├── .env.example
├── .eslintrc.json
├── src
    ├── app
    │   ├── favicon.ico
    │   ├── layout.tsx
    │   ├── globals.css
    │   └── page.tsx
    ├── components
    │   ├── Chat
    │   │   ├── index.ts
    │   │   ├── Chat.tsx
    │   │   └── ChatInput.tsx
    │   ├── FileUpload
    │   │   ├── index.tsx
    │   │   ├── FileItem.tsx
    │   │   └── FileUpload.tsx
    │   ├── Message
    │   │   ├── index.ts
    │   │   ├── Message.tsx
    │   │   └── MessageBalloon.tsx
    │   ├── Avatar
    │   │   ├── index.ts
    │   │   ├── BotAvatar.tsx
    │   │   ├── UserAvatar.tsx
    │   │   └── Avatar.tsx
    │   ├── Root
    │   │   └── index.tsx
    │   └── ui
    │   │   ├── label.tsx
    │   │   ├── separator.tsx
    │   │   ├── textarea.tsx
    │   │   ├── input.tsx
    │   │   └── button.tsx
    └── lib
    │   ├── utils.ts
    │   └── store.ts
├── postcss.config.js
├── Dockerfile
├── flask
    ├── Dockerfile
    ├── requirements.txt
    ├── app.py
    └── txtdata
    │   ├── gyber_pitch_deck.txt
    │   ├── gyber_white_paper_v2.txt
    │   └── gyber_theory.txt
├── next.config.mjs
├── .prettierrc.cjs
├── components.json
├── public
    ├── vercel.svg
    └── next.svg
├── tsconfig.json
├── docker-compose.yaml
├── README.md
├── .gitignore
├── package.json
└── tailwind.config.ts


/.env.example:
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1 | OPENAI_API_KEY=


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/.eslintrc.json:
--------------------------------------------------------------------------------
1 | {
2 |   "extends": "next/core-web-vitals"
3 | }
4 | 


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/src/app/favicon.ico:
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https://raw.githubusercontent.com/noel319/Nectjs_LangChain-bot/HEAD/src/app/favicon.ico


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/postcss.config.js:
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1 | module.exports = {
2 |   plugins: {
3 |     tailwindcss: {},
4 |     autoprefixer: {},
5 |   },
6 | };
7 | 


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/src/components/Chat/index.ts:
--------------------------------------------------------------------------------
1 | import Chat from './Chat'
2 | import ChatInput from './ChatInput'
3 | 
4 | export default Object.assign(Chat, {
5 |   Input: ChatInput,
6 | })
7 | 


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/src/components/FileUpload/index.tsx:
--------------------------------------------------------------------------------
1 | import FileItem from './FileItem'
2 | import FileUpload from './FileUpload'
3 | 
4 | export default Object.assign(FileUpload, {File: FileItem})
5 | 


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/src/components/Message/index.ts:
--------------------------------------------------------------------------------
1 | import Message from './Message'
2 | import MessageBalloon from './MessageBalloon'
3 | 
4 | export default Object.assign(Message, {
5 |   Balloon: MessageBalloon,
6 | })
7 | 


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/Dockerfile:
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1 | ARG PNPM_VERSION=8.7.1
2 | FROM node:20.6.1
3 | 
4 | COPY . ./python-chat-rag
5 | WORKDIR /python-chat-rag
6 | 
7 | RUN npm install -g pnpm@${PNPM_VERSION}
8 | 
9 | ENTRYPOINT pnpm install && pnpm run build && pnpm start


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/src/components/Avatar/index.ts:
--------------------------------------------------------------------------------
1 | import Avatar from './Avatar'
2 | import BotAvatar from './BotAvatar'
3 | import UserAvatar from './UserAvatar'
4 | 
5 | export default Object.assign(Avatar, {
6 |   User: UserAvatar,
7 |   Bot: BotAvatar,
8 | })
9 | 


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/src/components/Avatar/BotAvatar.tsx:
--------------------------------------------------------------------------------
 1 | import {Bot} from 'lucide-react'
 2 | 
 3 | import Avatar from './Avatar'
 4 | 
 5 | const BotAvatar = () => {
 6 |   return (
 7 |     <Avatar>
 8 |       <Bot className="h-7 w-7 text-zinc-600 dark:text-zinc-200" />
 9 |     </Avatar>
10 |   )
11 | }
12 | 
13 | export default BotAvatar
14 | 


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/src/components/Avatar/UserAvatar.tsx:
--------------------------------------------------------------------------------
 1 | import {User} from 'lucide-react'
 2 | 
 3 | import Avatar from './Avatar'
 4 | 
 5 | const BotAvatar = () => {
 6 |   return (
 7 |     <Avatar>
 8 |       <User className="h-7 w-7 text-zinc-600 dark:text-zinc-200" />
 9 |     </Avatar>
10 |   )
11 | }
12 | 
13 | export default BotAvatar
14 | 


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/src/components/Avatar/Avatar.tsx:
--------------------------------------------------------------------------------
 1 | type AvatarProps = {
 2 |   children: React.ReactNode
 3 | }
 4 | const Avatar = ({children}: AvatarProps) => {
 5 |   return (
 6 |     <div className="items-center justify-center rounded-full bg-neutral-200 p-4 dark:bg-neutral-700">
 7 |       {children}
 8 |     </div>
 9 |   )
10 | }
11 | 
12 | export default Avatar
13 | 


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/flask/Dockerfile:
--------------------------------------------------------------------------------
 1 | FROM python:3.11.5
 2 | 
 3 | EXPOSE 5328
 4 | 
 5 | WORKDIR /flask
 6 | 
 7 | COPY requirements.txt .
 8 | 
 9 | RUN pip3 install --no-cache-dir --upgrade pip
10 | RUN pip3 install --no-cache-dir -r requirements.txt
11 | 
12 | ENV FLASK_DEBUG=1
13 | 
14 | COPY . .
15 | 
16 | CMD [ "python3", "-m" , "flask", "run", "--host=0.0.0.0", "-p", "5328"]


