 digital-   2025:  
 


       digital-.          ,   ?        -     2025 .   ,     ,     ,                 .





 digital-   2025:  



 



 ,2025



ISBN978-5-0067-1583-7

     Ridero








  ⠫ digital-   2025:  ໠ ,   , , ,   .      ,        :      .

 :      ,       2025.     ,     ,  , API   .    ,      ,        .




1.1.   2025     


    . ʠ 2025       ,    ,     . GPT-4Turbo Google Gemini  Sber GigaChat YandexGPT     ,   .     :      ( GPT-5, Claude Next, Gemini 2, Qwen 2),          ,   .

     :

:      (free tiers), -      MVP.

:         , , ,   ,   .

:    (API) -,       .




1.2.  :  +Ȼ


  ,    digital-        . Ƞ   -  ,   .   :    ,        .     :

       .

   (, , )  ,         .

      (workflow),     -.

   ,         -.




1.3.   


     ,     :

 1:    ( IIII):      -,  , ,   ,    Ƞ -.     .

 2:   ( IVIX): ,    .       digital-:   , , ,  ,     

 3:   ( XXII):      ,   ( ,  , ),   .

   :

   ,    ,       .

 !    (   )         .

       ( XI)      .

  :    .       (, , VC),   ,  Telegram-.           .

    :

        digital-,    ,           .     ,        :

           IV (  ,    API), VII (  MVP  ,  -  ,   AI-), IX (  --)   (XI).

            V (,  ), VII (     8.2), X ( )    (XI).

-          I III ( -, , ), VI (  MVP), VII (  ), VIII ( ), X ( ) XII ( ).

,          :   I III,       ,       .    X ( ),      ,    V (      ).    (1.4)   ( XII)       .

 ,            ,      .




1.4.   


    ࠖ   ,  .           ,     .        ,     .

            ,         :

 (Bias)  (Fairness): -  ,       (, ,  ..).           . :   ,        (  ),      .

 (Transparency)  (Explainability):  -    .  ,       ,    (  ). :    (,   ,    , )      (explainability methods),      (,   ).

 (Safety)  (Reliability):    , ,      (). :    , ,  ,  ,        (,  ,    ).

 (Privacy):        ,   . :      (-152, GDPR  .),       ,          .

 (Accountability):     ?         . :        ,   ,         .

 :   ,       :   ( ),    (, ),  .

          ,       .        ,    .

   -!




 I.   - 2025



(:     , .    .       !)




2.1.  


    - ,   2025.

2.1.1 LLM (  )  :

OpenAI (GPT-4Turbo, DALLE 3, Sora, ChatGPTAPI)

Google (Gemini family, Vertex AIAPI)

Anthropic (Claude 3family: Opus, Sonnet, Haiku)

Mistral AI (Mistral Large, Mistral Small, Mistral 7B, Mixtral)

Meta (Llama 3family, Llama2)

Alibaba Cloud (Qwen family)

Tencent (Hunyuan models)

xAI (Grok)

Deepseek AI (Deepseek Coder, DeepseekLLM)

PerplexityAI

2.1.2  ( ):

Midjourney: midjourney (   Discord)

Stability AI (Stable Diffusion : SDXL, SD 3.)

Ideogram

LeonardoAI

Kandinsky (Sber AI):   GigaChat, API  telegram-.

Adobe Firefly

2.1.3 - : ( ,   )

 (, , ): Runway, Pika, HeyGen, Synthesia, Captions AI, Kling.ai, VEO (Google), Sora (OpenAI).

 ( , , ): ElevenLabs, Yandex SpeechKit, Sber Salut, Suno AI, Udio, Adobe Podcast Enhance.

 : Gamma, Tome, Designs, Microsoft Designer, Uizard.

 : GitHub Copilot, Tabnine, Cody, v0.dev, Make, Zapier.

 : Jasper, Copy, Writesonic.

2.1.4 API :

Hugging Face:  , , ,API.

Replicate:     AI- API.

DeepAI: API   -.




2.2.  


Yandex Cloud (YandexGPT API, Yandex SpeechKit, Yandex Vision .)

