{"id":316,"date":"2025-08-23T15:13:04","date_gmt":"2025-08-23T14:13:04","guid":{"rendered":"https:\/\/kolas.ai\/?p=316"},"modified":"2025-08-23T15:42:24","modified_gmt":"2025-08-23T14:42:24","slug":"integrating-kolas-ai-clean-talk-python-client-a-complete-guide","status":"publish","type":"post","link":"https:\/\/kolas.ai\/ru\/blog\/dev\/integrating-kolas-ai-clean-talk-python-client-a-complete-guide\/","title":{"rendered":"\u041a\u0430\u043a \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c AI-\u043c\u043e\u0434\u0435\u0440\u0430\u0446\u0438\u044e \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0439 \u0432 Python-\u043f\u0440\u043e\u0435\u043a\u0442 \u0437\u0430 10 \u043c\u0438\u043d\u0443\u0442"},"content":{"rendered":"\n<p class=\"lead\">\u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u043c\u043e\u0434\u0435\u0440\u0430\u0446\u0438\u044f \u0441\u0442\u0430\u043b\u0430 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c\u044e \u0434\u043b\u044f \u043e\u043d\u043b\u0430\u0439\u043d-\u0441\u0435\u0440\u0432\u0438\u0441\u043e\u0432, \u0444\u043e\u0440\u0443\u043c\u043e\u0432, \u0438\u0433\u0440\u043e\u0432\u044b\u0445 \u0447\u0430\u0442\u043e\u0432 \u0438 \u0441\u043e\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439. \u0422\u044b\u0441\u044f\u0447\u0438 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0439 \u0435\u0436\u0435\u0434\u043d\u0435\u0432\u043d\u043e \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0442 \u0441\u043f\u0430\u043c, \u043e\u0441\u043a\u043e\u0440\u0431\u043b\u0435\u043d\u0438\u044f \u0438\u043b\u0438 \u043d\u0435\u0436\u0435\u043b\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0435\u043d\u0442.<\/p>\n\n\n\n<p class=\"lead\">\u0427\u0442\u043e\u0431\u044b \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e \u0440\u0435\u0448\u0430\u0442\u044c \u044d\u0442\u0443 \u0437\u0430\u0434\u0430\u0447\u0443, \u0441\u0435\u0440\u0432\u0438\u0441 Kolas.ai \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 SaaS-\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0443 \u0434\u043b\u044f <strong>\u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0439<\/strong>. \u0422\u0435\u043f\u0435\u0440\u044c \u0434\u043b\u044f \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u043e\u0432 \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0439 Python-\u043a\u043b\u0438\u0435\u043d\u0442 Kolas.ai, \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043d\u0430 <a href=\"https:\/\/pypi.org\/project\/clean-talk-client\/\">PyPI<\/a>, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0431\u044b\u0441\u0442\u0440\u043e \u0438\u043d\u0442\u0435\u0433\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c API \u0432 \u043b\u044e\u0431\u044b\u0435 Python-\u043f\u0440\u043e\u0435\u043a\u0442\u044b.<\/p>\n\n\n\n<p class=\"lead\">\u0412 \u044d\u0442\u043e\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u043c\u044b \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u043e \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0443, \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0443 \u0438 \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u041f\u043e\u0447\u0435\u043c\u0443 \u0441\u0442\u043e\u0438\u0442 \u0432\u044b\u0431\u0440\u0430\u0442\u044c Kolas.ai \u0434\u043b\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043c\u043e\u0434\u0435\u0440\u0430\u0446\u0438\u0438<\/h2>\n\n\n\n<ul class=\"list-icon list-icon-arrow-circle list-icon-colored\">\n<li class=\"lead\">\u041a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0439 \u043f\u043e \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u044f\u043c: Neutral, Spam, Insult \u0438 \u0434\u0440.<\/li>\n\n\n\n<li class=\"lead\">\u041f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430 \u044f\u0437\u044b\u043a\u043e\u0432: \u0430\u043d\u0433\u043b\u0438\u0439\u0441\u043a\u0438\u0439, \u0440\u0443\u0441\u0441\u043a\u0438\u0439, \u0443\u043a\u0440\u0430\u0438\u043d\u0441\u043a\u0438\u0439 (\u0434\u0440\u0443\u0433\u0438\u0435 \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u044e\u0442\u0441\u044f \u043f\u043e \u0437\u0430\u043f\u0440\u043e\u0441\u0443).