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/next.config.mjs:
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 1 | /** @type {import('next').NextConfig} */
 2 | const nextConfig = {
 3 |   experimental: {
 4 |     typedRoutes: true,
 5 |   },
 6 |   rewrites: async () => {
 7 |     return [
 8 |       {
 9 |         source: '/api/:path*',
10 |         destination: 'http://localhost:5328/:path*',
11 |       },
12 |     ]
13 |   },
14 | };
15 | 
16 | export default nextConfig;
17 | 


--------------------------------------------------------------------------------
/.prettierrc.cjs:
--------------------------------------------------------------------------------
 1 | module.exports = {
 2 |   bracketSpacing: false,
 3 |   jsxBracketSameLine: true,
 4 |   singleQuote: true,
 5 |   trailingComma: 'es5',
 6 |   semi: false,
 7 |   printWidth: 100,
 8 |   tabWidth: 2,
 9 |   useTabs: false,
10 |   importOrder: ['^\\u0000', '^@?\\w', '^[^.]', '^\\.'],
11 |   importOrderSeparation: true,
12 |   plugins: ["@trivago/prettier-plugin-sort-imports", "prettier-plugin-tailwindcss"]
13 | };


--------------------------------------------------------------------------------
/components.json:
--------------------------------------------------------------------------------
 1 | {
 2 |   "$schema": "https://ui.shadcn.com/schema.json",
 3 |   "style": "default",
 4 |   "rsc": true,
 5 |   "tsx": true,
 6 |   "tailwind": {
 7 |     "config": "tailwind.config.ts",
 8 |     "css": "src/app/globals.css",
 9 |     "baseColor": "gray",
10 |     "cssVariables": true,
11 |     "prefix": ""
12 |   },
13 |   "aliases": {
14 |     "components": "@/components",
15 |     "utils": "@/lib/utils"
16 |   }
17 | }


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/src/app/layout.tsx:
--------------------------------------------------------------------------------
 1 | import 'highlight.js/styles/github-dark.css'
 2 | import type {Metadata} from 'next'
 3 | 
 4 | import Root from '@/components/Root'
 5 | 
 6 | import './globals.css'
 7 | 
 8 | export const metadata: Metadata = {
 9 |   title: 'Chat APP',
10 |   description: 'Simple Chat App',
11 | }
12 | 
13 | export default function RootLayout({children}: {children: React.ReactNode}) {
14 |   return <Root>{children}</Root>
15 | }
16 | 


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/src/components/Message/Message.tsx:
--------------------------------------------------------------------------------
 1 | import {cn} from '@/lib/utils'
 2 | 
 3 | export type TMessage = {
 4 |   id: string
 5 |   text: string
 6 |   createdAt: Date
 7 |   creator: 'USER' | 'AI'
 8 | }
 9 | 
10 | type MessageProps = {
11 |   sender: 'USER' | 'AI'
12 |   children: React.ReactNode
13 | }
14 | 
15 | const Message = ({sender, children}: MessageProps) => {
16 |   return (
17 |     <div className={cn('flex flex-row items-center gap-3 ', sender === 'USER' && 'justify-end')}>
18 |       {children}
19 |     </div>
20 |   )
21 | }
22 | 
23 | export default Message
24 | 


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/src/components/FileUpload/FileItem.tsx:
--------------------------------------------------------------------------------
 1 | import {X} from 'lucide-react'
 2 | 
 3 | import {cn} from '@/lib/utils'
 4 | 
 5 | import {Label} from '../ui/label'
 6 | 
 7 | type Props = {
 8 |   name: string
 9 |   onRemove: () => void
10 |   className?: string
11 | }
12 | const FileItem = ({name, className, onRemove}: Props) => {
13 |   return (
14 |     <div className={cn('flex items-center', className)}>
15 |       <Label className="line-clamp-1">{name}</Label>
16 |       <X size={15} className="w-16 cursor-pointer" onClick={onRemove} />
17 |     </div>
18 |   )
19 | }
20 | 
21 | export default FileItem
22 | 


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/public/vercel.svg:
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1 | <svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 283 64"><path fill="black" d="M141 16c-11 0-19 7-19 18s9 18 20 18c7 0 13-3 16-7l-7-5c-2 3-6 4-9 4-5 0-9-3-10-7h28v-3c0-11-8-18-19-18zm-9 15c1-4 4-7 9-7s8 3 9 7h-18zm117-15c-11 0-19 7-19 18s9 18 20 18c6 0 12-3 16-7l-8-5c-2 3-5 4-8 4-5 0-9-3-11-7h28l1-3c0-11-8-18-19-18zm-10 15c2-4 5-7 10-7s8 3 9 7h-19zm-39 3c0 6 4 10 10 10 4 0 7-2 9-5l8 5c-3 5-9 8-17 8-11 0-19-7-19-18s8-18 19-18c8 0 14 3 17 8l-8 5c-2-3-5-5-9-5-6 0-10 4-10 10zm83-29v46h-9V5h9zM37 0l37 64H0L37 0zm92 5-27 48L74 5h10l18 30 17-30h10zm59 12v10l-3-1c-6 0-10 4-10 10v15h-9V17h9v9c0-5 6-9 13-9z"/></svg>


--------------------------------------------------------------------------------
/tsconfig.json:
--------------------------------------------------------------------------------
 1 | {
 2 |   "compilerOptions": {
 3 |     "lib": ["dom", "dom.iterable", "esnext"],
 4 |     "allowJs": true,
 5 |     "skipLibCheck": true,
 6 |     "strict": true,
 7 |     "noEmit": true,
 8 |     "esModuleInterop": true,
 9 |     "module": "esnext",
10 |     "moduleResolution": "bundler",
11 |     "resolveJsonModule": true,
12 |     "isolatedModules": true,
13 |     "jsx": "preserve",
14 |     "incremental": true,
15 |     "plugins": [
16 |       {
17 |         "name": "next"
18 |       }
19 |     ],
20 |     "paths": {
21 |       "@/*": ["./src/*"]
22 |     }
23 |   },
24 |   "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts"],
25 |   "exclude": ["node_modules"]
26 | }
27 | 


