{"id":10730,"date":"2026-01-13T11:05:32","date_gmt":"2026-01-13T11:05:32","guid":{"rendered":"https:\/\/techtrendfeed.com\/?p=10730"},"modified":"2026-01-13T11:05:32","modified_gmt":"2026-01-13T11:05:32","slug":"how-ai-can-change-into-your-private-language-tutor","status":"publish","type":"post","link":"https:\/\/techtrendfeed.com\/?p=10730","title":{"rendered":"How AI Can Change into Your Private Language Tutor"},"content":{"rendered":"

\n<\/p>\n

\n

a language by passively turning pages in a textbook.<\/p>\n

You actually progress when the language talks again to you.<\/p>\n

Instance of grammar workout routines I did to arrange for HSK5 in China \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
While you see pictures, hear actual sentences, attempt to communicate, and get suggestions, every thing lastly clicks in your head.<\/p>\n
Prior to now, you wanted a trainer by your facet always to get that sort of suggestions.<\/p>\n
At present, generative AI can play that function in your telephone or laptop, like an AI language tutor you should utilize any time.<\/p>\n
$\"\"$
Instance of pronunciation train I do with my AI Chinese language Tutor on Telegram \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
After I began studying Mandarin ten years in the past, I noticed many foreigners struggling to be understood by locals in on a regular basis conversations due to poor pronunciation.<\/p>\n
It satisfied me that with out good pronunciation, a wealthy vocabulary is ineffective.<\/p>\n
$\"\"$
The second phrase means low-cost items, however has different meanings too \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
I nonetheless bear in mind sitting in my residence in Shanghai, repeating the identical sentence many times, with out anybody to appropriate me.<\/p>\n
Years later, after I found generative AI, I remembered the engineer in China who was fighting grammar books and tones.<\/p>\n
$\"\"$
Latest TDS Publications on how I exploit Generative AI Options for Provide Chain and Tech \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
I needed to construct instruments that might have helped me previously.<\/p>\n
As a startup founder, I do not need a lot free time, so I wanted a option to construct and take a look at new instruments shortly.<\/p>\n
That’s the reason I turned to n8n to construct assistants that might have made my Chinese language observe a lot simpler.<\/p>\n
$\"\"$
n8n workflow of my AI Chinese language Pronunciation Coach \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
On this article, I’ll present how I exploit n8n and multimodal AI to construct a \u201cexamine companions\u201d for language studying that:<\/p>\n
\n
Right my pronunciation utilizing Textual content-to-speech capabilities<\/li>\n
Create workout routines to review vocabulary lists<\/li>\n
Generate pictures as an instance phrases or contexts for flash-card model observe<\/li>\n<\/ul>\n
Collectively, they present how AI and low-code platforms like n8n can help anybody studying a posh language.<\/p>\n
Even with every day utilization, all of those collectively value lower than 1 euro per 30 days.<\/p>\n
AI For Pronunciation And Oral Comprehension<\/h2>\n
My identify is Samir, a provide chain skilled who struggled with Mandarin throughout his six-year keep in China.<\/p>\n
Let me introduce you to Yin, the AI-powered Language coach I developed final week.<\/p>\n
$\"\"$
UI of the applying I designed to enhance my Chinese language proficiency \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
This can be a net utility I designed to help my Chinese language studying journey after greater than 5 years with out practising.<\/p>\n
It consists of three options:<\/p>\n
\n
Pronunciation Workouts<\/li>\n
A number of Selection Questions (MCQ)<\/li>\n
Flash Playing cards<\/li>\n<\/ul>\n
I’ll use every characteristic to reveal how I exploit multimodal AI to enhance my studying comprehension, listening, and pronunciation in Mandarin.<\/p>\n
Why is pronunciation in Mandarin so Vital?<\/h3>\n
Let me share an actual story from China to spotlight the significance of utilizing the proper tone in Mandarin.<\/p>\n
At some point, I used to be invited to a job interview on the largest Chinese language categorical firm, valued at billions. <\/p>\n
All the dialog was in Chinese language. <\/p>\n
I had fastidiously ready my sentences, highlighting how I used knowledge science to enhance warehouse operations.<\/p>\n
$\"\"$
An instance of a sentence I ready for the interview \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
At one level, I needed to say: *\u201cI exploit knowledge science to enhance choosing productiveness within the warehouse.\u201d<\/em><\/p>\n*
*The verb \u201cchoosing\u201d means taking items from cabinets or racks in a warehouse.<\/p>\n*
$\"\"$
Think about an operator taking this pallet jack and going within the alleys to take containers from the racks \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
In Chinese language, my colleagues used the verb **\u62e3\u8d27 (ji\u01cen hu\u00f2)<\/strong> to explain this course of.<\/p>\n**
