relevance<\/strong><\/h5><p>Grounding und Relevance, die beide \u00fcber AWS Bedrock Guardrails verf\u00fcgbar sind, funktionieren \u00e4hnlich wie Temperature. Grounding legt fest, wie stark sich die Antwort des LLMs auf den Kontext beziehen soll. Relevance bestimmt, wie relevant die Antwort des LLMs in Bezug auf die Userfrage ist.<\/p>\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>Dann k\u00f6nnen Sie Ihren Guardrail zum bedrock.converse-Aufruf hinzuf\u00fcgen:<\/p>\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-Techniken<\/strong><\/h5><p><strong>Direkte Anweisung<\/strong><br \/>Der einfachste Ansatz ist eine explizite Anweisung:<\/p>\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>Bitte beantworte die folgende Frage. Wenn du die Antwort nicht kennst oder unsicher bist, sage bitte 'Ich habe nicht gen\u00fcgend Informationen, um diese Frage zu beantworten', anstatt zu raten.\r\nFrage: Wann wurde Quantencomputing erstmals experimentell demonstriert?\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-Beispiele<\/strong><br \/>Bereitstellung von Beispielen f\u00fcr angemessene \u201eIch wei\u00df es nicht\u201c-Antworten:<\/p>\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>F: Wie gro\u00df ist die Bev\u00f6lkerung des Mars?\r\nA: Ich habe nicht gen\u00fcgend Informationen, um diese Frage zu beantworten, da der Mars keine menschliche Bev\u00f6lkerung hat.\r\nF: Wer hat die Weltmeisterschaft 2045 gewonnen?\r\nA: Ich wei\u00df nicht, wer die Weltmeisterschaft 2045 gewonnen hat, da dieses Ereignis noch nicht stattgefunden hat.\r\nF: {Benutzerfrage}\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>Wiederholung und Betonung<\/strong><br \/>Verst\u00e4rkung der Wichtigkeit von Genauigkeit:<\/p>\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>WICHTIG: Genauigkeit ist entscheidend. Wenn du dir bei der Antwort nicht sicher bist, sage 'Ich wei\u00df es nicht', anstatt potenziell falsche Informationen zu liefern.\r\nERFINDE KEINE INFORMATIONEN! Wenn du etwas nicht wei\u00dft, gib es zu!\r\nFrage: {Benutzerfrage}\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>Dringlichkeitssignale<\/strong><br \/>Erzeugung eines Gef\u00fchls der Wichtigkeit:<\/p>\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>WARNUNG! KRITISCHE ANWEISUNG: Gib KEINE spekulativen Antworten. \r\nEs ist ABSOLUT WESENTLICH, dass du anzeigst, wenn du etwas nicht wei\u00dft.\r\nDie Konsequenzen falscher Informationen k\u00f6nnten SCHWERWIEGEND sein!\r\nFrage: {Benutzerfrage}\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\">Fazit: Unsicherheit in der KI akzeptieren<\/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>Gerade in AWS-Umgebungen zeigt sich, dass Bedrock nicht nur leistungsf\u00e4hige LLMs bereitstellt, sondern auch Schutzmechanismen wie Guardrails.<\/p><p>Je mehr KI in unser t\u00e4gliches Leben und kritische Systeme integriert wird, desto wichtiger wird die Zuverl\u00e4ssigkeit dieser Systeme. Unseren KI-Assistenten beizubringen, ihre Grenzen zu erkennen und zuzugeben, ist kein Mangel \u2013 es ist eine Funktion, die Vertrauen und Zuverl\u00e4ssigkeit erh\u00f6ht.<\/p><p>Durch Implementierung von Strategien wie den oben beschriebenen k\u00f6nnen Entwickler*innen mehr Sicherheit hinsichtlich der Richtigkeit der Antworten ihres Systems schaffen. Die F\u00e4higkeit, \u201eIch wei\u00df es nicht\u201c zu sagen, mag einfach erscheinen, repr\u00e4sentiert aber eine anspruchsvolle Form der KI-Ehrlichkeit, die wir f\u00f6rdern und erwarten sollten. Bei LLMs gilt in jedem Fall: Precision \u00fcber Recall. Wir brauchen keine Chatbots, die alle Fragen beantworten k\u00f6nnen, sondern wir brauchen spezialisierte Chatbots, die sich mit einem spezifischen Thema auskennen und wissen, wann ihre Grenzen \u00fcberschritten sind.<\/p><p>Die n\u00e4chste Grenze in der KI-Entwicklung besteht nicht nur darin, Systeme intelligenter zu machen, sondern sie bewusster f\u00fcr das zu machen, was sie nicht wissen.<\/p>\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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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>\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 erh\u00e4lt die 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\tAuszeichnung f\u00fcr Expertise, sichere KI-Architekturen und erfolgreiche Kundenprojekte.