--------------------------------------------------------------------------------
/docker-compose.yaml:
--------------------------------------------------------------------------------
 1 | services:
 2 |   flask:
 3 |     container_name: flask
 4 |     working_dir: /flask
 5 |     build:
 6 |       context: ./flask
 7 |       dockerfile: Dockerfile
 8 |     ports:
 9 |       - 5328:5328
10 |     environment:
11 |       OPENAI_API_KEY: ${OPENAI_API_KEY}
12 |   python-chat-rag:
13 |     container_name: python-chat-rag
14 |     depends_on:
15 |       - flask
16 |     build:
17 |       context: .
18 |       dockerfile: Dockerfile
19 |     environment:
20 |       OPENAI_API_KEY: ${OPENAI_API_KEY}
21 |     ports:
22 |       - 3000:3000
23 |     entrypoint: sh -c "pnpm install && pnpm run build && pnpm run dev"
24 |     working_dir: /python-chat-rag
25 |     volumes:
26 |       - .:/python-chat-rag
27 | 


--------------------------------------------------------------------------------
/src/components/Root/index.tsx:
--------------------------------------------------------------------------------
 1 | 'use client'
 2 | 
 3 | import {Inter} from 'next/font/google'
 4 | import {useEffect} from 'react'
 5 | 
 6 | import {useMessages} from '@/lib/store'
 7 | import {cn} from '@/lib/utils'
 8 | 
 9 | const inter = Inter({subsets: ['latin']})
10 | 
11 | type Props = {
12 |   children: React.ReactNode
13 | }
14 | 
15 | const Root = ({children}: Props) => {
16 |   useEffect(() => {
17 |     useMessages.persist.rehydrate()
18 |   }, [])
19 | 
20 |   return (
21 |     <html lang="en" className={'dark'}>
22 |       <body className={cn(inter.className, 'dark:bg-zinc-900')} suppressHydrationWarning={true}>
23 |         {children}
24 |       </body>
25 |     </html>
26 |   )
27 | }
28 | 
29 | export default Root
30 | 


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/README.md:
--------------------------------------------------------------------------------
 1 | # python-chat-rag
 2 | 
 3 | Simple chat app integrating LangChain + RAG in a Python (Flask) server created for AI Series Part V blog post
 4 | 
 5 | ## Running
 6 | 
 7 | `cp .env.example .env`
 8 | 
 9 | Edit .env and add your OpenAI API key
10 | 
11 | Via docker: `docker compose up`
12 | 
13 | Note: if you run using Docker, make sure to update the `destination` URL in the `next.config.mjs` as the following: 
14 | ```
15 | destination: 'http://flask:5328/:path*',
16 | ```
17 | 
18 | This will make sure to use the Docker container's name instead of localhost
19 | 
20 | Or you can run the apps separately:
21 | 
22 |  `pnpm run dev`
23 | 
24 |  And in another terminal:
25 | 
26 |  `cd flask && flask run --host=0.0.0.0 --debug -p 5328`
27 | 
28 | Either way, the app will start at `localhost:3000`
29 | 


--------------------------------------------------------------------------------
/.gitignore:
--------------------------------------------------------------------------------
 1 | # See https://help.github.com/articles/ignoring-files/ for more about ignoring files.
 2 | *flask/myenv
 3 | # dependencies
 4 | /node_modules
 5 | /.pnp
 6 | .pnp.js
 7 | .yarn/install-state.gz
 8 | 
 9 | # testing
10 | /coverage
11 | 
12 | # next.js
13 | /.next/
14 | /out/
15 | 
16 | # production
17 | /build
18 | 
19 | # misc
20 | .DS_Store
21 | *.pem
22 | 
23 | # debug
24 | npm-debug.log*
25 | yarn-debug.log*
26 | yarn-error.log*
27 | 
28 | # local env files
29 | .env
30 | .env*.local
31 | 
32 | # vercel
33 | .vercel
34 | 
35 | # python
36 | */venv/**/*
37 | __pycache__
38 | 
39 | # typescript
40 | *.tsbuildinfo
41 | next-env.d.ts
42 | 
43 | # temp
44 | /public/tmp/*
45 | 
46 | # python
47 | */venv/**/*
48 | __pycache__
49 | 
50 | vectorstore/
51 | */vectorstores/
52 | flask/src/**
53 | eng.**
54 | 


--------------------------------------------------------------------------------
/src/components/ui/label.tsx:
--------------------------------------------------------------------------------
 1 | 'use client'
 2 | 
 3 | import * as LabelPrimitive from '@radix-ui/react-label'
 4 | import {cva, type VariantProps} from 'class-variance-authority'
 5 | import * as React from 'react'
 6 | 
 7 | import {cn} from '@/lib/utils'
 8 | 
 9 | const labelVariants = cva(
10 |   'text-sm font-medium leading-none peer-disabled:cursor-not-allowed peer-disabled:opacity-70'
11 | )
12 | 
13 | const Label = React.forwardRef<
14 |   React.ElementRef<typeof LabelPrimitive.Root>,
15 |   React.ComponentPropsWithoutRef<typeof LabelPrimitive.Root> & VariantProps<typeof labelVariants>
16 | >(({className, ...props}, ref) => (
17 |   <LabelPrimitive.Root ref={ref} className={cn(labelVariants(), className)} {...props} />
18 | ))
19 | Label.displayName = LabelPrimitive.Root.displayName
20 | 
21 | export {Label}
22 | 


--------------------------------------------------------------------------------
/src/components/ui/separator.tsx:
--------------------------------------------------------------------------------
 1 | 'use client'
 2 | 
 3 | import * as SeparatorPrimitive from '@radix-ui/react-separator'
 4 | import * as React from 'react'
 5 | 
 6 | import {cn} from '@/lib/utils'
 7 | 
 8 | const Separator = React.forwardRef<
 9 |   React.ElementRef<typeof SeparatorPrimitive.Root>,
10 |   React.ComponentPropsWithoutRef<typeof SeparatorPrimitive.Root>
11 | >(({className, orientation = 'horizontal', decorative = true, ...props}, ref) => (
12 |   <SeparatorPrimitive.Root
13 |     ref={ref}
14 |     decorative={decorative}
15 |     orientation={orientation}
16 |     className={cn(
17 |       'shrink-0 bg-border',
18 |       orientation === 'horizontal' ? 'h-[1px] w-full' : 'h-full w-[1px]',
19 |       className
20 |     )}
21 |     {...props}
22 |   />
23 | ))
24 | Separator.displayName = SeparatorPrimitive.Root.displayName
25 | 
26 | export {Separator}
27 | 