However as a substitute of claiming ji\u01cen hu\u00f2<\/strong>, I mentioned **ji\u00e0n hu\u00f2<\/strong>.<\/p>\n**
$\"\"$
Two makes use of of jian huo with totally different tones \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
Which is a very totally different phrase that you just positively don\u2019t wish to use in a job interview.<\/p>\n
To maintain it well mannered right here, let\u2019s say *ji\u00e0n hu\u00f2<\/em> is a impolite phrase.<\/p>\n*
*The supervisor burst out laughing.<\/p>\n*
*I didn\u2019t perceive why till I debriefed with the headhunter later and repeated the sentence for her.<\/p>\n*
*That second taught me that pronunciation in Chinese language isn\u2019t nearly sounding pure.<\/p>\n*
*You’ll be able to know 1000’s of phrases, but when your tone is improper, folks received\u2019t perceive you.<\/p>\n*
Because of this the primary characteristic of my app is an AI **pronunciation coach<\/strong>.<\/p>\n**
Utilizing Speech-to-Textual content Recognition to Practise<\/h3>\n
Utilizing speech-to-text and reasoning, the app listens to what I say, compares it with the goal sentence, and offers suggestions on which tones or syllables have been off.<\/p>\n
$\"\"$
Consumer interface of the App \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
The main target right here is on enhancing my pronunciation of logistics and provide chain phrases (my discipline of experience).<\/p>\n
For every phrase, we now have:<\/p>\n
\n
The phrase in Simplified Mandarin Characters: *\u5408\u540c<\/em><\/li>\n*
The sentence used to practise my pronunciation: *\u6211\u4eec\u9700\u8981\u5728\u53d1\u8d27\u524d\u7b7e\u7f72\u8fd9\u4efd\u8fd0\u8f93\u5408\u540c\u3002<\/em><\/li>\n*
The English translation: We have to signal this transport contract earlier than delivery the products.<\/em><\/li>\n<\/ul>\n
For newcomers, we are able to even add phonetics (Mandarin pinyin) utilizing the toggle.<\/p>\n
\n
Methods to observe pronunciation?<\/p>\n<\/blockquote>\n
I simply need to press the mic button on the backside to file my sentence.<\/p>\n
$\"\"$
Evaluation in progress for 2 examples \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
The recording is routinely despatched to the backend for evaluation that compares my pronunciation with the proper one.<\/p>\n
A number of seconds later, I obtained my suggestions.<\/p>\n
The suggestions is sort of detailed; it focuses on the phrases that you just mispronounced.<\/p>\n
$\"\"$
Pronunciation Evaluation \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
It\u2019s practically like having a private trainer correcting me in actual time, besides this one by no means will get drained.<\/p>\n
After all, this received\u2019t exchange an awesome trainer in a one-on-one lesson, however it will probably assist you to practise after courses.<\/p>\n
After I began studying Mandarin, I used to spend evenings (after work) alone, repeating easy sentences to familiarise myself with the nuances of tones.<\/p>\n
I didn’t have a suggestions loop on the time; this software would have been very useful.<\/p>\n
\n
How does it work?<\/p>\n<\/blockquote>\n
Textual content-to-speech and reasoning capabilities of GenAI<\/h3>\n
The backend is an easy n8n workflow linked to the frontend through a webhook.<\/p>\n
$\"\"$
Backend of the app \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
The text-to-speech capabilities are used to transcribe the audio file despatched by the entrance finish into phonetics (pinyin).<\/p>\n
$\"\"$
Transcription of my audio \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
The output of this Gemini audio transcription node consists of the phonetics:<\/p>\n
[\n {\n \"content\": {\n \"parts\": [\n {\n \"text\": \"zu\u00f2 p\u01d0n hu\u00f2 z\u01d2ngg\u00f2ng f\u00e0ng z\u00e0i \u00e8rsh\u00ed ge tu\u014dp\u00e1n sh\u00e0ng.n\"\n }\n ],\n \"function\": \"mannequin\"\n },\n \"finishReason\": \"STOP\",\n \"avgLogprobs\": -0.16858814502584524\n }\n]<\/code><\/pre>\nThis pinyin is then despatched to the AI node Pronounciation Evaluation<\/code> together with the goal pronunciation.<\/p>\n Enter of the AI Pronunciation Evaluation Agent \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\nOn this instance, I mispronounced the penultimate phrase.<\/p>\n Full move from query to evaluation \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\nThat is exactly what the agent talked about in his suggestions.<\/p>\n This exhibits how we are able to use text-to-speech capabilities, mixed with the reasoning of generative AI fashions, to enhance our pronunciation.<\/p>\n This may be tailored to any language.<\/p>\n \nWhat about picture era and speetch-to-text?<\/p>\n<\/blockquote>\n Generative AI for Content material Technology<\/h2>\nWhen you observe the person interface of the applying, you discover that every phrase has:<\/p>\n \nAn illustrative Picture <\/li>\n A sentence for the context<\/li>\n Audio transcription accessible through the microphone icons<\/li>\n<\/ul>\nAI-generated content material to assist me be taught the vocabulary \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\nThis content material is generated utilizing AI fashions to supply a wide range of educating supplies for the second characteristic: flashcards.