{"id":31832,"date":"2025-11-01T11:33:23","date_gmt":"2025-11-01T11:33:23","guid":{"rendered":"https:\/\/naijaglobalnews.org\/?p=31832"},"modified":"2025-11-01T11:33:23","modified_gmt":"2025-11-01T11:33:23","slug":"how-one-mom-used-vibe-coding-to-build-an-ai-tutor-for-her-dyslexic-son","status":"publish","type":"post","link":"https:\/\/naijaglobalnews.org\/?p=31832","title":{"rendered":"How One Mom Used Vibe Coding to Build an AI Tutor for Her Dyslexic Son"},"content":{"rendered":"<p>\n<\/p>\n<p class=\"\" data-block=\"sciam\/paragraph\">A dyslexia diagnosis was supposed to offer solutions for a boy named Tobey. His learning difference was first identified in a routine school screening and led to tutors, speech therapy, a neuropsychological evaluation and a spot at a Manhattan school for kids with learning differences. But Tobey continued to struggle. One winter afternoon earlier this year, at age 11, he came home discouraged, says his mother, Arlyn Gajilan. Why, he asked, did she keep telling him he was smart? \u201c\u2018I\u2019m slower than everybody else. Why is it so hard for me?\u2019\u201d she recalls him asking. \u201cThat was like a gut punch,\u201d she says.<\/p>\n<p class=\"\" data-block=\"sciam\/paragraph\">Gajilan, who has worked at Reuters for more than 14 years and was then digital news director, had been reading about artificial intelligence and custom GPTs\u2014tailored AI models that users could configure for specific tasks. After confirming her data would be private, she fed one of the models Tobey\u2019s report cards, neuropsychological evaluations and individualized education programs for his dyslexia. She also gave it his interests: dragons from the book series Wings of Fire, battles with Nerf guns, a song or two from Hamilton. She told the GPT he was bright and competitive but struggled with reading and writing, and she asked it to look for the best pedagogical approaches. \u201cYou are a special education teacher with expertise in teaching kids with dyslexia,\u201d she recalls writing. \u201cYour job is to help my son.\u201dThen she handed Tobey the smartphone.<\/p>\n<p class=\"\" data-block=\"sciam\/paragraph\">The decision wasn\u2019t made lightly. Though she worked in technology, she didn\u2019t let him use social media, and he didn\u2019t have his own smartphone. \u201cI\u2019m very conscious of the harm that technology can do,\u201d she says.<\/p>\n<h2>On supporting science journalism<\/h2>\n<p>If you&#8217;re enjoying this article, consider supporting our award-winning journalism by subscribing. By purchasing a subscription you are helping to ensure the future of impactful stories about the discoveries and ideas shaping our world today.<\/p>\n<p class=\"\" data-block=\"sciam\/paragraph\">But the GPT provided a creative approach that surprised her. It helped him organize paragraph structure, topic sentences and syntax in exercises that it turned into games related to his interests. \u201cMy kid is a little sassy,\u201d she says, \u201cso the AI was giving back as much sass as he was giving. It would respond with things like \u2018Game on\u2019 or \u2018Is that the best you\u2019ve got?\u2019\u201d After every session, Gajilan would tweak the GPT, telling it to increase the difficulty or asking it to explain how a recent lesson was pedagogically sound. Her experiences are just one example of the growing use of AI in educational tech\u2014especially to create bespoke learning tools designed for the needs of individual students.<\/p>\n<h2 id=\"vibe-coding-a-solution\" class=\"\" data-block=\"sciam\/heading\">Vibe Coding a Solution<\/h2>\n<p class=\"\" data-block=\"sciam\/paragraph\">When Tobey first began using the GPT, he was skeptical. \u201cI was like, \u2018Could this really help me?\u2019\u201d he says. \u201cBut I was wrong. I can speak way more fluently and read more fluently, and I\u2019m more confident with my math skills. I\u2019m not doubting myself like I did before.\u201d Gajilan checked in with his teacher, Jacinta Capelli, who\u2019d noticed improvement over the course of several months. \u201cTobey demonstrated a notable increase in confidence,\u201d Capelli recalls, though she couldn\u2019t be sure that AI was the cause.<\/p>\n<p class=\"\" data-block=\"sciam\/paragraph\">Encouraged, Gajilan began considering how she could make the GPT available to her son\u2019s friends. She\u2019d been a journalist her entire adult life covering tech and start-ups, and she had helped redesign the Reuters website and rebuild its app. \u201cIt wasn\u2019t like I was coming at this purely from a Luddite space,\u201d she says. \u201cI knew what product requirements were, but I don\u2019t know how to code.\u201d<\/p>\n<p class=\"\" data-block=\"sciam\/paragraph\">Vibe coding\u2014the use of AI language models to write code\u2014was increasingly in the news when Gajilan was thinking about how to develop an educational platform, and research suggests that it has quickly moved from novelty to norm. A 2025 ecosystem study from software company JetBrains reported that 85 percent of developers regularly use AI tools and 62 percent rely on at least one coding assistant, AI agent or code editor. Unlike with actual coding, vibe coders write what they want built with AI in the same way that they might send a Slack message to an employee. The AI translates this into code, providing iterations until users have the results they want.