--------------------------------------------------------------------------------
/src/components/ui/textarea.tsx:
--------------------------------------------------------------------------------
 1 | import * as React from 'react'
 2 | 
 3 | import {cn} from '@/lib/utils'
 4 | 
 5 | export interface TextareaProps extends React.TextareaHTMLAttributes<HTMLTextAreaElement> {}
 6 | 
 7 | const Textarea = React.forwardRef<HTMLTextAreaElement, TextareaProps>(
 8 |   ({className, ...props}, ref) => {
 9 |     return (
10 |       <textarea
11 |         className={cn(
12 |           'flex min-h-[80px] w-full rounded-md border border-input bg-background px-3 py-2 text-sm ring-offset-background placeholder:text-muted-foreground focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 disabled:cursor-not-allowed disabled:opacity-50',
13 |           className
14 |         )}
15 |         ref={ref}
16 |         {...props}
17 |       />
18 |     )
19 |   }
20 | )
21 | Textarea.displayName = 'Textarea'
22 | 
23 | export {Textarea}
24 | 


--------------------------------------------------------------------------------
/src/components/ui/input.tsx:
--------------------------------------------------------------------------------
 1 | import * as React from 'react'
 2 | 
 3 | import {cn} from '@/lib/utils'
 4 | 
 5 | export interface InputProps extends React.InputHTMLAttributes<HTMLInputElement> {}
 6 | 
 7 | const Input = React.forwardRef<HTMLInputElement, InputProps>(({className, type, ...props}, ref) => {
 8 |   return (
 9 |     <input
10 |       type={type}
11 |       className={cn(
12 |         'flex h-10 w-full rounded-md border border-input bg-background px-3 py-2 text-sm ring-offset-background file:border-0 file:bg-transparent file:text-sm file:font-medium placeholder:text-muted-foreground focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 disabled:cursor-not-allowed disabled:opacity-50',
13 |         className
14 |       )}
15 |       ref={ref}
16 |       {...props}
17 |     />
18 |   )
19 | })
20 | Input.displayName = 'Input'
21 | 
22 | export {Input}
23 | 


--------------------------------------------------------------------------------
/src/components/Chat/Chat.tsx:
--------------------------------------------------------------------------------
 1 | import {memo, useEffect, useRef} from 'react'
 2 | 
 3 | import Avatar from '../Avatar'
 4 | import Message from '../Message'
 5 | import {TMessage} from '../Message/Message'
 6 | 
 7 | type Props = {
 8 |   messages: TMessage[]
 9 | }
10 | const Chat = ({messages}: Props) => {
11 |   const scrollableContentRef = useRef<HTMLElement>(null)
12 | 
13 |   useEffect(() => {
14 |     if (scrollableContentRef.current) {
15 |       scrollableContentRef.current.scrollTop = scrollableContentRef.current.scrollHeight
16 |     }
17 |   }, [messages])
18 | 
19 |   return (
20 |     <main
21 |       ref={scrollableContentRef}
22 |       className="flex flex-1 flex-col gap-4 overflow-y-scroll bg-zinc-50 p-5 dark:bg-zinc-950"
23 |     >
24 |       {messages.map((message) => (
25 |         <Message key={message.id} sender={message.creator}>
26 |           {message.creator === 'AI' ? <Avatar.Bot /> : null}
27 |           <Message.Balloon
28 |             sender={message.creator}
29 |             message={message.text}
30 |             date={message.createdAt}
31 |           />
32 |           {message.creator === 'USER' ? <Avatar.User /> : null}
33 |         </Message>
34 |       ))}
35 |     </main>
36 |   )
37 | }
38 | 
39 | export default memo(Chat)
40 | 


--------------------------------------------------------------------------------
/src/lib/utils.ts:
--------------------------------------------------------------------------------
 1 | import {type ClassValue, clsx} from 'clsx'
 2 | import {format} from 'date-fns'
 3 | import {Children, ReactNode} from 'react'
 4 | import {twMerge} from 'tailwind-merge'
 5 | 
 6 | export function cn(...inputs: ClassValue[]) {
 7 |   return twMerge(clsx(inputs))
 8 | }
 9 | 
10 | export function formatDate(date: Date) {
11 |   return format(new Date(date), ' - dd/MM/yy HH:mm')
12 | }
13 | 
14 | export type CodeBlockChild = {
15 |   props: {
16 |     children: ReactNode[]
17 |   }
18 | }
19 | 
20 | export const extractTextFromCodeBlock = (child: CodeBlockChild): string => {
21 |   if (typeof child === 'string') {
22 |     return child
23 |   } else if (child?.props?.children) {
24 |     return Children.toArray(child.props.children)
25 |       .map((nestedChild: any) => extractTextFromCodeBlock(nestedChild))
26 |       .join('')
27 |   } else {
28 |     return ''
29 |   }
30 | }
31 | 
32 | export function parseMimeType(mimeType: string) {
33 |   switch (mimeType) {
34 |     case 'js':
35 |       return 'javascript'
36 |     case 'ts':
37 |       return 'typescript'
38 |     case 'py':
39 |       return 'python'
40 |     case 'txt':
41 |       return 'text'
42 |     case 'md':
43 |       return 'markdown'
44 |     case 'jsx':
45 |     case 'tsx':
46 |       return 'reactjs'
47 |     default:
48 |       return mimeType
49 |   }
50 | }
51 | 