Sber AI (GigaChat, Kandinsky, SaluteSpeech, SmartMarketAPI)

TinkoffAI

: -    ().  API .




2.3.    (  2025 2026) (Ѡ  )


  : GPT-5, Claude Next, Gemini 2, Llama 4. ( , , , ).

 AI-:     .

On-Device AI:       .

  :  , , .

:    .

:    .




2.4.    


            2025.    !








 :

: ????? , ????? , ????? , ????? , ?????  / .

*  (Llama, Grok, YandexGPT)    ,      .

** API: $ ,$$ ,$$$  (    API  /).  Open Source   API  .

!       ,   2025.        .      ,             .




2.5.   


      :

   (Free Tier):    .    .

-    (Premium/Plus/Pro):   ($1020/.)    - (API).

  API (Pay-as-you-go):    .   , ,  ..  .

  (Enterprise):  .   , SLA, fine-tuning (),  /compliance, ,  .




 II.   



    -    I,        .    ,        -:

    :    -  ,           .           ( 3.1).

  API (Application Programming Interface):      -   digital-,          ( 3.3 3.5).

          :       - ( 3.2),       API- ( 3.5).




3.1. -   ( API)


      ,   ,       .

3.1.1ChatGPT (OpenAI)

-: chat. openai

 : iOS / Android

:  ,    GPT (GPT-4o , GPT-4),   (Custom Instructions), GPTs (   ).

 : ChatGPT Plus/Team/Enterprise (~$20/. Plus  2025)    (GPT-4, DALLE 3, Advanced Data Analysis .).

3.1.2Google Gemini

-: gemini. google

:   Google Workspace (Docs, Sheets ..)  Google One AI Premium  .

 :  ,  ,  ,  ,  .

3.1.3Anthropic Claude

-: claude

:   ,   (Claude Pro ~$20/.  2025)       (Opus, Sonnet).

3.1.4Qwen (Alibaba Cloud)

-:  Tongyi Qianwen (tongyi.aliyun/qianwen/)    Alibaba Cloud.

:    /.

3.1.5Grok (xAI)

:   X Premium+  X.

3.1.6 -

GigaChat (Sber): - gigachat.sber   developers.sber/gigachat/login ( SberID).

YandexGPT:    (, , , ).

3.1.7   

GitHub Copilot:   IDE (VS Code, JetBrains).  .

Adobe Creative Cloud:   Adobe Firefly (Generative Fill).  AdobeCC.

Canva:  Magic Write, Magic Media . Free/Pro .

Google Workspace:      (Duet AI / Google One AI Premium).

Microsoft 365Copilot:   Office.  .

3.1.8  Telegram Discord

Telegram-:    ,   API   (GPT, Midjourney, Stable Diffusion, YandexGPT, GigaChat .).

:

:     . ,     .

:     API.

:     .

:     .

:       .

 (  ): @ChatGPT_RU_bot, @genimg_bot, @yandexgpt_bot, @kandinsky21_bot, @gigachat_bot.

Discord-:  - ( Midjourney, Stable Diffusion)  Discord           .      ,   Telegram-.

:   (CRM, -)   -  webhooks (-蠖  )  API      (,  ,  ).




3.2.   API:  


API     .

3.2.1 API  (Free Tiers)

        API.








:     .      .



3.2.2   API (Pay-as-you-go)

 ᠖   .

:     ( /, ,  ..).

:   .

   ( ,  2025):

OpenAI API:  1  (MTOK). GPT-4Turbo ~$1060/MTOK. DALLE 3~$0.04/.

Google Cloud AI API (Vertex AI):  1000/. Gemini Pro ~$0.1-$0.5/ 1M .

Anthropic API (Claude):  1 . Opus ~$1575/MTOK. Sonnet/Haiku .

 API (Qwen, Mistral ..):   .

:   .    -.




3.3.   API  


   .

  .

 - .

 unit- / mock-.

  .

  . (   IVIX).




3.4.   API


 API-頖  !

 :   git! :

  (environment variables):     .

   (Secrets Management): HashiCorp Vault, AWS Secrets Manager, Google Secret Manager, Yandex Lockbox, Doppler, KeePass, Azure Key Vault .     .