<\/p>\n<p class=\"\" data-block=\"sciam\/paragraph\">Gajilan began experimenting with different software. She\u2019d made the custom teaching GPT in February, and during spring break, sitting at the kitchen table, she trained herself in the use of vibe coding tools. She aimed to build her own platform based on principles drawn from 450 publicly available research papers on learning differences from dyslexia to ADHD. She designed a user dashboard and a questionnaire that asked new students about their motivations and struggles. This allowed the AI to build a learning profile with goals and a lesson plan that it could adapt depending on how users responded. By mid-June, she launched the beta version, and by July she had a dozen subscribers paying $29 a month, logging 30-minute sessions a few times a week.<\/p>\n<p class=\"\" data-block=\"sciam\/paragraph\">During this process, she filed two patents for an algorithm she developed to detect when users become frustrated. \u201cIt looks at a variety of things: when a kid\u2019s accuracy drops off, when it takes longer for them to respond and when they\u2019re using key phrases like \u2018I don\u2019t know\u2019 or \u2018This is too hard,\u2019\u201d she says. When those factors combine, the system creates wellness breaks, guiding them through movements such as jumping jacks or mindfulness exercises. She also gamified the platform, which she and her son named Tobey\u2019s Tutor. Tobey\u2019s drawings helped inspire the designs of badges that kids can earn for completing different levels.<\/p>\n<p class=\"\" data-block=\"sciam\/paragraph\">Parents can log into the dashboard, see what their child is working on, the lesson plan and its rationale. The lessons are original; nothing is off\u2011the\u2011shelf, photocopied or reused. There are no worksheets, just exercises sized to fit a particular brain. Gajilan added guardrails, too: if a child types words that hint at self\u2011harm, the platform alerts a parent.<\/p>\n<h2 id=\"ai-in-education\" class=\"\" data-block=\"sciam\/heading\">AI in Education<\/h2>\n<p class=\"\" data-block=\"sciam\/paragraph\">As AI systems become more sophisticated, a growing body of research is finding they can be effective for learning. A 2023 study that was not peer-reviewed showed a rise in the state math test scores of seventh-grade students in North Carolina who had used an AI educational tool, with some of the benefit still visible a year later. A large 2025 review of classroom trials also found that using AI often boosted learning.<\/p>\n<p class=\"\" data-block=\"sciam\/paragraph\">Scott Gaynor, head of the Stephen Gaynor School, the Manhattan private school that Tobey attends, has followed the development both of AI and Gajilan\u2019s platform and believes that such a platform could also help students who lack motivation for learning. For instance, low standardized test results in the U.S.\u2014only 22 percent of 12th graders achieved proficiency levels in math in 2024\u2014have been attributed to many factors, from pandemic-related learning loss to widespread math anxiety, as well as a general lack of interest. \u201cThis is where AI and a program like Tobey\u2019s Tutor come in because it creates high-interest, tailored questions for that student,\u201d Gaynor says. \u201cFor example, [the hypothetical child I had in mind when I tried out the platform] was interested in tennis. I got a series of math word problems around tennis. There\u2019s no way a teacher in a public school with 30 students could come up with 30 different worksheets with 10 word problems on them for each child\u2019s interest. But once a program like Tobey\u2019s Tutor gets to know the children, it will create word problems around anything you want. Right away, you\u2019ve engaged the student.\u201d<\/p>\n<p class=\"\" data-block=\"sciam\/paragraph\">Tobey says he likes how the AI makes exercises he hasn\u2019t seen before. \u201cWhen you strip all the Wings of Fire stuff away, you just have a boring math problem or a reading essay. But then it incorporates [my interests] in a way where you know you\u2019re still learning something, but it makes it more fun.\u201d<\/p>\n<p class=\"\" data-block=\"sciam\/paragraph\">Tobey\u2019s Tutor arrives as many schools are harnessing AI for learning. Public schools in Newark, N.J., have begun using the AI-powered Amira Learning platform to help children learn to read. Educational company NWEA\u2019s MAP Reading Fluency platform, a reading assessment tool for children in pre-K through fifth grade, is used by 2,000 school districts nationwide and more than 1.4 million students; it recently added an AI \u201ccoach,\u201d which, according to the company, provides \u201cpersonalized reading coaching based on each student\u2019s assessment results.