https://shanraq.org/read/how-to-build-ai-from-scratch?lang=enShanraq.orgen2026-09-25T05:42:26ZHow to build your own AI from scratch: a free beginner course https://shanraq.org/read/how-to-build-ai-from-scratch?lang=kzShanraq.orgkk2026-09-25T05:42:26ZЖасанды интеллект курсы: өз үлгіңізді басынан бастап жасаңыз https://shanraq.org/read/how-to-build-ai-from-scratch?lang=ruShanraq.orgru2026-09-25T05:42:26ZКак создать свой ИИ с нуля: бесплатный курс для начинающих https://shanraq.org/read/kazakh-ai-28-benchmark?lang=enShanraq.orgen2026-09-24T15:38:03ZLesson 28. Measure time, memory, and cost https://shanraq.org/read/kazakh-ai-30-cli?lang=enShanraq.orgen2026-09-24T15:38:03ZLesson 30. Release the command-line model and check our claims https://shanraq.org/read/kazakh-ai-27-boundary?lang=enShanraq.orgen2026-09-24T15:38:03ZLesson 27. Check misspellings and unrelated topics https://shanraq.org/read/kazakh-ai-29-audit?lang=enShanraq.orgen2026-09-24T15:38:03ZLesson 29. Audit locality and explain each answer https://shanraq.org/read/kazakh-ai-26-qazaq-ir?lang=enShanraq.orgen2026-09-24T15:38:03ZLesson 26. Compare our learning parser with qazaq-ir https://shanraq.org/read/kazakh-ai-28-benchmark?lang=kzShanraq.orgkk2026-09-24T15:38:03Z28-сабақ. Уақытты, жадты және шығынды өлшейміз https://shanraq.org/read/kazakh-ai-30-cli?lang=kzShanraq.orgkk2026-09-24T15:38:03Z30-сабақ. Консольдық үлгіні шығарып, тұжырымдарды тексереміз https://shanraq.org/read/kazakh-ai-27-boundary?lang=kzShanraq.orgkk2026-09-24T15:38:03Z27-сабақ. Қате жазу мен басқа тақырыпты тексереміз https://shanraq.org/read/kazakh-ai-26-qazaq-ir?lang=kzShanraq.orgkk2026-09-24T15:38:03Z26-сабақ. Оқу талдауын qazaq-ir жүйесімен салыстырамыз https://shanraq.org/read/kazakh-ai-29-audit?lang=kzShanraq.orgkk2026-09-24T15:38:03Z29-сабақ. Жергілікті жұмысты тексеріп, жауапты түсіндіреміз https://shanraq.org/read/kazakh-ai-28-benchmark?lang=ruShanraq.orgru2026-09-24T15:38:03ZУрок 28. Измеряем время, память и цену https://shanraq.org/read/kazakh-ai-27-boundary?lang=ruShanraq.orgru2026-09-24T15:38:03ZУрок 27. Проверяем опечатки и чужие темы https://shanraq.org/read/kazakh-ai-29-audit?lang=ruShanraq.orgru2026-09-24T15:38:03ZУрок 29. Проверяем локальность и объясняем ответ https://shanraq.org/read/kazakh-ai-26-qazaq-ir?lang=ruShanraq.orgru2026-09-24T15:38:03ZУрок 26. Сравниваем учебный разбор с qazaq-ir https://shanraq.org/read/kazakh-ai-30-cli?lang=ruShanraq.orgru2026-09-24T15:38:03ZУрок 30. Выпускаем консольную модель и проверяем выводы https://shanraq.org/read/kazakh-ai-25-metrics?lang=enShanraq.orgen2026-09-24T15:16:40ZLesson 25. Measure correct answers and refusals https://shanraq.org/read/kazakh-ai-24-gate?lang=enShanraq.orgen2026-09-24T15:16:40ZLesson 24. Require enough evidence before choosing https://shanraq.org/read/kazakh-ai-23-classifier?lang=enShanraq.orgen2026-09-24T15:16:40ZLesson 23. Learn the question type from examples https://shanraq.org/read/kazakh-ai-22-splits?lang=enShanraq.orgen2026-09-24T15:16:40ZLesson 22. Separate training, tuning, and testing https://shanraq.org/read/kazakh-ai-21-labels?lang=enShanraq.orgen2026-09-24T15:16:40ZLesson 21. Label questions by hand https://shanraq.org/read/kazakh-ai-22-splits?lang=kzShanraq.orgkk2026-09-24T15:16:40Z22-сабақ. Оқыту, баптау