<\/p>\n Textual content-to-Speech Options<\/h3>\nAn effective way to practise pronunciation is to pay attention and repeat.<\/p>\n Due to this fact, earlier than recording my sentence, I can learn to pronounce the phrase utilizing this primary speech-to-text characteristic.<\/p>\n Textual content-to-speech button \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\nFor this, I exploit Google\u2019s Textual content-to-Speech API as it’s fairly handy and free.<\/p>\n from gtts import gTTS\n\ndef generate_speech(textual content: str, lang: str):\n filename = f\"{uuid4().hex}.mp3\"\n filepath = f\".\/knowledge\/gtts\/{filename}\"\n\n tts = gTTS(textual content=textual content, lang=lang)\n tts.save(filepath)<\/code><\/pre>\nWith a few traces of code, you possibly can generate the text-to-speech of any phrase utilizing the right language code.<\/p>\n That is precisely what I used within the software to generate flashcards that I introduced on In the direction of Knowledge Science three years in the past.<\/p>\n Instance of Flash Playing cards utilizing Textual content-to-speech \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\nThe concept on the time was to enhance my listening comprehension by including audio to the flashcard solutions.<\/p>\n \nWhat about lengthy sentences?<\/p>\n<\/blockquote>\n The issue with Google Textual content-to-speech is the robotic voice.<\/p>\n Luckily, we now have eleven labs.<\/p>\n Possibility for lengthy sentence audio model \/ Workflow producing the sentence and the audio \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\nThe workflow above is linked to the app through webhook.<\/p>\n The Eleven labs node that takes the output of the AI Agent Generate Instance<\/code> to generate the audio model of the sentence.<\/p>\n The person can now hearken to the sentence pronounced \u201clike\u201d a local speaker.<\/p>\n \nWhat’s remaining? Questions and illustrations \u2026<\/p>\n<\/blockquote>\n Educating materials era<\/h3>\nAs defined within the earlier part, the sentences are additionally generated utilizing AI.<\/p>\n The AI Agent node, powered by Gemini, takes the phrase to review as enter and makes use of the system immediate under to generate a sentence.<\/p>\n You're a Chinese language language tutor for professionals.\n\nGiven a Chinese language phrase, you MUST return a JSON object with EXACTLY these keys:\n- \"sentence\": a brief Chinese language sentence utilizing the phrase in a enterprise or \n daily-life context\n- \"pinyin\": the pinyin of the complete sentence\n- \"english\": the English translation of the sentence\n\nReturn ONLY legitimate JSON. No explanations, no backticks, no additional textual content.\n\nInstance:\n{\n \"sentence\": \"\u6211\u53bb\u4ed3\u5e93\u68c0\u67e5\u8d27\u7269\u3002\",\n \"pinyin\": \"W\u01d2 q\u00f9 c\u0101ngk\u00f9 ji\u01cench\u00e1 hu\u00f2w\u00f9.\",\n \"english\": \"I'm going to the warehouse to examine the products.\"\n}<\/code><\/pre>\nThat ensures a virtually infinite number of workout routines.<\/p>\n And the cherry on the cake is the picture generated with Gemini\u2019s Nano Banana to assist us join a phrase to its context.<\/p>\n Photos used as an instance the phrase \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\nAfter studying 1000’s of Chinese language characters, I observed that pictures assist with memorising new phrases.<\/p>\n That is exactly what I exploit within the flashcards characteristic.<\/p>\n Instance of a flash card to be taught the phrase \u5408\u540c meaning contract in Chinese language \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\nThe n8n backend offers to the front-end:<\/p>\n \nThe phrase in Chinese language that you just wish to be taught with pinyin and English translation<\/li>\n An instance sentence and its translation generated by GPT<\/li>\n An illustrative picture generated by Gemini<\/li>\n<\/ul>\nThe entrance finish then manages the card-flipping mechanism.<\/p>\n If you wish to recreate this resolution tailor-made in your wants, I’ve shared an identical workflow on my GitHub<\/a>.<\/p>\n \nDo you want multiple-choices questions? Gen AI may help!<\/p>\n<\/blockquote>\nGenerate Workouts from a vocabulary record<\/h3>\nFor the final characteristic, we generate multiple-choice inquiries to be taught the identical vocabulary record.<\/p>\nA number of-choice questions characteristic \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\nWe ask Gemini to generate questions from the vocabulary record, utilizing multiple-choice choices with just one appropriate reply.<\/p>\n[\n {\n \"output\": {\n \"question\": \"Which of the following is the correct Chinese translation for 'Variable Pricing'? Please answer with A, B, C, or D.