<\/li>\n\n\n\n<li class=\"lead\">\u0411\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c: \u0430\u0432\u0442\u043e\u0440\u0438\u0437\u0430\u0446\u0438\u044f \u0447\u0435\u0440\u0435\u0437 \u043f\u0440\u043e\u0442\u043e\u043a\u043e\u043b OAuth2.<\/li>\n\n\n\n<li class=\"lead\">\u0413\u0438\u0431\u043a\u043e\u0441\u0442\u044c: \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430 \u043a\u0430\u043a \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u043d\u043e\u0439, \u0442\u0430\u043a \u0438 \u0430\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u043d\u043e\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0439.<\/li>\n\n\n\n<li class=\"lead\">\u0412\u044b\u0441\u043e\u043a\u0430\u044f \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0431\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f ML-\u043c\u043e\u0434\u0435\u043b\u044f\u043c, \u043e\u0431\u0443\u0447\u0435\u043d\u043d\u044b\u043c \u043d\u0430 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u0423\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 Python-\u043a\u043b\u0438\u0435\u043d\u0442\u0430 Kolas.ai<\/h2>\n\n\n\n<p class=\"lead\">\u0427\u0442\u043e\u0431\u044b \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0438\u0442\u044c \u043a\u043b\u0438\u0435\u043d\u0442 \u043a \u043f\u0440\u043e\u0435\u043a\u0442\u0443, \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u0435 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0443 \u0447\u0435\u0440\u0435\u0437 <code>pip<\/code>:<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">pip install clean-talk-client<\/pre>\n\n\n\n<ul class=\"list-icon list-icon-arrow-circle list-icon-colored\">\n<li class=\"lead\">PyPI: <a href=\"https:\/\/pypi.org\/project\/clean-talk-client\/\">https:\/\/pypi.org\/project\/clean-talk-client\/<\/a><\/li>\n\n\n\n<li class=\"lead\">GitHub: <a href=\"https:\/\/github.com\/kolasai\/clean-talk-python-client\">https:\/\/github.com\/kolasai\/clean-talk-python-client<\/a><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u0430 Clean Talk<\/h2>\n\n\n\n<p class=\"lead\">\u0414\u043b\u044f \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 API \u043d\u0443\u0436\u043d\u043e:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li class=\"lead\">\u0417\u0430\u0440\u0435\u0433\u0438\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u043d\u0430 <a href=\"https:\/\/app.kolas.ai\/register\">Kolas.ai<\/a>.<\/li>\n\n\n\n<li class=\"lead\">\u0421\u043e\u0437\u0434\u0430\u0442\u044c <a href=\"https:\/\/app.kolas.ai\/projects\/create\">\u043d\u043e\u0432\u044b\u0439 \u043f\u0440\u043e\u0435\u043a\u0442 Clean Talk<\/a> \u0438 \u0437\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u044c \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u044b \u0434\u043b\u044f \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f.<\/li>\n\n\n\n<li class=\"lead\">\u041f\u043e\u043b\u0443\u0447\u0438\u0442\u044c <a href=\"https:\/\/app.kolas.ai\/pages\/account-setting\">Client ID \u0438 Client Secret<\/a>.<\/li>\n\n\n\n<li class=\"lead\">(\u041e\u043f\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e) \u041d\u0430\u0441\u0442\u0440\u043e\u0438\u0442\u044c webhook \u0434\u043b\u044f \u0430\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u043d\u043e\u0439 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0439.