 : Ѡ  ,   Git ( . gitignore).  ,    .

 :

 IP (IP Whitelisting):  API  ,    IP-  .

 :       (dev, test, prod)  /.        .

 :    (rate limits  ,  )   API-.   ,   .

 :         (,      ),     .

 :

        (. 10.1).

  (alerting)  /    (. 10.1).

  API-     .

 :   () API-,          .




 III. Prompt- --



: Ƞ  ,      .        ().     :   ,     .  ,   .

          LLM ,        ().    .




4.1.   - (Prompt Engineering)


4.1.1׸  (Be specific)

  .      ,     .

:  .

 ():  5      ,  .        .

 (English): Describe 5key productivity techniques for software developers working remotely. For each technique, provide abrief explanation and an example ofits application.

4.1.2   (Set the role / Actas)

      .       .

:   UX/UI .        - .   .

English: You are an experienced UX/UI designer. Propose the structure and main interface elements for amobile habit tracker application. Justify your choices.

4.1.3   (Format the output)

,      : , , JSON, HTML-,  ..

:  YandexGPT GigaChat 3      .     Markdown.

English: Compare YandexGPT and GigaChat based on 3main criteria for the task ofwriting marketing texts. Present the answer as aMarkdown table.

4.1.4   (Provide context and examples / Few-shot prompting)

      ,        .

:     : [  ].   3    ,   .

English: Here is an example ofagood advertising slogan: [Your slogan example]. Write 3more slogans inasimilar style for acompany selling organic coffee.

4.1.5  (Iterate and refine)

      .         .

 ( ): .           .

English (follow-up prompt): Thanks. Now make the slogans you proposed shorter and mention free shipping inthem.




4.2.    (Multi-AI Workflow)


 -  .       (). (:   ,  /).



 :

/: /  (Haiku, Flash, GigaChat).

:   (GPT-4Turbo, Opus, Gemini Pro).

:

: Copilot, Deepseek Coder, GPT-4.

: Midjourney, Stable Diffusion, DALLE 3, Kandinsky.

/: Perplexity, Gemini (-).

: DeepL, GPT-4.

RU-: YandexGPT, GigaChat.

     ( Python-):

Python

# -  1:   ( )

prompt_outline =       2025

# response = call_fast_model_api (prompt_outline) # API

outline = 1. 养 #  ()

# -  2:   ( )

full_draft=

# for section_prompt inparse_outline (outline):

# section_text = call_powerful_model_api (section_prompt) # API

# full_draft += section_text +"\n

full_draft =     1 # ()

# -  3:   ( )

prompt_image = :     Ȼ

# image_url = call_image_model_api (prompt_image) # API

image_url = "http://example.com/image.jpg" # URL ()

# -  4:  젖

final_text = human_edit (full_draft) # !

:   :   ->  (outline),   ->  (full_draft),   ->  (image_url),  ->   (final_text).   API (call__api) .




4.3.   -- (Common Pitfalls)


 :      .

 :             ( ,  ).

 :         .       ,   -  .

 :    . ,   ,      (  ) .

  :    API  ,     ,   ,      .




4.4.     


   ():

:  .         MindEase  .     2540.     .     .

English: You are acopywriter. Write the text for the hero section ofthe landing page for the MindEase mobile meditation app. The target audience is busy professionals aged 2540. Emphasize stress relief and ease ofuse. Include acall toaction Try for free.

   (Unit-):

:  5unit- Python   pytest   calculate_discount (price, category),    .  :  <0,  premium ( 20%),  standard ( 10%),   ( ).

English: Write 5unit tests inPython using the pytest library for the function calculate_discount (price, category) which returns the discounted price. Cover cases: price <0, category premium (20% discount), category standard (10% discount), unknown category (no discount).

    ():

:         .  . : , , ,   .  :    ȓ,  ,  . : 1200x628px.

English: Describe the concept for an ad banner for the webinar AI for Marketers. Goal: registration. Visual style: modern, techy, perhaps with abstract neural connections. Key elements: Headline Future-Proof Your Marketing with AI, webinar date, Register Now button. Format: 1200x628px.