\",\n \"options\": {\n \"A\": \"\u4ed3\u5e93\",\n \"B\": \"\u53ef\u53d8\u5b9a\u4ef7\",\n \"C\": \"\u5361\u8f66\u53f8\u673a\",\n \"D\": \"\u6295\u6807\"\n },\n \"correct\": \"B\",\n \"right_feedback\": \"Great job! \u53ef\u53d8\u5b9a\u4ef7 (k\u011b bi\u00e0n d\u00ecng ji\u00e0) means Variable Pricing.\",\n \"wrong_feedback\": \"Oops! The correct answer is B: \u53ef\u53d8\u5b9a\u4ef7 (k\u011b bi\u00e0n d\u00ecng ji\u00e0), which means Variable Pricing.\"\n }\n }\n]<\/code><\/pre>\nThe front-end makes use of this output to supply the questions with tailored suggestions.<\/p>\nInstance with constructive and unfavorable suggestions \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\nThe backend of this characteristic relies on an n8n workflow that I additionally shared on my GitHub: AI-Powered Language Instructor utilizing GPT<\/a>.<\/p>\n Conclusion<\/h2>\nI developed this app to experiment with how AI might improve my studying capabilities.<\/p>\n After practically 5 years with out talking Chinese language, this multimodal AI assistant has confirmed to be an awesome assist.<\/p>\n All the backend is constructed on n8n for speedy prototyping and seamless integration. <\/p>\n \nYou aren’t acquainted with n8n and wish to be taught?<\/p>\n<\/blockquote>\n I’ve a whole tutorial, designed for newcomers, on my YouTube channel that may information you from occasion creation to credential setup.<\/p>\n \n<\/iframe><\/div>\n<\/figure>\n<p class=\"wp-block-paragraph\">After this tutorial, it is possible for you to to make use of any of the workflows shared in my <a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/github.com\/samirsaci\/n8n_workflow\/tree\/master\">repository<\/a>.<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/contributor.insightmediagroup.io\/wp-content\/uploads\/2026\/01\/image-102-1024x622.png\" alt=\"\" class=\"wp-image-642223\"\/><figcaption class=\"wp-element-caption\"><a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/github.com\/samirsaci\/n8n_workflow\">GitHub Repository with 30+ free templates overlaying a number of domains<\/a> \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n<p class=\"wp-block-paragraph\">As I do not need time to decide to in-person Chinese language courses, I can have an assistant who will adapt to my schedule.<\/p>\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Can we do higher?<\/p>\n<\/blockquote>\n<p class=\"wp-block-paragraph\">On the \u201croadmap\u201d of this small facet mission, I’ve:<\/p>\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">Including complicated grammar workout routines that might be executed orally (combining studying comprehension, grammar and pronunciation)<\/li>\n<li class=\"wp-block-list-item\">Implementing a writing module that might appropriate my calligraphy utilizing picture processing<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">Relying on my availability, I’ll intention to ship it by Q1 2026.<\/p>\n<h3 class=\"wp-block-heading\">About Me<\/h3>\n<p class=\"wp-block-paragraph\">Let\u2019s join on\u00a0<a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/in\/samir-saci\/\" target=\"_blank\" rel=\"noreferrer noopener\">LinkedIn<\/a>\u00a0and\u00a0<a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/twitter.com\/Samir_Saci_\" target=\"_blank\" rel=\"noreferrer noopener\">Twitter<\/a>; I’m a Provide Chain Engineer utilizing knowledge analytics to enhance logistics operations and cut back prices.<\/p>\n<p class=\"wp-block-paragraph\">For consulting or recommendation on analytics and sustainable provide chain transformation, please contact me through\u00a0<a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/www.logi-green.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Logigreen Consulting<\/a>.<\/p>\n<\/div>\n<p><template id="bVFtBQHpBWnpbWQp1OrQ"></template><\/script><br \/>\n<br \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>a language by passively turning pages in a textbook. You actually progress when the language talks again to you. Instance of grammar workout routines I did to arrange for HSK5 in China \u2013 (Picture by Samir Saci) While you see pictures, hear actual sentences, attempt to communicate, and get suggestions, every thing lastly clicks in […]<\/p>\n","protected":false},"author":2,"featured_media":10732,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[55],"tags":[634,579,7380],"class_list":["post-10730","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-machine-learning","tag-language","tag-personal","tag-tutor"],"_links":{"self":[{"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=\/wp\/v2\/posts\/10730","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10730"}],"version-history":[{"count":1,"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=\/wp\/v2\/posts\/10730\/revisions"}],"predecessor-version":[{"id":10731,"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=\/wp\/v2\/posts\/10730\/revisions\/10731"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=\/wp\/v2\/media\/10732"}],"wp:attachment":[{"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10730"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10730"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10730"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}<!-- This website is optimized by Airlift. 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Instance of grammar workout routines I did to arrange for HSK5 in China \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