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/public/next.svg:
--------------------------------------------------------------------------------
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--------------------------------------------------------------------------------
/src/components/FileUpload/FileUpload.tsx:
--------------------------------------------------------------------------------
 1 | import {Paperclip} from 'lucide-react'
 2 | import {ChangeEvent} from 'react'
 3 | 
 4 | import {cn} from '@/lib/utils'
 5 | 
 6 | const ALLOWED_FILE_TYPES = ['.md', '.txt', '.pdf']
 7 | 
 8 | type Props = {
 9 |   id: string
10 |   onChange?: (event?: ChangeEvent<HTMLInputElement>) => void
11 |   label?: string
12 |   allowedTypes?: string[]
13 |   disabled?: boolean
14 |   className?: string
15 | }
16 | 
17 | const FileUpload = ({id, onChange, label, allowedTypes, disabled, className}: Props) => {
18 |   return (
19 |     <>
20 |       <div className={cn('flex items-center gap-2', className)}>
21 |         <label
22 |           htmlFor={id}
23 |           className={cn('cursor-pointer', disabled && 'cursor-not-allowed text-neutral-500')}>
24 |           <Paperclip size={20} />
25 |         </label>
26 |         {label && (
27 |           <label
28 |             htmlFor={id}
29 |             className={cn(
30 |               'line-clamp-1 cursor-pointer',
31 |               disabled && 'cursor-not-allowed text-neutral-500'
32 |             )}>
33 |             {label}
34 |           </label>
35 |         )}
36 |       </div>
37 |       <input
38 |         type="file"
39 |         id={id}
40 |         accept={(allowedTypes || ALLOWED_FILE_TYPES).join(',')}
41 |         className="sr-only"
42 |         disabled={disabled}
43 |         onChange={onChange}
44 |       />
45 |     </>
46 |   )
47 | }
48 | 
49 | export default FileUpload
50 | 


--------------------------------------------------------------------------------
/package.json:
--------------------------------------------------------------------------------
 1 | {
 2 |   "name": "python-chat-rag",
 3 |   "version": "0.1.0",
 4 |   "private": true,
 5 |   "scripts": {
 6 |     "dev": "next dev",
 7 |     "build": "next build",
 8 |     "start": "next start",
 9 |     "format": "prettier --write \"**/*.ts\" \"**/*.tsx\"",
10 |     "lint": "next lint"
11 |   },
12 |   "dependencies": {
13 |     "@radix-ui/react-label": "^2.0.2",
14 |     "@radix-ui/react-separator": "^1.0.3",
15 |     "@radix-ui/react-slot": "^1.0.2",
16 |     "ai": "^3.0.13",
17 |     "class-variance-authority": "^0.7.0",
18 |     "clsx": "^2.1.0",
19 |     "date-fns": "^3.6.0",
20 |     "highlight.js": "^11.9.0",
21 |     "lucide-react": "^0.363.0",
22 |     "next": "14.1.1",
23 |     "react": "^18",
24 |     "react-dom": "^18",
25 |     "react-markdown": "^9.0.1",
26 |     "rehype-highlight": "^7.0.0",
27 |     "tailwind-merge": "^2.2.2",
28 |     "tailwindcss-animate": "^1.0.7",
29 |     "zustand": "^4.5.2"
30 |   },
31 |   "devDependencies": {
32 |     "@tailwindcss/typography": "^0.4.1",
33 |     "@trivago/prettier-plugin-sort-imports": "github:trivago/prettier-plugin-sort-imports",
34 |     "@types/node": "^20",
35 |     "@types/react": "^18",
36 |     "@types/react-dom": "^18",
37 |     "autoprefixer": "^10.0.1",
38 |     "css-loader": "^6.10.0",
39 |     "eslint": "^8",
40 |     "eslint-config-next": "^0.2.4",
41 |     "husky": "^9.0.11",
42 |     "lint-staged": "^6.1.1",
43 |     "postcss": "^8",
44 |     "prettier": "^3.2.5",
45 |     "prettier-plugin-tailwindcss": "^0.5.12",
46 |     "style-loader": "^3.3.4",
47 |     "tailwindcss": "^3.3.0",
48 |     "typescript": "^5",
49 |     "zod": "^3.22.4"
50 |   },
51 |   "packageManager": "pnpm@9.7.1+sha512.faf344af2d6ca65c4c5c8c2224ea77a81a5e8859cbc4e06b1511ddce2f0151512431dd19e6aff31f2c6a8f5f2aced9bd2273e1fed7dd4de1868984059d2c4247"
52 | }
53 | 


--------------------------------------------------------------------------------
/src/app/globals.css:
--------------------------------------------------------------------------------
 1 | @tailwind base;
 2 | @tailwind components;
 3 | @tailwind utilities;
 4 | 
 5 | @layer base {
 6 |   :root {
 7 |     --background: 0 0% 100%;
 8 |     --foreground: 224 71.4% 4.1%;
 9 | 
10 |     --card: 0 0% 100%;
11 |     --card-foreground: 224 71.4% 4.1%;
12 | 
13 |     --popover: 0 0% 100%;
14 |     --popover-foreground: 224 71.4% 4.1%;
15 | 
16 |     --primary: 220.9 39.3% 11%;
17 |     --primary-foreground: 210 20% 98%;
18 | 
19 |     --secondary: 220 14.3% 95.9%;
20 |     --secondary-foreground: 220.9 39.3% 11%;
21 | 
22 |     --muted: 220 14.3% 95.9%;
23 |     --muted-foreground: 220 8.9% 46.1%;
24 | 
25 |     --accent: 220 14.3% 95.9%;
26 |     --accent-foreground: 220.9 39.3% 11%;
27 | 
28 |     --destructive: 0 84.2% 60.2%;
29 |     --destructive-foreground: 210 20% 98%;
30 | 
31 |     --border: 220 13% 91%;
32 |     --input: 220 13% 91%;
33 |     --ring: 224 71.4% 4.1%;
34 | 
35 |     --radius: 0.5rem;
36 |   }
37 | 
38 |   .dark {
39 |     --background: 224 71.4% 4.1%;
40 |     --foreground: 210 20% 98%;
41 | 
42 |     --card: 224 71.4% 4.1%;
43 |     --card-foreground: 210 20% 98%;
44 | 
45 |     --popover: 224 71.4% 4.1%;
46 |     --popover-foreground: 210 20% 98%;
47 | 
48 |     --primary: 210 20% 98%;
49 |     --primary-foreground: 220.9 39.3% 11%;
50 | 
51 |     --secondary: 215 27.9% 16.9%;
52 |     --secondary-foreground: 210 20% 98%;
53 | 
54 |     --muted: 215 27.9% 16.9%;
55 |     --muted-foreground: 217.9 10.6% 64.9%;
56 | 
57 |     --accent: 215 27.9% 16.9%;
58 |     --accent-foreground: 210 20% 98%;
59 | 
60 |     --destructive: 0 62.8% 30.6%;
61 |     --destructive-foreground: 210 20% 98%;
62 | 
63 |     --border: 215 27.9% 16.9%;
64 |     --input: 215 27.9% 16.9%;
65 |     --ring: 216 12.2% 83.9%;
66 |   }
67 | }
68 | 
69 | @layer base {
70 |   * {
71 |     @apply border-border;
72 |   }
73 |   body {
74 |     @apply bg-background text-foreground;
75 |   }
76 | }