 IV.   



      - ( I),   ,    (YandexGPT, GigaChat .),     ( II)      ( III).         Ƞ   .   ,   ,          API   CI/CD.

    + Ȼ  .    ,    .      ,        ,     .




5.1.  :    


   䠖    .           .

5.1.1    :

  2025  ,   YandexGPT Sber GigaChat,             :

   (       ).

   ()      (Python, JavaScript).

       .

   YandexGPT/GigaChat:   Python     ,   translate.    ,   .

          ,    .     ,          ( 2025)     .

5.1.2   :

           :

GitHub Copilot:   IDE (VS Code, JetBrains .) .     GitHub.  -    (  )  .  .

OpenAI GPT-4/ GPT-4Turbo / GPT-5:   ,     , ,   , , .   API ChatGPT.

Anthropic Claude 3(Opus/Sonnet):  ,      ,    .  Opus    .  API.

 (Qwen, Llama, Deepseek Coder ..):     ,      .    Open Source.

5.1.3      :

   (Boilerplate):

 :    Python   - Flask    (/api/data),  JSON {status: ok}.

  :

 :   Java     ,    ,  Stream API.

   :

 :    PHP,  curl  GET-, Python   requests,    .

   (Snippets):

 :    C#     - URL  .

 :

 :  JavaScript  [ ]    15,  .    .   .

 :

 :    Python [   ]       , ,  (,  list comprehensions  map/filter).

5.1.4 :

 :  ,      ,       .    :

 .

 .

 .

      .   ,       .   .




5.2.   API:  Python JavaScript   


      API     .        API     .

5.2.1  API (Yandex Cloud, Sber SmartMarket):

  :    ,   ,     ,   -.

 :      (, ,  )  .

 :    ,      .

5.2.2  API (OpenAI, Anthropic, Google .):

 :       ,   ,  , ,   .

  :      .

 :  ,     (, ,  ..).

5.2.3   API-:

Python (YandexGPT API  ):

  堖     API,    .        ,       URL  /.

Python (YandexGPT API  ):

Python

import requests

import os #   env 

def call_yandex_api (prompt_text):

#  ȠURL   !

API_KEY = os.getenv (YANDEX_API_KEY)

FOLDER_ID = os.getenv (YANDEX_FOLDER_ID)

API_URL = "https://llm.api.cloud.yandex.net/" #!

headers = {Authorization: f"Api-Key {API_KEY},}

body ={

modelUri: f"gpt:// {FOLDER_ID} /yandexgpt-lite, # 

messages: [{role: user, content: prompt_text}],

completionOptions: {maxTokens: 100} # 

}

try:

response = requests.post (API_URL, headers=headers, json=body, timeout=15)

response. raise_for_status()

result = response. json()

# :   result[]

return result.get (result, {}) [text] #   !

except Exception ase:

print (f"Yandex API Error: {e}) #  !

returnNone

:     :   headers  API,    body    ( ),  POST-  requests.post   .          .

JavaScript (Claude API  ):

JavaScript

async function callClaudeAPI (promptText){

// , URL,  API Ƞ   !

		const API_KEY = process.env.ANTHROPIC_API_KEY; //  
		const API_URL = "https://api.anthropic.com/v1/messages";
		const MODEL_NAME = claude-3-sonnet-; // !
		const headers = {x-api-key: API_KEY, anthropic-version: ",};
		const body = JSON.stringify({
		model: MODEL_NAME,
		messages: [{role: user, content: promptText}]
		//    (max_tokens ..)

});

try{

const response = await fetch (API_URL, {method: POST, headers, body});

if (!response. ok) throw new Error (`HTTP ${response.status}`);

const data = await response. json();

// :   data[]

return data.content [0].text; //    Claude!

} catch (error){

console.error (Claude API Error:, error); //  !

return null;

}

}

:    Workspace,  headers body,     Claude API.      ,    .

5.2.4   API:

 :     (env, secrets managers).

 :   , API (4xx, 5xx), ,  .  try-except/try-catch .

:  async/await     .