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u0410\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0447\u0435\u0440\u0435\u0437 OAuth2<\/h2>\n\n\n\n<pre class=\"wp-block-preformatted\">from clean_talk_client.kolas_ai_oauth_client import KolasAiOAuthClient<br><br>YOUR_CLIENT_ID = ''  # Set your client ID<br>YOUR_CLIENT_SECRET = ''  # Set your client secret<br><br>oauth_client = KolasAiOAuthClient()<br>auth_result = oauth_client.auth(YOUR_CLIENT_ID, YOUR_CLIENT_SECRET)<\/pre>\n\n\n\n<p class=\"lead\">Access token \u043e\u0431\u043d\u043e\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u0441\u043b\u0435 \u0438\u0441\u0442\u0435\u0447\u0435\u043d\u0438\u044f \u0441\u0440\u043e\u043a\u0430 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0421\u0438\u043d\u0445\u0440\u043e\u043d\u043d\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0439 (Sync API)<\/h2>\n\n\n\n<p class=\"lead\">\u0421\u0438\u043d\u0445\u0440\u043e\u043d\u043d\u0430\u044f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u0434\u043b\u044f \u0447\u0430\u0442-\u0431\u043e\u0442\u043e\u0432, \u0441\u0438\u0441\u0442\u0435\u043c \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0438, \u0438\u043d\u0442\u0435\u0440\u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0445 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439.<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">from clean_talk_client.clean_talk_prediction_client import CleanTalkPredictionClient<br>from clean_talk_client.message import Message<br>from clean_talk_client.predict_request import PredictRequest<br><br>YOUR_PROJECT_ID = ''  # Set your project ID<br><br>client = CleanTalkPredictionClient(auth_result.access_token)<br>request = PredictRequest(<br>    YOUR_PROJECT_ID,<br>    [<br>        Message('11177c92-1266-4817-ace5-cda430481111', 'Hello world!'),<br>        Message('22277c92-1266-4817-ace5-cda430482222', 'Good buy world!'),<br>    ]<br>)<br># Sync request to kolas.ai. It returns result of predictions immediately<br>response = client.predict(request)<br>for prediction in response.get_predictions():<br>    print(\"MessageId:\", prediction.message_id)<br>    print(\"Message:\", prediction.message)<br>    print(\"Prediction:\", prediction.prediction)<br>    print(\"Probability:\", prediction.probability)<br>    print(\"Categories:\", \", \".join(prediction.categories))<\/pre>\n\n\n\n<p class=\"lead\"><strong>\u041f\u0440\u0438\u043c\u0435\u0440 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430:<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">MessageId: 11177c92-1266-4817-ace5-cda430481111<br>Message: Hello world!<br>Prediction: Neutral<br>Probability: 0.9036153107882<br>Categories: Insult, Neutral, Spam<br><br>MessageId: 22277c92-1266-4817-ace5-cda430482222<br>Message: Good buy world!<br>Prediction: Neutral<br>Probability: 0.99374455213547<br>Categories: Insult, Neutral, Spam<\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u0410\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u043d\u0430\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044f \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0439 (Async API)<\/h2>\n\n\n\n<p class=\"lead\">\u0415\u0441\u043b\u0438 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043e\u0431\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u0442\u044c \u0431\u043e\u043b\u044c\u0448\u043e\u0439 \u043f\u043e\u0442\u043e\u043a \u0434\u0430\u043d\u043d\u044b\u0445 (\u0444\u043e\u0440\u0443\u043c\u044b, \u0441\u043e\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u0435\u0442\u0438, \u0438\u0433\u0440\u043e\u0432\u044b\u0435 \u0447\u0430\u0442\u044b), \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 \u0430\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c:<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">from clean_talk_client.clean_talk_prediction_client import CleanTalkPredictionClient<br>from clean_talk_client.message import Message<br>from clean_talk_client.predict_request import PredictRequest<br><br>YOUR_PROJECT_ID = '11'  # Set your project ID<br><br>client = CleanTalkPredictionClient(auth_result.access_token)<br>request = PredictRequest(<br>    YOUR_PROJECT_ID,<br>    [<br>        Message('11177c92-1266-4817-ace5-cda430481111', 'Hello world!'),<br>        Message('22277c92-1266-4817-ace5-cda430482222', 'Good buy world!'),<br>    ]<br>)<br><br>client.async_predict(request)<\/pre>\n\n\n\n<p class=\"lead\">\u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043f\u0440\u0438\u0445\u043e\u0434\u044f\u0442 \u043d\u0430 \u0432\u0430\u0448 webhook.