--------------------------------------------------------------------------------
/src/components/ui/button.tsx:
--------------------------------------------------------------------------------
 1 | import {Slot} from '@radix-ui/react-slot'
 2 | import {cva, type VariantProps} from 'class-variance-authority'
 3 | import * as React from 'react'
 4 | 
 5 | import {cn} from '@/lib/utils'
 6 | 
 7 | const buttonVariants = cva(
 8 |   'inline-flex items-center justify-center whitespace-nowrap rounded-md text-sm font-medium ring-offset-background transition-colors focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 disabled:pointer-events-none disabled:opacity-50',
 9 |   {
10 |     variants: {
11 |       variant: {
12 |         default: 'bg-primary text-primary-foreground hover:bg-primary/90',
13 |         destructive: 'bg-destructive text-destructive-foreground hover:bg-destructive/90',
14 |         outline: 'border border-input bg-background hover:bg-accent hover:text-accent-foreground',
15 |         secondary: 'bg-secondary text-secondary-foreground hover:bg-secondary/80',
16 |         ghost: 'hover:bg-accent hover:text-accent-foreground',
17 |         link: 'text-primary underline-offset-4 hover:underline',
18 |       },
19 |       size: {
20 |         default: 'h-10 px-4 py-2',
21 |         sm: 'h-9 rounded-md px-3',
22 |         lg: 'h-11 rounded-md px-8',
23 |         icon: 'h-10 w-10',
24 |       },
25 |     },
26 |     defaultVariants: {
27 |       variant: 'default',
28 |       size: 'default',
29 |     },
30 |   }
31 | )
32 | 
33 | export interface ButtonProps
34 |   extends React.ButtonHTMLAttributes<HTMLButtonElement>,
35 |     VariantProps<typeof buttonVariants> {
36 |   asChild?: boolean
37 | }
38 | 
39 | const Button = React.forwardRef<HTMLButtonElement, ButtonProps>(
40 |   ({className, variant, size, asChild = false, ...props}, ref) => {
41 |     const Comp = asChild ? Slot : 'button'
42 |     return <Comp className={cn(buttonVariants({variant, size, className}))} ref={ref} {...props} />
43 |   }
44 | )
45 | Button.displayName = 'Button'
46 | 
47 | export {Button, buttonVariants}
48 | 


--------------------------------------------------------------------------------
/tailwind.config.ts:
--------------------------------------------------------------------------------
 1 | import type {Config} from 'tailwindcss'
 2 | 
 3 | const config = {
 4 |   darkMode: ['class'],
 5 |   content: [
 6 |     './pages/**/*.{ts,tsx}',
 7 |     './components/**/*.{ts,tsx}',
 8 |     './app/**/*.{ts,tsx}',
 9 |     './src/**/*.{ts,tsx}',
10 |   ],
11 |   prefix: '',
12 |   theme: {
13 |     container: {
14 |       center: true,
15 |       padding: '2rem',
16 |       screens: {
17 |         '2xl': '1400px',
18 |       },
19 |     },
20 |     extend: {
21 |       colors: {
22 |         border: 'hsl(var(--border))',
23 |         input: 'hsl(var(--input))',
24 |         ring: 'hsl(var(--ring))',
25 |         background: 'hsl(var(--background))',
26 |         foreground: 'hsl(var(--foreground))',
27 |         primary: {
28 |           DEFAULT: 'hsl(var(--primary))',
29 |           foreground: 'hsl(var(--primary-foreground))',
30 |         },
31 |         secondary: {
32 |           DEFAULT: 'hsl(var(--secondary))',
33 |           foreground: 'hsl(var(--secondary-foreground))',
34 |         },
35 |         destructive: {
36 |           DEFAULT: 'hsl(var(--destructive))',
37 |           foreground: 'hsl(var(--destructive-foreground))',
38 |         },
39 |         muted: {
40 |           DEFAULT: 'hsl(var(--muted))',
41 |           foreground: 'hsl(var(--muted-foreground))',
42 |         },
43 |         accent: {
44 |           DEFAULT: 'hsl(var(--accent))',
45 |           foreground: 'hsl(var(--accent-foreground))',
46 |         },
47 |         popover: {
48 |           DEFAULT: 'hsl(var(--popover))',
49 |           foreground: 'hsl(var(--popover-foreground))',
50 |         },
51 |         card: {
52 |           DEFAULT: 'hsl(var(--card))',
53 |           foreground: 'hsl(var(--card-foreground))',
54 |         },
55 |       },
56 |       borderRadius: {
57 |         lg: 'var(--radius)',
58 |         md: 'calc(var(--radius) - 2px)',
59 |         sm: 'calc(var(--radius) - 4px)',
60 |       },
61 |       keyframes: {
62 |         'accordion-down': {
63 |           from: {height: '0'},
64 |           to: {height: 'var(--radix-accordion-content-height)'},
65 |         },
66 |         'accordion-up': {
67 |           from: {height: 'var(--radix-accordion-content-height)'},
68 |           to: {height: '0'},
69 |         },
70 |       },
71 |       animation: {
72 |         'accordion-down': 'accordion-down 0.2s ease-out',
73 |         'accordion-up': 'accordion-up 0.2s ease-out',
74 |       },
75 |     },
76 |   },
77 |   plugins: [require('tailwindcss-animate')],
78 | } satisfies Config
79 | 
80 | export default config
81 | 