While you see pictures, hear actual sentences, attempt to communicate, and get suggestions, every thing lastly clicks in your head.<\/p>\n
Prior to now, you wanted a trainer by your facet always to get that sort of suggestions.<\/p>\n
At present, generative AI can play that function in your telephone or laptop, like an AI language tutor you should utilize any time.<\/p>\n
$\"\"$
Instance of pronunciation train I do with my AI Chinese language Tutor on Telegram \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
After I began studying Mandarin ten years in the past, I noticed many foreigners struggling to be understood by locals in on a regular basis conversations due to poor pronunciation.<\/p>\n
It satisfied me that with out good pronunciation, a wealthy vocabulary is ineffective.<\/p>\n
$\"\"$
The second phrase means low-cost items, however has different meanings too \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
I nonetheless bear in mind sitting in my residence in Shanghai, repeating the identical sentence many times, with out anybody to appropriate me.<\/p>\n
Years later, after I found generative AI, I remembered the engineer in China who was fighting grammar books and tones.<\/p>\n
$\"\"$
Latest TDS Publications on how I exploit Generative AI Options for Provide Chain and Tech \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
I needed to construct instruments that might have helped me previously.<\/p>\n
As a startup founder, I do not need a lot free time, so I wanted a option to construct and take a look at new instruments shortly.<\/p>\n
That’s the reason I turned to n8n to construct assistants that might have made my Chinese language observe a lot simpler.<\/p>\n
$\"\"$
n8n workflow of my AI Chinese language Pronunciation Coach \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
On this article, I’ll present how I exploit n8n and multimodal AI to construct a \u201cexamine companions\u201d for language studying that:<\/p>\n
\n
Right my pronunciation utilizing Textual content-to-speech capabilities<\/li>\n
Create workout routines to review vocabulary lists<\/li>\n
Generate pictures as an instance phrases or contexts for flash-card model observe<\/li>\n<\/ul>\n
Collectively, they present how AI and low-code platforms like n8n can help anybody studying a posh language.<\/p>\n
Even with every day utilization, all of those collectively value lower than 1 euro per 30 days.<\/p>\n
AI For Pronunciation And Oral Comprehension<\/h2>\n
My identify is Samir, a provide chain skilled who struggled with Mandarin throughout his six-year keep in China.<\/p>\n
Let me introduce you to Yin, the AI-powered Language coach I developed final week.<\/p>\n
$\"\"$
UI of the applying I designed to enhance my Chinese language proficiency \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
This can be a net utility I designed to help my Chinese language studying journey after greater than 5 years with out practising.<\/p>\n
It consists of three options:<\/p>\n
\n
Pronunciation Workouts<\/li>\n
A number of Selection Questions (MCQ)<\/li>\n
Flash Playing cards<\/li>\n<\/ul>\n
I’ll use every characteristic to reveal how I exploit multimodal AI to enhance my studying comprehension, listening, and pronunciation in Mandarin.<\/p>\n
Why is pronunciation in Mandarin so Vital?<\/h3>\n
Let me share an actual story from China to spotlight the significance of utilizing the proper tone in Mandarin.<\/p>\n
At some point, I used to be invited to a job interview on the largest Chinese language categorical firm, valued at billions. <\/p>\n
All the dialog was in Chinese language. <\/p>\n
I had fastidiously ready my sentences, highlighting how I used knowledge science to enhance warehouse operations.<\/p>\n
$\"\"$
An instance of a sentence I ready for the interview \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
At one level, I needed to say: *\u201cI exploit knowledge science to enhance choosing productiveness within the warehouse.\u201d<\/em><\/p>\n*
*The verb \u201cchoosing\u201d means taking items from cabinets or racks in a warehouse.<\/p>\n*
$\"\"$
Think about an operator taking this pallet jack and going within the alleys to take containers from the racks \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
In Chinese language, my colleagues used the verb **\u62e3\u8d27 (ji\u01cen hu\u00f2)<\/strong> to explain this course of.<\/p>\n**
However as a substitute of claiming ji\u01cen hu\u00f2<\/strong>, I mentioned **ji\u00e0n hu\u00f2<\/strong>.<\/p>\n**
$\"\"$
Two makes use of of jian huo with totally different tones \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