\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\/de\/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\">Weiterlesen<\/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<style id=\"loop-dynamic-70874\">.e-loop-item-28334 .elementor-element.elementor-element-534ce23f:not(.elementor-motion-effects-element-type-background), .e-loop-item-28334 .elementor-element.elementor-element-534ce23f > .elementor-motion-effects-container > .elementor-motion-effects-layer{background-image:url(\"https:\/\/www.skaylink.com\/wp-content\/uploads\/2024\/08\/Titelbild-Blogs-etc-1.jpg\");}<\/style>\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"70874\" class=\"elementor elementor-70874 elementor-57266 elementor-57266 swiper-slide e-loop-item e-loop-item-28334 post-28334 post type-post status-publish format-standard has-post-thumbnail hentry category-case-studies tag-aws tag-ki-ml\" 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>\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 analysiert mit KI gro\u00dfe Datenmengen f\u00fcr 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 kombiniert f\u00fcr IMWF regel- und KI-basierte Methoden zur schnellen Analyse gro\u00dfer Datenmengen.\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\/de\/case-studies\/das-imwf-analysiert-mit-ki-kommunikationsstroeme\/\">\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\">Weiterlesen<\/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<style id=\"loop-dynamic-70874\">.e-loop-item-51470 .elementor-element.elementor-element-534ce23f:not(.elementor-motion-effects-element-type-background), .e-loop-item-51470 .elementor-element.elementor-element-534ce23f > .elementor-motion-effects-container > .elementor-motion-effects-layer{background-image:url(\"https:\/\/www.skaylink.com\/wp-content\/uploads\/2023\/07\/Shutterstock-143193889.jpg\");}<\/style>\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"70874\" class=\"elementor elementor-70874 elementor-57266 elementor-57266 swiper-slide e-loop-item e-loop-item-51470 post-51470 post type-post status-publish format-standard has-post-thumbnail hentry category-blog tag-ki-ml\" 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>\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\">Nachhaltige Landwirtschaft dank KI<\/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 ist Teil der europ\u00e4ischen Initiative AI-Sprint mit dem Ziel, auf KI-basierende L\u00f6sungen f\u00fcr nachhaltige Landwirtschaft zu entwickeln \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\/de\/insights\/blog\/nachhaltige-landwirtschaft-dank-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\">Weiterlesen<\/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=\"Voriger\">\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=\"N\u00e4chster\">\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>Erfahren Sie, wie AWS Bedrock, Guardrails und Prompt-Engineering helfen, Risiken zu minimieren und Vertrauen in KI-Systeme zu st\u00e4rken.<\/p>\n","protected":false},"author":23,"featured_media":89177,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[26],"tags":[71,120],"class_list":["post-89157","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-aws","tag-ki-ml"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.skaylink.com\/de\/wp-json\/wp\/v2\/posts\/89157","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.skaylink.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.skaylink.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.skaylink.com\/de\/wp-json\/wp\/v2\/users\/23"}],"replies":[{"embeddable":true,"href":"https:\/\/www.skaylink.com\/de\/wp-json\/wp\/v2\/comments?post=89157"}],"version-history":[{"count":10,"href":"https:\/\/www.skaylink.com\/de\/wp-json\/wp\/v2\/posts\/89157\/revisions"}],"predecessor-version":[{"id":89183,"href":"https:\/\/www.skaylink.com\/de\/wp-json\/wp\/v2\/posts\/89157\/revisions\/89183"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.skaylink.com\/de\/wp-json\/wp\/v2\/media\/89177"}],"wp:attachment":[{"href":"https:\/\/www.skaylink.com\/de\/wp-json\/wp\/v2\/media?parent=89157"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.skaylink.com\/de\/wp-json\/wp\/v2\/categories?post=89157"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.skaylink.com\/de\/wp-json\/wp\/v2\/tags?post=89157"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}