--------------------------------------------------------------------------------
/src/lib/store.ts:
--------------------------------------------------------------------------------
 1 | 'use client'
 2 | 
 3 | import {create} from 'zustand'
 4 | import {createJSONStorage, persist} from 'zustand/middleware'
 5 | 
 6 | type Creator = 'USER' | 'AI'
 7 | 
 8 | type Message = {
 9 |   id: string
10 |   text: string
11 |   createdAt: Date
12 |   creator: Creator
13 | }
14 | 
15 | type MessageState = {
16 |   messages: Message[]
17 |   setMessages: (creator: Creator, message: string) => void
18 |   clearMessages: () => void
19 | }
20 | 
21 | const generateRandomId = () => Math.random().toString(36).substring(2, 9)
22 | 
23 | export const useMessages = create(
24 |   persist<MessageState>(
25 |     (set, get: any) => ({
26 |       messages: get()?.messages || [],
27 |       clearMessages: () => {
28 |         return set({
29 |           messages: [],
30 |         })
31 |       },
32 |       setMessages: (creator: Creator, message: string) => {
33 |         return set(() => {
34 |           const storedMessages = get().messages
35 | 
36 |           const lastMessage = storedMessages[storedMessages.length - 1]
37 |           // if (!lastMessage) return storedMessages
38 | 
39 |           if (creator === 'AI' && lastMessage.creator === 'AI') {
40 |             return {
41 |               messages: [...storedMessages.slice(0, -1), {...lastMessage, text: message}],
42 |             }
43 |           }
44 | 
45 |           return {
46 |             messages: [
47 |               ...storedMessages,
48 |               {id: generateRandomId(), text: message, createdAt: new Date(), creator},
49 |             ],
50 |           }
51 |         })
52 |       },
53 |     }),
54 |     {
55 |       name: 'messages', // name of the item in the storage (must be unique)
56 |       storage: createJSONStorage(() => sessionStorage), // (optional) by default, 'localStorage' is used
57 |       skipHydration: true,
58 |     }
59 |   )
60 | )
61 | 
62 | type FileState = {
63 |   file: File | null
64 |   setFile: (file: File) => void
65 |   clear: () => void
66 | }
67 | 
68 | export const useFile = create(
69 |   persist<FileState>(
70 |     (set, get: any) => ({
71 |       file: get()?.file || null,
72 |       clear: () => {
73 |         return set({
74 |           file: null,
75 |         })
76 |       },
77 |       setFile: (file: FileState['file']) => {
78 |         return set(() => {
79 |           return {
80 |             file,
81 |           }
82 |         })
83 |       },
84 |     }),
85 |     {
86 |       name: 'file',
87 |       storage: createJSONStorage(() => sessionStorage),
88 |       skipHydration: true,
89 |     }
90 |   )
91 | )
92 | 


--------------------------------------------------------------------------------
/src/components/Chat/ChatInput.tsx:
--------------------------------------------------------------------------------
 1 | import {Loader, Send, X} from 'lucide-react'
 2 | import {ChangeEvent, useRef} from 'react'
 3 | 
 4 | import {cn} from '@/lib/utils'
 5 | 
 6 | import FileUpload from '../FileUpload'
 7 | import {Button} from '../ui/button'
 8 | import {Textarea} from '../ui/textarea'
 9 | 
10 | type Props = {
11 |   onFileSelected?: (event?: ChangeEvent<HTMLInputElement>) => void
12 |   file?: File | null
13 |   onChange: (
14 |     e: React.ChangeEvent<HTMLInputElement> | React.ChangeEvent<HTMLTextAreaElement>
15 |   ) => void
16 |   value: string
17 |   onSubmit: (e: React.FormEvent<HTMLFormElement>) => void
18 |   disabled?: boolean
19 |   isUploading?: boolean
20 | }
21 | 
22 | const ChatInput = ({
23 |   file,
24 |   onFileSelected,
25 |   onChange,
26 |   value,
27 |   onSubmit,
28 |   disabled,
29 |   isUploading,
30 | }: Props) => {
31 |   const formRef = useRef<HTMLFormElement>(null)
32 | 
33 |   return (
34 |     <form ref={formRef} onSubmit={onSubmit}>
35 |       {file && onFileSelected && (
36 |         <FileUpload.File
37 |           className="mb-2 flex flex-row items-center gap-2 px-2"
38 |           name={file.name}
39 |           onRemove={() => onFileSelected()}
40 |         />
41 |       )}
42 |       <div className="flex flex-row items-center gap-10">
43 |         <div className="flex flex-1 items-center gap-3">
44 |           <Textarea
45 |             className="flex max-h-[14rem] min-h-[2.5rem] flex-1"
46 |             placeholder="Type your message"
47 |             value={value}
48 |             autoFocus
49 |             rows={value.split(`\n`)?.length || 1}
50 |             onChange={onChange}
51 |             onKeyDown={(e) => {
52 |               if (e.key === 'Enter') {
53 |                 e.preventDefault()
54 | 
55 |                 if (e.shiftKey) onChange({target: {value: `${value}\n`}} as any)
56 |                 else formRef.current?.requestSubmit()
57 | 
58 |                 return
59 |               }
60 |             }}
61 |           />
62 |           {isUploading ? (
63 |             <Loader className="h-5 w-5 text-neutral-500" />
64 |           ) : (
65 |             <FileUpload id="file" onChange={onFileSelected} disabled={Boolean(file)} />
66 |           )}
67 |         </div>
68 |         <Button
69 |           className={cn('gap-2', disabled && 'bg-neutral-300')}
70 |           type="submit"
71 |           disabled={disabled || isUploading}>
72 |           Send <Send className="h-3 w-3" />
73 |         </Button>
74 |       </div>
75 |     </form>
76 |   )
77 | }
78 | 
79 | export default ChatInput
80 | 