\u201d Google has launched the AI learning aid Read Along in Classroom, and Microsoft has both Reading Coach and Math Progress, which use AI to generate problems and check work. Stanford University\u2019s Rapid Online Assessment of Reading (ROAR) platform uses AI to assess reading skills and dyslexia. Software company Dystech uses an AI-powered screener to evaluate whether students have learning differences, and its Dystutor tool uses those results to create personalized practice suggestions.<\/p>\n<p class=\"\" data-block=\"sciam\/paragraph\">AI tools for addressing individual differences in learning are arriving at a time when U.S. schools are often unable to fill teaching vacancies. As high schools approached the 2024\u20132025 school year, 69 percent of them struggled to find fully certified teachers for English as a second language or bilingual education, and 74 percent of elementary and middle schools reported difficulties filling special education teaching vacancies with fully certified teachers, according to the National Center for Education Statistics.<\/p>\n<p class=\"\" data-block=\"sciam\/paragraph\">\u201cI see the real potential of a program like Tobey\u2019s Tutor in all these areas where [schools] don\u2019t have expert instruction for children with learning differences,\u201d Gaynor says. \u201cThere are a lot of educators who are fearful of AI creeping into the school and our students\u2019 work. I see it as a great opportunity for children with learning differences to level the playing field.\u201d<\/p>\n<h2 id=\"just-keep-plugging-away\" class=\"\" data-block=\"sciam\/heading\">Just Keep Plugging Away<\/h2>\n<p class=\"\" data-block=\"sciam\/paragraph\">For Gajilan, seeing Tobey\u2019s enthusiasm and growing confidence affirmed her decision to create the platform. \u201cThe most heart-wrenching thing was not that my kid couldn\u2019t do a math problem or couldn\u2019t read an entire chapter without crying\u2014that was upsetting, don\u2019t get me wrong,\u201d she says, \u201cbut the truly upsetting part was him thinking that he wasn\u2019t good enough to do those things.\u201d<\/p>\n<p class=\"\" data-block=\"sciam\/paragraph\">Gajilan\u2019s own arc bent as she was improving the platform. After years as digital news director, she stepped into a new role as global editor for AI development and integration, guiding the Reuters newsroom to use AI to support human work. \u201cDoing this passion project opened my eyes to how profoundly AI is going to change the industry I\u2019ve devoted my adult life to,\u201d she says. \u201cThis change is as profound, if not more profound, than when the Internet took over.\u201d<\/p>\n<p class=\"\" data-block=\"sciam\/paragraph\">And lessons from the platform have returned to her in other ways. As she was driving Tobey home after a day at work\u2014having spent most of the previous night fixing a bug in the platform\u2014a driver cut her off and she cursed. Sitting in the back, Tobey asked what was wrong. As she tried to calmly tell him and apologized for cursing, he said he\u2019d learned it was important to just keep plugging away. When Gajilan asked where he\u2019d learned that, he said Tobey\u2019s Tutor. \u201cHe was using these phrases I\u2019d never heard him use before. He was like, \u2018Look, you just have to keep working the problem. It\u2019s not going to be solved right away, but if you keep working at it, you\u2019ll get there.\u2019\u201d<\/p>\n","protected":false},"excerpt":{"rendered":"<p>A dyslexia diagnosis was supposed to offer solutions for a boy named Tobey. His learning difference was first identified in a routine school screening and led to tutors, speech therapy, a neuropsychological evaluation and a spot at a Manhattan school for kids with learning differences. But Tobey continued to struggle. One winter afternoon earlier this<\/p>\n","protected":false},"author":1,"featured_media":31833,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[50],"tags":[1512,5557,18474,9023,3446,17606,13100],"class_list":{"0":"post-31832","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-environment","8":"tag-build","9":"tag-coding","10":"tag-dyslexic","11":"tag-mom","12":"tag-son","13":"tag-tutor","14":"tag-vibe"},"_links":{"self":[{"href":"https:\/\/naijaglobalnews.org\/index.php?rest_route=\/wp\/v2\/posts\/31832","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/naijaglobalnews.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/naijaglobalnews.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/naijaglobalnews.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/naijaglobalnews.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=31832"}],"version-history":[{"count":0,"href":"https:\/\/naijaglobalnews.org\/index.php?rest_route=\/wp\/v2\/posts\/31832\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/naijaglobalnews.org\/index.php?rest_route=\/wp\/v2\/media\/31833"}],"wp:attachment":[{"href":"https:\/\/naijaglobalnews.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=31832"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/naijaglobalnews.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=31832"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/naijaglobalnews.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=31832"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}