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0417\u0430\u043a\u043b\u044e\u0447\u0435\u043d\u0438\u0435<\/h2>\n\n\n\n<p class=\"lead\">\u0418\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044f <strong>Python-\u043a\u043b\u0438\u0435\u043d\u0442\u0430 Kolas.ai<\/strong> \u0432 \u043f\u0440\u043e\u0435\u043a\u0442 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442:<\/p>\n\n\n\n<ul class=\"list-icon list-icon-arrow-circle list-icon-colored\">\n<li class=\"lead\">\u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c <strong>\u043c\u043e\u0434\u0435\u0440\u0430\u0446\u0438\u044e \u0447\u0430\u0442\u043e\u0432 \u0438 \u0444\u043e\u0440\u0443\u043c\u043e\u0432<\/strong>.<\/li>\n\n\n\n<li class=\"lead\">\u0423\u043c\u0435\u043d\u044c\u0448\u0438\u0442\u044c \u043d\u0430\u0433\u0440\u0443\u0437\u043a\u0443 \u043d\u0430 \u0440\u0443\u0447\u043d\u044b\u0445 \u043c\u043e\u0434\u0435\u0440\u0430\u0442\u043e\u0440\u043e\u0432.<\/li>\n\n\n\n<li class=\"lead\">\u041f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0445 \u043a\u043e\u043c\u043c\u0443\u043d\u0438\u043a\u0430\u0446\u0438\u0439.<\/li>\n<\/ul>\n\n\n\n<p class=\"lead\">\u041f\u043e\u043f\u0440\u043e\u0431\u0443\u0439\u0442\u0435 \u043f\u0440\u044f\u043c\u043e \u0441\u0435\u0439\u0447\u0430\u0441: <a href=\"https:\/\/pypi.org\/project\/clean-talk-client\/\">\u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0435 \u043f\u0430\u043a\u0435\u0442 \u0441 PyPI<\/a>, \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0438\u0442\u0435 API, \u0438 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u0435 \u0433\u043e\u0442\u043e\u0432\u044b\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0434\u043b\u044f \u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u0438 \u0441\u043f\u0430\u043c\u0430 \u0438 \u043e\u0441\u043a\u043e\u0440\u0431\u043b\u0435\u043d\u0438\u0439 \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c \u0432\u0440\u0435\u043c\u0435\u043d\u0438.<\/p>\n","protected":false},"excerpt":{"rendered":"<p class=\"lead\">Python-\u043a\u043b\u0438\u0435\u043d\u0442 Kolas.Ai Clean Talk \u0443\u043f\u0440\u043e\u0449\u0430\u0435\u0442 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044e \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0439 \u0432 \u0432\u0430\u0448 \u043f\u0440\u043e\u0435\u043a\u0442. \u0412\u044b \u0441\u043c\u043e\u0436\u0435\u0442\u0435 \u0432\u0441\u0435\u0433\u043e \u0437\u0430 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0441\u0442\u0440\u043e\u043a \u043a\u043e\u0434\u0430 \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c \u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u044e \u0441\u043f\u0430\u043c\u0430, \u043e\u0441\u043a\u043e\u0440\u0431\u043b\u0435\u043d\u0438\u0439 \u0438 \u043d\u0435\u0436\u0435\u043b\u0430\u0442\u0435\u043b\u044c\u043d\u043e\u0433\u043e \u043a\u043e\u043d\u0442\u0435\u043d\u0442\u0430 \u0441 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u043e\u0439 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u044f\u0437\u044b\u043a\u043e\u0432 \u0438 \u0432\u044b\u0431\u043e\u0440\u043e\u043c \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u043d\u043e\u0433\u043e \u0438\u043b\u0438 \u0430\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u043d\u043e\u0433\u043e \u0440\u0435\u0436\u0438\u043c\u0430 \u0440\u0430\u0431\u043e\u0442\u044b.<\/p>\n","protected":false},"author":1,"featured_media":319,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[14],"tags":[],"class_list":["post-316","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How to Add AI-Powered Content Moderation to Your Python Project<\/title>\n<meta name=\"description\" content=\"\u0418\u043d\u0442\u0435\u0433\u0440\u0438\u0440\u0443\u0439\u0442\u0435 Kolas.Ai Clean Talk API \u0432 Python \u0434\u043b\u044f \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0439, \u0437\u0430\u0449\u0438\u0442\u044b \u043e\u0442 \u0441\u043f\u0430\u043c\u0430 \u0438 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