және бақылауды бөлеміз https://shanraq.org/read/kazakh-ai-25-metrics?lang=kzShanraq.orgkk2026-09-24T15:16:40Z25-сабақ. Сапа мен орынды бас тартуды санаймыз https://shanraq.org/read/kazakh-ai-21-labels?lang=kzShanraq.orgkk2026-09-24T15:16:40Z21-сабақ. Сұрақтарды қолмен белгілейміз https://shanraq.org/read/kazakh-ai-23-classifier?lang=kzShanraq.orgkk2026-09-24T15:16:40Z23-сабақ. Мысалдардан сұрақ түрін танимыз https://shanraq.org/read/kazakh-ai-24-gate?lang=kzShanraq.orgkk2026-09-24T15:16:40Z24-сабақ. Жеткілікті негіз ережесі https://shanraq.org/read/kazakh-ai-22-splits?lang=ruShanraq.orgru2026-09-24T15:16:40ZУрок 22. Разделяем обучение, настройку и контроль https://shanraq.org/read/kazakh-ai-25-metrics?lang=ruShanraq.orgru2026-09-24T15:16:40ZУрок 25. Считаем качество и честные отказы https://shanraq.org/read/kazakh-ai-24-gate?lang=ruShanraq.orgru2026-09-24T15:16:40ZУрок 24. Правило достаточного основания https://shanraq.org/read/kazakh-ai-23-classifier?lang=ruShanraq.orgru2026-09-24T15:16:40ZУрок 23. Учимся распознавать тип вопроса по примерам https://shanraq.org/read/kazakh-ai-21-labels?lang=ruShanraq.orgru2026-09-24T15:16:40ZУрок 21. Размечаем вопросы вручную https://shanraq.org/read/kazakh-ai-17-lookup?lang=enShanraq.orgen2026-09-24T14:31:16ZLesson 17. Look up a record by two keys https://shanraq.org/read/kazakh-ai-19-template?lang=enShanraq.orgen2026-09-24T14:31:16ZLesson 19. Build an answer from a template https://shanraq.org/read/kazakh-ai-16-catalog?lang=enShanraq.orgen2026-09-24T14:31:16ZLesson 16. A catalog of checked records https://shanraq.org/read/kazakh-ai-18-provenance?lang=enShanraq.orgen2026-09-24T14:31:16ZLesson 18. Source and check date https://shanraq.org/read/kazakh-ai-20-expiry?lang=enShanraq.orgen2026-09-24T14:31:16ZLesson 20. Stop on conflicts and expired records https://shanraq.org/read/kazakh-ai-20-expiry?lang=kzShanraq.orgkk2026-09-24T14:31:16Z20-сабақ. Қайшылық пен мерзім өткенде тоқтаймыз https://shanraq.org/read/kazakh-ai-17-lookup?lang=kzShanraq.orgkk2026-09-24T14:31:16Z17-сабақ. Екі кілт арқылы іздейміз https://shanraq.org/read/kazakh-ai-16-catalog?lang=kzShanraq.orgkk2026-09-24T14:31:16Z16-сабақ. Тексерілген жазбалар тізімі https://shanraq.org/read/kazakh-ai-18-provenance?lang=kzShanraq.orgkk2026-09-24T14:31:16Z18-сабақ. Дереккөз бен тексерілген күн https://shanraq.org/read/kazakh-ai-19-template?lang=kzShanraq.orgkk2026-09-24T14:31:16Z19-сабақ. Жауапты үлгі бойынша құрастырамыз https://shanraq.org/read/kazakh-ai-17-lookup?lang=ruShanraq.orgru2026-09-24T14:31:16ZУрок 17. Ищем по двум ключам https://shanraq.org/read/kazakh-ai-16-catalog?lang=ruShanraq.orgru2026-09-24T14:31:16ZУрок 16. Каталог проверенных записей https://shanraq.org/read/kazakh-ai-18-provenance?lang=ruShanraq.orgru2026-09-24T14:31:16ZУрок 18. Источник и дата проверки https://shanraq.org/read/kazakh-ai-20-expiry?lang=ruShanraq.orgru2026-09-24T14:31:16ZУрок 20. Останавливаемся при конфликте и истёкшем сроке https://shanraq.org/read/kazakh-ai-19-template?lang=ruShanraq.orgru2026-09-24T14:31:16ZУрок 19. Собираем ответ по шаблону https://shanraq.org/read/kazakh-ai-13-entities?lang=enShanraq.orgen2026-09-24T13:52:58ZLesson 13. Find the subject