Which is a very totally different phrase that you just positively don\u2019t wish to use in a job interview.<\/p>\n
To maintain it well mannered right here, let\u2019s say *ji\u00e0n hu\u00f2<\/em> is a impolite phrase.<\/p>\n*
*The supervisor burst out laughing.<\/p>\n*
*I didn\u2019t perceive why till I debriefed with the headhunter later and repeated the sentence for her.<\/p>\n*
*That second taught me that pronunciation in Chinese language isn\u2019t nearly sounding pure.<\/p>\n*
*You’ll be able to know 1000’s of phrases, but when your tone is improper, folks received\u2019t perceive you.<\/p>\n*
Because of this the primary characteristic of my app is an AI **pronunciation coach<\/strong>.<\/p>\n**
Utilizing Speech-to-Textual content Recognition to Practise<\/h3>\n
Utilizing speech-to-text and reasoning, the app listens to what I say, compares it with the goal sentence, and offers suggestions on which tones or syllables have been off.<\/p>\n
$\"\"$
Consumer interface of the App \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
The main target right here is on enhancing my pronunciation of logistics and provide chain phrases (my discipline of experience).<\/p>\n
For every phrase, we now have:<\/p>\n
\n
The phrase in Simplified Mandarin Characters: *\u5408\u540c<\/em><\/li>\n*
The sentence used to practise my pronunciation: *\u6211\u4eec\u9700\u8981\u5728\u53d1\u8d27\u524d\u7b7e\u7f72\u8fd9\u4efd\u8fd0\u8f93\u5408\u540c\u3002<\/em><\/li>\n*
The English translation: We have to signal this transport contract earlier than delivery the products.<\/em><\/li>\n<\/ul>\n
For newcomers, we are able to even add phonetics (Mandarin pinyin) utilizing the toggle.<\/p>\n
\n
Methods to observe pronunciation?<\/p>\n<\/blockquote>\n
I simply need to press the mic button on the backside to file my sentence.<\/p>\n
$\"\"$
Evaluation in progress for 2 examples \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
The recording is routinely despatched to the backend for evaluation that compares my pronunciation with the proper one.<\/p>\n
A number of seconds later, I obtained my suggestions.<\/p>\n
The suggestions is sort of detailed; it focuses on the phrases that you just mispronounced.<\/p>\n
$\"\"$
Pronunciation Evaluation \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
It\u2019s practically like having a private trainer correcting me in actual time, besides this one by no means will get drained.<\/p>\n
After all, this received\u2019t exchange an awesome trainer in a one-on-one lesson, however it will probably assist you to practise after courses.<\/p>\n
After I began studying Mandarin, I used to spend evenings (after work) alone, repeating easy sentences to familiarise myself with the nuances of tones.<\/p>\n
I didn’t have a suggestions loop on the time; this software would have been very useful.<\/p>\n
\n
How does it work?<\/p>\n<\/blockquote>\n
Textual content-to-speech and reasoning capabilities of GenAI<\/h3>\n
The backend is an easy n8n workflow linked to the frontend through a webhook.<\/p>\n
$\"\"$
Backend of the app \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
The text-to-speech capabilities are used to transcribe the audio file despatched by the entrance finish into phonetics (pinyin).<\/p>\n
$\"\"$
Transcription of my audio \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n
The output of this Gemini audio transcription node consists of the phonetics:<\/p>\n
[\n {\n \"content\": {\n \"parts\": [\n {\n \"text\": \"zu\u00f2 p\u01d0n hu\u00f2 z\u01d2ngg\u00f2ng f\u00e0ng z\u00e0i \u00e8rsh\u00ed ge tu\u014dp\u00e1n sh\u00e0ng.n\"\n }\n ],\n \"function\": \"mannequin\"\n },\n \"finishReason\": \"STOP\",\n \"avgLogprobs\": -0.16858814502584524\n }\n]<\/code><\/pre>\nThis pinyin is then despatched to the AI node Pronounciation Evaluation<\/code> together with the goal pronunciation.<\/p>\n Enter of the AI Pronunciation Evaluation Agent \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\nOn this instance, I mispronounced the penultimate phrase.<\/p>\n Full move from query to evaluation \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\nThat is exactly what the agent talked about in his suggestions.<\/p>\n This exhibits how we are able to use text-to-speech capabilities, mixed with the reasoning of generative AI fashions, to enhance our pronunciation.<\/p>\n This may be tailored to any language.<\/p>\n \nWhat about picture era and speetch-to-text?<\/p>\n<\/blockquote>\n Generative AI for Content material Technology<\/h2>\nWhen you observe the person interface of the applying, you discover that every phrase has:<\/p>\n \nAn illustrative Picture <\/li>\n A sentence for the context<\/li>\n Audio transcription accessible through the microphone icons<\/li>\n<\/ul>\nAI-generated content material to assist me be taught the vocabulary \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\nThis content material is generated utilizing AI fashions to supply a wide range of educating supplies for the second characteristic: flashcards.<\/p>\n Textual content-to-Speech Options<\/h3>\nAn effective way to practise pronunciation is to pay attention and repeat.