 :  ,   

Rate Limiting:     (exponential backoff)   HTTP429.




5.3. - regression suite:     


      ,   .

5.3.1 :

     : YandexGPT/GigaChat      /   unit-.

    :    , , ,   ..

 :  10JSON     :  (),  (),  (+7XXXXXXXXXX), email.

5.3.2 :

   unit-,          ,   (GPT-4, Claude)    (Copilot)   .

5.3.3   :

 Unit-:

 :  unit- Java (JUnit 5)   Calculator,  add (int a, int b) ,  ,   .

   (Mock Data):         ,        .

 :  5 JSON,      -.      :

id:    ( 1001).

productName:   (, ,   SeriesZ).

category:   (,  : , , ,  , ).

price:   (    ,  50.0015000.00).

quantityInStock:   ( , 0100).

isAvailable:    ( , true/false).

shortDescription:    (, 2540, ,  12 ).        .

   (, BDD Behavior-Driven Development):

 :   Gherkin  Cucumber: ࠖ  . 頖  . :   . :       . :     ,   .

5.3.4  :

   unit-  .

   (E2E)     (   ).

       .




5.4. CI/CD-  :      


  CI/CD (Continuous Integration / Continuous Deployment)    , ,   .

5.4.1 :

 , ,     ,  API YandexGPT/GigaChat   changelog   release notes       .

   YandexGPT/GigaChat:    [].      CHANGELOG.md ,    蠄.



5.4.2 :

 ,    (  ,   ),     .

5.4.3    CI/CD:

 Changelog:  CI  ,   API ,  ,   CHANGELOG.md.

  Release Notes: ,     .

 :  docstrings       .

  :  -      .

 Pull Request:      .

5.4.4   GitHub Actions:

:         .

YAML

		#.github/workflows/generate_release_notes.yml
		name: Generate Release Notes Draft
		on:
		release:
		types: [published]
		jobs:
		generate:
		runs-on: ubuntu-latest
		steps:
		uses: actions/checkout@v4
		with: {fetch-depth:0}
		#   
		name: Get Commit Info (Conceptual)
		id: commits
		run: echo "::set-output name=messages::$ (git log ) # 
		name: Generate Notes via Script
		env:
		AI_API_KEY: $ {{secrets. YOUR_AI_API_KEY}}
		COMMIT_MESSAGES: $ {{steps.commits.outputs.messages}}
		# 堖   :
		run: python ./scripts/generate_release_notes.py> draft.md
		# ()    GitHub
		:  YAML   :     (checkout),  ,     Python- (generate_release_notes.py),    API .     (,  )    .    .

5.4.5    CI/CD:

:  API    .

 :     .

:  API    CI/CD.  fallback-.

:    API ( CI/CD),   /  .

 IV:

   .   YandexGPT/GigaChat    /     ,   .         .




 V. ,  



     ࠖ  .    ,    ,    .     -.

  + Ȼ :    ,  - ( , ,  )  ,    . Ƞ  , ꠖ .




6.1.   :  Kandinsky, Midjourney, Stable Diffusion, DALLE


   (text-to-image)     .    ( 2025).

6.1.1    :

Sber Kandinsky:   RuDALL-E . Kandinsky    -,  GigaChat API.

:    (text-to-image),  ,   , /  (inpainting/outpainting).

 :     ,     .        .

 ( 2025):  ,            .

 :             , ,  .

6.1.2 -:

Midjourney:      ,    .

:     Discord;  - ( ).

 :  ,  ,     ,  .

:          ;    ,  Stable Diffusion.

Stable Diffusion:     .    (SD 1.5, SDXL, SD 3..),     (checkpoints).

:  API (, Stability AI),  (Leonardo AI), - (Automatic1111, ComfyUI, Fooocus),     (  )  .

 :    ,      ,    ControlNet     (,   ),    (), API.




  .


   .

   ,     (https://www.litres.ru/book/vladimir-kafitulov/sozdanie-digital-produktov-s-pomoschu-ii-v-2025-godu-ot-72018637/)  .

      Visa, MasterCard, Maestro,    ,   ,     ,  PayPal, WebMoney, ., QIWI ,       .