of a question https://shanraq.org/read/kazakh-ai-15-abstain?lang=enShanraq.orgen2026-09-24T13:52:58ZLesson 15. Ask for clarification instead of guessing https://shanraq.org/read/kazakh-ai-12-ambiguity?lang=enShanraq.orgen2026-09-24T13:52:58ZLesson 12. Keep more than one possible meaning https://shanraq.org/read/kazakh-ai-11-cases?lang=enShanraq.orgen2026-09-24T13:52:58ZLesson 11. Tell “to our houses” from “in our houses” https://shanraq.org/read/kazakh-ai-14-intent?lang=enShanraq.orgen2026-09-24T13:52:58ZLesson 14. Identify what the person asks for https://shanraq.org/read/kazakh-ai-13-entities?lang=kzShanraq.orgkk2026-09-24T13:52:58Z13-сабақ. Сұрақтың нысанын табамыз https://shanraq.org/read/kazakh-ai-12-ambiguity?lang=kzShanraq.orgkk2026-09-24T13:52:58Z12-сабақ. Бірнеше ықтимал мағынаны сақтаймыз https://shanraq.org/read/kazakh-ai-14-intent?lang=kzShanraq.orgkk2026-09-24T13:52:58Z14-сабақ. Адам нені сұрап тұрғанын танимыз https://shanraq.org/read/kazakh-ai-11-cases?lang=kzShanraq.orgkk2026-09-24T13:52:58Z11-сабақ. «Үйлерімізге» мен «үйлерімізде» сөздерін ажыратамыз https://shanraq.org/read/kazakh-ai-15-abstain?lang=kzShanraq.orgkk2026-09-24T13:52:58Z15-сабақ. Жорамалдың орнына нақтылау сұраймыз https://shanraq.org/read/kazakh-ai-11-cases?lang=ruShanraq.orgru2026-09-24T13:52:58ZУрок 11. Различаем «к нашим домам» и «в наших домах» https://shanraq.org/read/kazakh-ai-15-abstain?lang=ruShanraq.orgru2026-09-24T13:52:58ZУрок 15. Просим уточнить вместо догадки https://shanraq.org/read/kazakh-ai-14-intent?lang=ruShanraq.orgru2026-09-24T13:52:58ZУрок 14. Узнаём, что именно спрашивают https://shanraq.org/read/kazakh-ai-12-ambiguity?lang=ruShanraq.orgru2026-09-24T13:52:58ZУрок 12. Сохраняем несколько возможных значений https://shanraq.org/read/kazakh-ai-13-entities?lang=ruShanraq.orgru2026-09-24T13:52:58ZУрок 13. Находим предмет вопроса https://shanraq.org/read/kazakh-ai-08-roots?lang=enShanraq.orgen2026-09-24T13:25:57ZLesson 8. Build a dictionary of known stems https://shanraq.org/read/kazakh-ai-07-words?lang=enShanraq.orgen2026-09-24T13:25:57ZLesson 7. Split a short question into words https://shanraq.org/read/kazakh-ai-09-plurals?lang=enShanraq.orgen2026-09-24T13:25:57ZLesson 9. Six forms of the plural marker https://shanraq.org/read/kazakh-ai-10-order?lang=enShanraq.orgen2026-09-24T13:25:57ZLesson 10. Check the order of word parts https://shanraq.org/read/kazakh-ai-06-cyrillic?lang=enShanraq.orgen2026-09-24T13:25:57ZLesson 6. Read Kazakh Cyrillic without losing letters https://shanraq.org/read/kazakh-ai-08-roots?lang=kzShanraq.orgkk2026-09-24T13:25:57Z8-сабақ. Белгілі негіздердің сөздігін жасаймыз https://shanraq.org/read/kazakh-ai-06-cyrillic?lang=kzShanraq.orgkk2026-09-24T13:25:57Z6-сабақ. Қазақ кириллицасын әріп жоғалтпай оқимыз https://shanraq.org/read/kazakh-ai-07-words?lang=kzShanraq.orgkk2026-09-24T13:25:57Z7-сабақ. Қысқа сұрақты сөздерге бөлеміз https://shanraq.org/read/kazakh-ai-10-order?lang=kzShanraq.orgkk2026-09-24T13:25:57Z10-сабақ. Сөз бөліктерінің ретін тексереміз https://shanraq.org/read/kazakh-ai-09-plurals?lang=kzShanraq.orgkk2026-09-24T13:25:57Z9-сабақ. Көптік мағынасының алты нұсқасы https://shanraq.org/read/kazakh-ai-09-plurals?lang=ruShanraq.orgru2026-09-24T13:25:57ZУрок 