<\/p>\n Due to this fact, earlier than recording my sentence, I can learn to pronounce the phrase utilizing this primary speech-to-text characteristic.<\/p>\n Textual content-to-speech button \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\nFor this, I exploit Google\u2019s Textual content-to-Speech API as it’s fairly handy and free.<\/p>\n from gtts import gTTS\n\ndef generate_speech(textual content: str, lang: str):\n filename = f\"{uuid4().hex}.mp3\"\n filepath = f\".\/knowledge\/gtts\/{filename}\"\n\n tts = gTTS(textual content=textual content, lang=lang)\n tts.save(filepath)<\/code><\/pre>\nWith a few traces of code, you possibly can generate the text-to-speech of any phrase utilizing the right language code.<\/p>\n That is precisely what I used within the software to generate flashcards that I introduced on In the direction of Knowledge Science three years in the past.<\/p>\n Instance of Flash Playing cards utilizing Textual content-to-speech \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\nThe concept on the time was to enhance my listening comprehension by including audio to the flashcard solutions.<\/p>\n \nWhat about lengthy sentences?<\/p>\n<\/blockquote>\n The issue with Google Textual content-to-speech is the robotic voice.<\/p>\n Luckily, we now have eleven labs.<\/p>\n Possibility for lengthy sentence audio model \/ Workflow producing the sentence and the audio \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\nThe workflow above is linked to the app through webhook.<\/p>\n The Eleven labs node that takes the output of the AI Agent Generate Instance<\/code> to generate the audio model of the sentence.<\/p>\n The person can now hearken to the sentence pronounced \u201clike\u201d a local speaker.<\/p>\n \nWhat’s remaining? Questions and illustrations \u2026<\/p>\n<\/blockquote>\n Educating materials era<\/h3>\nAs defined within the earlier part, the sentences are additionally generated utilizing AI.<\/p>\n The AI Agent node, powered by Gemini, takes the phrase to review as enter and makes use of the system immediate under to generate a sentence.<\/p>\n You're a Chinese language language tutor for professionals.\n\nGiven a Chinese language phrase, you MUST return a JSON object with EXACTLY these keys:\n- \"sentence\": a brief Chinese language sentence utilizing the phrase in a enterprise or \n daily-life context\n- \"pinyin\": the pinyin of the complete sentence\n- \"english\": the English translation of the sentence\n\nReturn ONLY legitimate JSON. No explanations, no backticks, no additional textual content.\n\nInstance:\n{\n \"sentence\": \"\u6211\u53bb\u4ed3\u5e93\u68c0\u67e5\u8d27\u7269\u3002\",\n \"pinyin\": \"W\u01d2 q\u00f9 c\u0101ngk\u00f9 ji\u01cench\u00e1 hu\u00f2w\u00f9.\",\n \"english\": \"I'm going to the warehouse to examine the products.\"\n}<\/code><\/pre>\nThat ensures a virtually infinite number of workout routines.<\/p>\n And the cherry on the cake is the picture generated with Gemini\u2019s Nano Banana to assist us join a phrase to its context.<\/p>\n Photos used as an instance the phrase \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\nAfter studying 1000’s of Chinese language characters, I observed that pictures assist with memorising new phrases.<\/p>\n That is exactly what I exploit within the flashcards characteristic.<\/p>\n Instance of a flash card to be taught the phrase \u5408\u540c meaning contract in Chinese language \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\nThe n8n backend offers to the front-end:<\/p>\n \nThe phrase in Chinese language that you just wish to be taught with pinyin and English translation<\/li>\n An instance sentence and its translation generated by GPT<\/li>\n An illustrative picture generated by Gemini<\/li>\n<\/ul>\nThe entrance finish then manages the card-flipping mechanism.<\/p>\n If you wish to recreate this resolution tailor-made in your wants, I’ve shared an identical workflow on my GitHub<\/a>.<\/p>\n \nDo you want multiple-choices questions? Gen AI may help!<\/p>\n<\/blockquote>\nGenerate Workouts from a vocabulary record<\/h3>\nFor the final characteristic, we generate multiple-choice inquiries to be taught the identical vocabulary record.<\/p>\nA number of-choice questions characteristic \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\nWe ask Gemini to generate questions from the vocabulary record, utilizing multiple-choice choices with just one appropriate reply.<\/p>\n[\n {\n \"output\": {\n \"question\": \"Which of the following is the correct Chinese translation for 'Variable Pricing'? Please answer with A, B, C, or D.\",\n \"options\": {\n \"A\": \"\u4ed3\u5e93\",\n \"B\": \"\u53ef\u53d8\u5b9a\u4ef7\",\n \"C\": \"\u5361\u8f66\u53f8\u673a\",\n \"D\": \"\u6295\u6807\"\n },\n \"correct\": \"B\",\n \"right_feedback\": \"Great job! \u53ef\u53d8\u5b9a\u4ef7 (k\u011b bi\u00e0n d\u00ecng ji\u00e0) means Variable Pricing.\",\n \"wrong_feedback\": \"Oops! The correct answer is B: \u53ef\u53d8\u5b9a\u4ef7 (k\u011b bi\u00e0n d\u00ecng ji\u00e0), which means Variable Pricing.