{"id":2580,"date":"2025-05-19T20:42:25","date_gmt":"2025-05-19T20:42:25","guid":{"rendered":"https:\/\/bestology.bestrobotics.org\/?p=2580"},"modified":"2025-05-20T00:22:48","modified_gmt":"2025-05-20T00:22:48","slug":"bestology-2025-lesson-8","status":"publish","type":"post","link":"https:\/\/bestology.bestrobotics.org\/index.php\/2025\/05\/19\/bestology-2025-lesson-8\/","title":{"rendered":"bESTology 2025-Lesson #8"},"content":{"rendered":"\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"300\" height=\"115\" src=\"http:\/\/bestology.bestrobotics.org\/wp-content\/uploads\/2025\/02\/Screencap_Logo-300x115.jpg\" alt=\"\" srcset=\"https:\/\/bestology.bestrobotics.org\/wp-content\/uploads\/2025\/02\/Screencap_Logo-300x115.jpg 300w, https:\/\/bestology.bestrobotics.org\/wp-content\/uploads\/2025\/02\/Screencap_Logo.jpg 661w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t<iframe title=\"2025 BEST Robotics Teaser\" width=\"750\" height=\"422\" src=\"https:\/\/www.youtube.com\/embed\/AuUajRmRsPc?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\t\t\n\t\t\t\t\t<h2>Welcome to bESTology 2025 fACTOIDS<\/h2>\t\t\t\t\n\t\t<p><\/p>\n<p dir=\"ltr\" style=\"line-height: 1.38; margin-top: 0pt; margin-bottom: 0pt;\">This mission will focus your thinking through interaction of AI and deepen your knowledge of training AI models and judging the validity of the results. Examining the accuracy of results is vital in determining the value of AI responses. Find your thinking cap and gather your thoughts to enter this next part of your AI mission. Let&#8217;s begin\u2026 <\/p>\t\t\n\t\t\t\t\t<h2><b>Lesson <\/b><b>#8-<\/b>&nbsp;\u201cTesting leads to failure, and failure leads to understanding,&#8221; &nbsp;Burt Ratan<\/h2>\t\t\t\t\n\t\t<p>Mission eight will have you apply your critical thinking and reflection strategies to understand how testing and failure leads to growth. AI is still a work in progress as the data sets being used are constantly evolving, learning about prompts and using Critical Thinking to assess the accuracy and responses using AI Chatbots and Generative AI tools. <\/p>\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t<figure>\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/neuroleadership.com\/your-brain-at-work\/seeds-model-biases-affect-decision-making\/\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"300\" height=\"231\" src=\"http:\/\/bestology.bestrobotics.org\/wp-content\/uploads\/2025\/05\/2025bestologywk8-300x231.jpg\" alt=\"\" srcset=\"https:\/\/bestology.bestrobotics.org\/wp-content\/uploads\/2025\/05\/2025bestologywk8-300x231.jpg 300w, https:\/\/bestology.bestrobotics.org\/wp-content\/uploads\/2025\/05\/2025bestologywk8-1024x789.jpg 1024w, https:\/\/bestology.bestrobotics.org\/wp-content\/uploads\/2025\/05\/2025bestologywk8-768x592.jpg 768w, https:\/\/bestology.bestrobotics.org\/wp-content\/uploads\/2025\/05\/2025bestologywk8.jpg 1519w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption>https:\/\/spectrum.ieee.org\/media-library\/a-robot-holding-it-head-with-gears-and-chips-coming-out.png?id=27507232&amp;width=800&amp;quality=85 <\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t<h1>RESEARCH RESOURCES<\/h1>\t\t\t\t\n\t\t<table>\n<tbody>\n<tr>\n<td>\n<p><b>Resource Title<\/b><\/p>\n<\/td>\n<td>\n<p><b>Website URL<\/b><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>7 Revealing Ways AIs Fail<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/spectrum.ieee.org\/ai-failures\">IEEE Spectrum<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>AI Failures: From Microsoft\u2019s Outage to the Google Gemini<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/enkiai.com\/ai-failures-microsoft-outage-google-chatbot\">enki<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>The Uncanny Failures of A.I.-Generated Hands<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/www.newyorker.com\/culture\/rabbit-holes\/the-uncanny-failures-of-ai-generated-hands\">The New Yorker<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Turning Failure into the Foundation for AI Success<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/casmi.northwestern.edu\/news\/articles\/2024\/turning-failure-into-the-foundation-for-ai-success.html\">Northwestern University<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>The Successes and Failures of AI Projects<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/www.perfony.com\/en\/the-successes-and-failures-of-ai-projects\/\">Perfony<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Generative AI Prompt Generator<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/docs\/prompt-gallery\">Google Cloud<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Video: Writing AI Prompts for Generative AI<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/youtu.be\/Rhg0ExcsoY8?si=3bQMBsMpdsYzL9BO\">Harvard University<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Video: How To Design Better AI Prompts<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/youtu.be\/i9r7h_CBBWA?si=vx0_EKm30sgGbuYj\">John Spencer<\/a><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p>Video: Simple Guide to Writing AI Prompts<\/p>\n<\/td>\n<td>\n<p><a href=\"https:\/\/youtu.be\/988IvqkHCGY?si=Zi-lCoJQUG4u0YPA\">Thinking In Public<\/a><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><\/p>\n<p>Tools and Tips<\/p>\n<p>Use your school provided AI Bot<\/p>\n<p>Google Gemini or Bard\u00a0<\/p>\n<p>Use your phone or mobile device and the AI Bot<\/p>\n<p><a href=\"https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/docs\/learn\/prompts\/prompt-templates\">Use