9. Шесть форм одного показателя множества https://shanraq.org/read/kazakh-ai-08-roots?lang=ruShanraq.orgru2026-09-24T13:25:57ZУрок 8. Создаём словарь известных основ https://shanraq.org/read/kazakh-ai-10-order?lang=ruShanraq.orgru2026-09-24T13:25:57ZУрок 10. Проверяем порядок частей слова https://shanraq.org/read/kazakh-ai-06-cyrillic?lang=ruShanraq.orgru2026-09-24T13:25:57ZУрок 6. Читаем казахскую кириллицу без потерь https://shanraq.org/read/kazakh-ai-07-words?lang=ruShanraq.orgru2026-09-24T13:25:57ZУрок 7. Делим короткий вопрос на слова https://shanraq.org/read/kazakh-ai-before-start?lang=enShanraq.orgen2026-09-24T12:49:29ZBefore you begin: AI without an LLM https://shanraq.org/read/kazakh-ai-01-goal?lang=enShanraq.orgen2026-09-24T12:49:29ZLesson 1. What problem will our model solve? https://shanraq.org/read/kazakh-ai-05-manual-model?lang=enShanraq.orgen2026-09-24T12:49:29ZLesson 5. Build a model you can run by hand https://shanraq.org/read/kazakh-ai-04-word-parts?lang=enShanraq.orgen2026-09-24T12:49:29ZLesson 4. Analyze a word without guessing https://shanraq.org/read/kazakh-ai-03-language-types?lang=enShanraq.orgen2026-09-24T12:49:29ZLesson 3. Where does a language put grammatical meaning? https://shanraq.org/read/kazakh-ai-02-first-program?lang=enShanraq.orgen2026-09-24T12:49:29ZLesson 2. The first checkable program step https://shanraq.org/read/kazakh-ai-04-word-parts?lang=kzShanraq.orgkk2026-09-24T12:49:29Z4-сабақ. Сөзді жорамалсыз талдаймыз https://shanraq.org/read/kazakh-ai-02-first-program?lang=kzShanraq.orgkk2026-09-24T12:49:29Z2-сабақ. Бағдарламаның алғашқы тексерілетін қадамы https://shanraq.org/read/kazakh-ai-before-start?lang=kzShanraq.orgkk2026-09-24T12:49:29ZБастамас бұрын: үлкен тілдік үлгісіз AI https://shanraq.org/read/kazakh-ai-01-goal?lang=kzShanraq.orgkk2026-09-24T12:49:29Z1-сабақ. Біздің үлгі қандай мәселені шешеді? https://shanraq.org/read/kazakh-ai-03-language-types?lang=kzShanraq.orgkk2026-09-24T12:49:29Z3-сабақ. Тіл грамматикалық мағынаны қайда сақтайды? https://shanraq.org/read/kazakh-ai-05-manual-model?lang=kzShanraq.orgkk2026-09-24T12:49:29Z5-сабақ. Қолмен орындалатын үлгіні құрамыз https://shanraq.org/read/kazakh-ai-01-goal?lang=ruShanraq.orgru2026-09-24T12:49:29ZУрок 1. Какую задачу решит наша модель https://shanraq.org/read/kazakh-ai-02-first-program?lang=ruShanraq.orgru2026-09-24T12:49:29ZУрок 2. Первый проверяемый шаг программы https://shanraq.org/read/kazakh-ai-03-language-types?lang=ruShanraq.orgru2026-09-24T12:49:29ZУрок 3. Где язык хранит грамматический смысл https://shanraq.org/read/kazakh-ai-before-start?lang=ruShanraq.orgru2026-09-24T12:49:29ZПрежде чем начать: AI без LLM https://shanraq.org/read/kazakh-ai-04-word-parts?lang=ruShanraq.orgru2026-09-24T12:49:29ZУрок 4. Разбираем слово без догадок https://shanraq.org/read/kazakh-ai-05-manual-model?lang=ruShanraq.orgru2026-09-24T12:49:29ZУрок 5. Собираем ручную модель https://shanraq.org/read/rust-58-distribution?lang=enShanraq.orgen2026-09-24T07:07:27ZBuilding and sharing the program https://shanraq.org/read/rust-57-quality?lang=enShanraq.orgen2026-09-24T07:07:27ZAutomatic checks on three systems https://shanraq.org/read/rust-56-testing?lang=enShanraq.orgen2026-09-24T07:07:27ZA