\"\n }\n }\n]<\/code><\/pre>\nThe front-end makes use of this output to supply the questions with tailored suggestions.<\/p>\nInstance with constructive and unfavorable suggestions \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\nThe backend of this characteristic relies on an n8n workflow that I additionally shared on my GitHub: AI-Powered Language Instructor utilizing GPT<\/a>.<\/p>\n Conclusion<\/h2>\nI developed this app to experiment with how AI might improve my studying capabilities.<\/p>\n After practically 5 years with out talking Chinese language, this multimodal AI assistant has confirmed to be an awesome assist.<\/p>\n All the backend is constructed on n8n for speedy prototyping and seamless integration. <\/p>\n \nYou aren’t acquainted with n8n and wish to be taught?<\/p>\n<\/blockquote>\n I’ve a whole tutorial, designed for newcomers, on my YouTube channel that may information you from occasion creation to credential setup.<\/p>\n \n<\/iframe><\/div>\n<\/figure>\n<p class=\"wp-block-paragraph\">After this tutorial, it is possible for you to to make use of any of the workflows shared in my <a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/github.com\/samirsaci\/n8n_workflow\/tree\/master\">repository<\/a>.<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/contributor.insightmediagroup.io\/wp-content\/uploads\/2026\/01\/image-102-1024x622.png\" alt=\"\" class=\"wp-image-642223\"\/><figcaption class=\"wp-element-caption\"><a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/github.com\/samirsaci\/n8n_workflow\">GitHub Repository with 30+ free templates overlaying a number of domains<\/a> \u2013 (Picture by Samir Saci)<\/figcaption><\/figure>\n<p class=\"wp-block-paragraph\">As I do not need time to decide to in-person Chinese language courses, I can have an assistant who will adapt to my schedule.<\/p>\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Can we do higher?<\/p>\n<\/blockquote>\n<p class=\"wp-block-paragraph\">On the \u201croadmap\u201d of this small facet mission, I’ve:<\/p>\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">Including complicated grammar workout routines that might be executed orally (combining studying comprehension, grammar and pronunciation)<\/li>\n<li class=\"wp-block-list-item\">Implementing a writing module that might appropriate my calligraphy utilizing picture processing<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">Relying on my availability, I’ll intention to ship it by Q1 2026.<\/p>\n<h3 class=\"wp-block-heading\">About Me<\/h3>\n<p class=\"wp-block-paragraph\">Let\u2019s join on\u00a0<a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/in\/samir-saci\/\" target=\"_blank\" rel=\"noreferrer noopener\">LinkedIn<\/a>\u00a0and\u00a0<a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/twitter.com\/Samir_Saci_\" target=\"_blank\" rel=\"noreferrer noopener\">Twitter<\/a>; I’m a Provide Chain Engineer utilizing knowledge analytics to enhance logistics operations and cut back prices.<\/p>\n<p class=\"wp-block-paragraph\">For consulting or recommendation on analytics and sustainable provide chain transformation, please contact me through\u00a0<a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/www.logi-green.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Logigreen Consulting<\/a>.<\/p>\n<\/div>\n<p><template id="bVFtBQHpBWnpbWQp1OrQ"></template><\/script><br \/>\n<br \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>a language by passively turning pages in a textbook. You actually progress when the language talks again to you. Instance of grammar workout routines I did to arrange for HSK5 in China \u2013 (Picture by Samir Saci) While you see pictures, hear actual sentences, attempt to communicate, and get suggestions, every thing lastly clicks in […]<\/p>\n","protected":false},"author":2,"featured_media":10732,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[55],"tags":[634,579,7380],"class_list":["post-10730","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-machine-learning","tag-language","tag-personal","tag-tutor"],"_links":{"self":[{"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=\/wp\/v2\/posts\/10730","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10730"}],"version-history":[{"count":1,"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=\/wp\/v2\/posts\/10730\/revisions"}],"predecessor-version":[{"id":10731,"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=\/wp\/v2\/posts\/10730\/revisions\/10731"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=\/wp\/v2\/media\/10732"}],"wp:attachment":[{"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10730"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10730"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/techtrendfeed.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10730"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}<!-- This website is optimized by Airlift. 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