Prompt Templates<\/a><\/p>\n<p><a href=\"https:\/\/youtu.be\/988IvqkHCGY?si=Zi-lCoJQUG4u0YPA\">Thinking In Public<\/a><\/p>\n<p><a href=\"https:\/\/cloud.google.com\/vertex-ai\/generative-ai\/docs\/prompt-gallery\">Generative AI Prompt Generator<\/a><\/p>\n<p><a href=\"https:\/\/www.w3schools.com\/gen_ai\/gen_ai_prompt_intro.php\">Generative AI Prompt Writing<\/a><\/p>\t\t\n\t\t\t\t\t<h1>ACTIVITY<\/h1>\t\t\t\t\n\t\t<p>In Lesson 7 you used AI Prompts to generate results in AI applications . Now that you have seen the results, how accurate do you think the results were? Was everything shown accurate? When you made an AI model using Machine Language bots, did your training yield accurate results? Did you think about the accuracy of the results? Now that you have read about AI failures in this unit, did you encounter a similar failure? \u00a0 Using the links under Tools and Tips and the video resources below, create your own AI Prompts. Evaluate how well the prompt would perform overtime. What changes could be made to improve accuracy or legitimacy of the information?<br \/><\/p>\n<p>Share your insights in your Engineering Notebook.<\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\">What did you notice about how prompt engineering works?<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">How accurate was the generated response?<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">Did you find\u00a0 bias in the response?<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">What AI tool did you use?<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">How did you debug for accuracy?<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\">How functional was your overall response for your team, task, overall results?<\/li>\n<\/ul>\t\t\n\t\t\t\t\t<h2><h1>INQUIRY PROJECT<\/h1><\/h2>\t\t\t\t\n\t\t<p><a href=\"https:\/\/www.britannica.com\/biography\/Burt-Rutan\">Burt Rutan<\/a>\u00a0 is an American aircraft and spacecraft designer who was perhaps best known for <a href=\"https:\/\/www.britannica.com\/topic\/SpaceShipOne\">SpaceShipOne<\/a>, which in 2004 became the first private crewed spacecraft.Thinking about his quote at the beginning of this lesson, how will you share what you have learned about failure,\u00a0 AI Prompt Engineering, Machine Language and neural networks showing you asking the right questions in your Engineering Notebook? How will this lesson support your team in sharing and showing failure and success, risk and rewards with your robot design, construction, and software design?<\/p>\t\t\n\t\t\t\t\t<h2>BEST IN YOUR COMMUNITY<\/h2>\t\t\t\t\n\t\t<p>Learn how <a href=\"https:\/\/www.cio.com\/article\/190888\/5-famous-analytics-and-ai-disasters.html\">AI failures have failed the public<\/a> . After reading the article, think about the businesses in your community. Connect with one or two and find out if they are using AI and if they have experienced AI failures and ways they have overcome them. Share your investigation in your Engineering Notebook.<\/p>\t\t\n\t\t\t\t\t<h2>Teacher \/ Mentor Info:<\/h2>\t\t\t\t\n\t\t<p>Bloom&#8217;s Taxonomy-Lesson\u00a0 Addresses the following Taxonomy Levels:\u00a0<br \/>Resources-\u00a0 Remembering and Understanding Research-Applying, Analyzing Evaluating Activity-Applying, Analyzing, Evaluating, Creating BEST in Your Community- Analyzing, Evaluating Based On A True Story-Applying, Analyzing, Evaluating<\/p><p><\/p><p>Workforce Skills-Lesson\u00a0 has students utilize the following Workforce Skills:\u00a0<br \/>Communication-effectively communicate ideas and information to others Adaptability-understand how to change and adapt thinking and behavior<\/p>","protected":false},"excerpt":{"rendered":"<p>Welcome to bESTology 2025 fACTOIDS This mission will focus your thinking through interaction of AI and deepen your knowledge of training AI models and judging the validity of the results. Examining the accuracy of results is vital in determining the value of AI responses. Find your thinking cap and gather [&hellip;]<\/p>\n","protected":false},"author":82,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[446],"tags":[470,400,475,401,398,476],"class_list":["post-2580","post","type-post","status-publish","format-standard","hentry","category-bestology-2025","tag-artificial-intelligence","tag-design","tag-failure","tag-methods","tag-quality","tag-success"],"_links":{"self":[{"href":"https:\/\/bestology.bestrobotics.org\/index.php\/wp-json\/wp\/v2\/posts\/2580","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bestology.bestrobotics.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bestology.bestrobotics.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bestology.bestrobotics.org\/index.php\/wp-json\/wp\/v2\/users\/82"}],"replies":[{"embeddable":true,"href":"https:\/\/bestology.bestrobotics.org\/index.php\/wp-json\/wp\/v2\/comments?post=2580"}],"version-history":[{"count":10,"href":"https:\/\/bestology.bestrobotics.org\/index.php\/wp-json\/wp\/v2\/posts\/2580\/revisions"}],"predecessor-version":[{"id":2592,"href":"https:\/\/bestology.bestrobotics.org\/index.php\/wp-json\/wp\/v2\/posts\/2580\/revisions\/2592"}],"wp:attachment":[{"href":"https:\/\/bestology.bestrobotics.org\/index.php\/wp-json\/wp\/v2\/media?parent=2580"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bestology.bestrobotics.org\/index.php\/wp-json\/wp\/v2\/categories?post=2580"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bestology.bestrobotics.org\/index.php\/wp-json\/wp\/v2\/tags?post=2580"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}