complete test set for the task file https://shanraq.org/read/rust-60-release?lang=enShanraq.orgen2026-09-24T07:07:27ZReleasing the console organizer https://shanraq.org/read/rust-59-capstone?lang=enShanraq.orgen2026-09-24T07:07:27ZIndependent extension: task priority https://shanraq.org/read/rust-58-distribution?lang=kzShanraq.orgkk2026-09-24T07:07:27ZБағдарламаны құрастыру және тарату https://shanraq.org/read/rust-60-release?lang=kzShanraq.orgkk2026-09-24T07:07:27ZКонсольдық органайзерді шығару https://shanraq.org/read/rust-59-capstone?lang=kzShanraq.orgkk2026-09-24T07:07:27ZӨз бетінше кеңейту: тапсырма басымдығы https://shanraq.org/read/rust-57-quality?lang=kzShanraq.orgkk2026-09-24T07:07:27ZҮш жүйедегі автоматты тексерулер https://shanraq.org/read/rust-56-testing?lang=kzShanraq.orgkk2026-09-24T07:07:27ZТапсырма файлына арналған толық тексерулер https://shanraq.org/read/rust-59-capstone?lang=ruShanraq.orgru2026-09-24T07:07:27ZСамостоятельное расширение: приоритет задачи https://shanraq.org/read/rust-60-release?lang=ruShanraq.orgru2026-09-24T07:07:27ZВыпуск консольного органайзера https://shanraq.org/read/rust-57-quality?lang=ruShanraq.orgru2026-09-24T07:07:27ZАвтоматические проверки на трёх системах https://shanraq.org/read/rust-58-distribution?lang=ruShanraq.orgru2026-09-24T07:07:27ZСборка и передача программы https://shanraq.org/read/rust-56-testing?lang=ruShanraq.orgru2026-09-24T07:07:27ZПолный набор проверок для файла задач https://shanraq.org/read/rust-52-safe-save?lang=enShanraq.orgen2026-09-24T06:24:19ZSaving without losing data https://shanraq.org/read/rust-53-backup?lang=enShanraq.orgen2026-09-24T06:24:19ZBackup copy https://shanraq.org/read/rust-55-documentation?lang=enShanraq.orgen2026-09-24T06:24:19ZSettings and documentation https://shanraq.org/read/rust-51-json?lang=enShanraq.orgen2026-09-24T06:24:19ZJSON format https://shanraq.org/read/rust-54-cli?lang=enShanraq.orgen2026-09-24T06:24:19ZUseful commands https://shanraq.org/read/rust-54-cli?lang=kzShanraq.orgkk2026-09-24T06:24:19ZЫңғайлы пәрмендер https://shanraq.org/read/rust-55-documentation?lang=kzShanraq.orgkk2026-09-24T06:24:19ZБаптаулар мен құжаттама https://shanraq.org/read/rust-53-backup?lang=kzShanraq.orgkk2026-09-24T06:24:19ZСақтық көшірме https://shanraq.org/read/rust-52-safe-save?lang=kzShanraq.orgkk2026-09-24T06:24:19ZДеректерді жоғалтпай сақтау https://shanraq.org/read/rust-51-json?lang=kzShanraq.orgkk2026-09-24T06:24:19ZJSON пішімі https://shanraq.org/read/rust-54-cli?lang=ruShanraq.orgru2026-09-24T06:24:19ZУдобные команды https://shanraq.org/read/rust-53-backup?lang=ruShanraq.orgru2026-09-24T06:24:19ZРезервная копия https://shanraq.org/read/rust-51-json?lang=ruShanraq.orgru2026-09-24T06:24:19ZФормат JSON https://shanraq.org/read/rust-52-safe-save?lang=ruShanraq.orgru2026-09-24T06:24:19ZСохранение без потери данных https://shanraq.org/read/rust-55-documentation?lang=ruShanraq.orgru2026-09-24T06:24:19ZНастройки и документация https://shanraq.org/read/rust-50-files?lang=enShanraq.orgen2026-09-24T05:48:58ZReading and writing files https://shanraq.org/read/rust-46-traits?lang=enShanraq.orgen2026-09-24T05:48:58ZTraits: a shared behavior contract https://shanraq.org/read/rust-49-paths?lang=enShanraq.orgen2026-09-24T05:48:58ZPaths and the file system https://shanraq.org/read/rust-47-lifetimes?lang=enShanraq.orgen2026-09-24T05:48:58ZLifetimes: how references relate https://shanraq.org/read/rust-48-dependencies?lang=enShanraq.orgen2026-09-24T05:48:58ZExternal libraries and dependencies https://shanraq.org/read/rust-46-traits?lang=kzShanraq.orgkk2026-09-24T05:48:58ZТрейт: ортақ әрекетке қойылатын талап https://shanraq.org/read/rust-50-files?lang=kzShanraq.orgkk2026-09-24T05:48:58ZФайлды оқу және жазу https://shanraq.org/read/rust-47-lifetimes?lang=kzShanraq.orgkk2026-09-24T05:48:58ZСілтеменің өмір сүру уақыты https://shanraq.org/read/rust-48-dependencies?lang=kzShanraq.orgkk2026-09-24T05:48:58ZСыртқы кітапханалар мен тәуелділіктер https://shanraq.org/read/rust-49-paths?lang=kzShanraq.orgkk2026-09-24T05:48:58ZЖолдар және файл жүйесі https://shanraq.org/read/rust-47-lifetimes?lang=ruShanraq.orgru2026-09-24T05:48:58ZВремя жизни: связь ссылок https://shanraq.org/read/rust-50-files?lang=ruShanraq.orgru2026-09-24T05:48:58ZЧтение и запись файлов https://shanraq.org/read/rust-49-paths?lang=ruShanraq.orgru2026-09-24T05:48:58ZПути и файловая система https://shanraq.org/read/rust-48-dependencies?lang=ruShanraq.orgru2026-09-24T05:48:58ZВнешние библиотеки и зависимости https://shanraq.org/read/rust-46-traits?lang=ruShanraq.orgru2026-09-24T05:48:58ZТрейты: общий договор о поведении https://shanraq.org/read/rust-45-generics?lang=enShanraq.orgen2026-09-24T04:44:15ZA generic type: one function for different lists https://shanraq.org/read/rust-44-modules?lang=enShanraq.orgen2026-09-24T04:44:15ZModules: separate logic from startup https://shanraq.org/read/rust-42-closures?lang=enShanraq.orgen2026-09-24T04:44:15ZClosures: select the tasks you need https://shanraq.org/read/rust-41-iterators?lang=enShanraq.orgen2026-09-24T04:44:15ZIterators: read, change, or transfer ownership https://shanraq.org/read/rust-43-maps-sets?lang=enShanraq.orgen2026-09-24T04:44:15ZMap and set: count task tags https://shanraq.org/read/rust-43-maps-sets?lang=kzShanraq.orgkk2026-09-24T04:44:15ZСөздік пен жиын: белгілерді санау https://shanraq.org/read/rust-42-closures?lang=kzShanraq.orgkk2026-09-24T04:44:15ZТұйықталым: керекті тапсырмаларды таңдау https://shanraq.org/read/rust-45-generics?lang=kzShanraq.orgkk2026-09-24T04:44:15ZЖалпыланған түр: әртүрлі тізімге бір қызмет https://shanraq.org/read/rust-41-iterators?lang=kzShanraq.orgkk2026-09-24T04:44:15ZИтераторлар: оқу, өзгерту және иелікті беру https://shanraq.org/read/rust-44-modules?lang=kzShanraq.orgkk2026-09-24T04:44:15ZМодульдер: іске қосуды негізгі логикадан бөлу https://shanraq.org/read/rust-44-modules?lang=ruShanraq.orgru2026-09-24T04:44:15ZМодули: отделить логику от запуска https://shanraq.org/read/rust-43-maps-sets?lang=ruShanraq.orgru2026-09-24T04:44:15ZСловарь и множество: посчитать метки https://shanraq.org/read/rust-41-iterators?lang=ruShanraq.orgru2026-09-24T04:44:15ZИтераторы: читать, менять или передавать владение https://shanraq.org/read/rust-45-generics?lang=ruShanraq.orgru2026-09-24T04:44:15ZОбобщённый тип: одна функция для разных списков https://shanraq.org/read/rust-42-closures?lang=ruShanraq.orgru2026-09-24T04:44:15ZЗамыкания: выбрать нужные задачи