--------------------------------------------------------------------------------
/flask/requirements.txt:
--------------------------------------------------------------------------------
  1 | aiohttp==3.9.3
  2 | aiosignal==1.3.1
  3 | annotated-types==0.6.0
  4 | anyio==4.3.0
  5 | asgiref==3.8.1
  6 | attrs==23.2.0
  7 | backoff==2.2.1
  8 | bcrypt==4.1.2
  9 | blinker==1.7.0
 10 | build==1.2.1
 11 | cachetools==5.3.3
 12 | certifi==2024.2.2
 13 | charset-normalizer==3.3.2
 14 | chroma-hnswlib==0.7.3
 15 | chromadb==0.4.24
 16 | click==8.1.7
 17 | coloredlogs==15.0.1
 18 | dataclasses-json==0.6.4
 19 | Deprecated==1.2.14
 20 | distro==1.9.0
 21 | fastapi==0.110.1
 22 | filelock==3.13.4
 23 | Flask==3.0.2
 24 | Flask-Cors==4.0.0
 25 | flatbuffers==24.3.25
 26 | frozenlist==1.4.1
 27 | fsspec==2024.3.1
 28 | google-auth==2.29.0
 29 | googleapis-common-protos==1.63.0
 30 | gpt4all==2.4.0
 31 | greenlet==3.0.3
 32 | grpcio==1.62.1
 33 | h11==0.14.0
 34 | httpcore==1.0.5
 35 | httptools==0.6.1
 36 | httpx==0.27.0
 37 | huggingface-hub==0.22.2
 38 | humanfriendly==10.0
 39 | idna==3.6
 40 | importlib-metadata==7.0.0
 41 | importlib_resources==6.4.0
 42 | itsdangerous==2.1.2
 43 | Jinja2==3.1.3
 44 | jsonpatch==1.33
 45 | jsonpointer==2.4
 46 | kubernetes==29.0.0
 47 | langchain==0.1.13
 48 | langchain-community==0.0.29
 49 | langchain-core==0.1.36
 50 | langchain-openai==0.1.1
 51 | langchain-text-splitters==0.0.1
 52 | langchainhub==0.1.15
 53 | langsmith==0.1.37
 54 | markdown-it-py==3.0.0
 55 | MarkupSafe==2.1.5
 56 | marshmallow==3.21.1
 57 | mdurl==0.1.2
 58 | mmh3==4.1.0
 59 | monotonic==1.6
 60 | mpmath==1.3.0
 61 | multidict==6.0.5
 62 | mypy-extensions==1.0.0
 63 | numpy==1.26.4
 64 | oauthlib==3.2.2
 65 | onnxruntime==1.17.0
 66 | openai==1.14.3
 67 | opentelemetry-api==1.24.0
 68 | opentelemetry-exporter-otlp-proto-common==1.24.0
 69 | opentelemetry-exporter-otlp-proto-grpc==1.24.0
 70 | opentelemetry-instrumentation==0.45b0
 71 | opentelemetry-instrumentation-asgi==0.45b0
 72 | opentelemetry-instrumentation-fastapi==0.45b0
 73 | opentelemetry-proto==1.24.0
 74 | opentelemetry-sdk==1.24.0
 75 | opentelemetry-semantic-conventions==0.45b0
 76 | opentelemetry-util-http==0.45b0
 77 | orjson==3.10.0
 78 | overrides==7.7.0
 79 | packaging==23.2
 80 | posthog==3.5.0
 81 | protobuf==4.25.3
 82 | pulsar-client==3.4.0
 83 | pyasn1==0.6.0
 84 | pyasn1_modules==0.4.0
 85 | pydantic==2.6.4
 86 | pydantic_core==2.16.3
 87 | Pygments==2.17.2
 88 | PyPika==0.48.9
 89 | pyproject_hooks==1.0.0
 90 | python-dateutil==2.9.0.post0
 91 | python-dotenv==1.0.0
 92 | PyYAML==6.0.1
 93 | regex==2023.12.25
 94 | requests==2.31.0
 95 | requests-oauthlib==2.0.0
 96 | rich==13.7.1
 97 | rsa==4.9
 98 | shellingham==1.5.4
 99 | six==1.16.0
100 | sniffio==1.3.1
101 | SQLAlchemy==2.0.29
102 | starlette==0.37.2
103 | sympy==1.12
104 | tenacity==8.2.3
105 | tiktoken==0.6.0
106 | tokenizers==0.15.2
107 | tqdm==4.66.2
108 | typer==0.12.3
109 | types-requests==2.31.0.20240311
110 | typing-inspect==0.9.0
111 | typing_extensions==4.10.0
112 | urllib3==2.2.1
113 | uvicorn==0.29.0
114 | watchfiles==0.21.0
115 | websocket-client==1.7.0
116 | websockets==12.0
117 | Werkzeug==3.0.1
118 | wrapt==1.16.0
119 | yarl==1.9.4
120 | zipp==3.18.1
121 | 


--------------------------------------------------------------------------------
/src/app/page.tsx:
--------------------------------------------------------------------------------
  1 | 'use client'
  2 | 
  3 | import {useCompletion} from 'ai/react'
  4 | import {Github, Trash} from 'lucide-react'
  5 | import Link from 'next/link'
  6 | import {ChangeEvent, FormEvent, useEffect, useState} from 'react'
  7 | 
  8 | import Chat from '@/components/Chat'
  9 | import {Button} from '@/components/ui/button'
 10 | import {Separator} from '@/components/ui/separator'
 11 | import {useFile, useMessages} from '@/lib/store'
 12 | 
 13 | async function uploadFile(file: File) {
 14 |   try {
 15 |     const data = new FormData()
 16 |     data.append('file', file)
 17 | 
 18 |     const response = await fetch('/api/embed', {
 19 |       method: 'POST',
 20 |       body: data,
 21 |     })
 22 | 
 23 |     if (response.ok) {
 24 |       console.log('Embedding successful!')
 25 |     } else {
 26 |       const errorResponse = await response.text()
 27 |       throw new Error(`Embedding failed: ${errorResponse}`)
 28 |     }
 29 |   } catch (error) {
 30 |     throw new Error(`Error during embedding: ${error}`)
 31 |   }
 32 | }
 33 | 
 34 | const Home = () => {
 35 |   const {messages, setMessages, clearMessages} = useMessages()
 36 |   const {file, setFile, clear: clearFile} = useFile()
 37 |   const [isUploading, setIsUploading] = useState(false)
 38 | 
 39 |   const handleFileSelected = async (event?: ChangeEvent<HTMLInputElement>) => {
 40 |     if (!event) return clearFile()
 41 |     setIsUploading(true)
 42 |     const {files} = event.currentTarget
 43 | 
 44 |     if (!files?.length) {
 45 |       return
 46 |     }
 47 | 
 48 |     const selectedFile = files[0]
 49 | 
 50 |     await uploadFile(selectedFile)
 51 | 
 52 |     setFile(selectedFile)
 53 |     setIsUploading(false)
 54 |     event.target.value = '' // clear input as we handle the file selection in state
 55 |   }
 56 | 
 57 |   const {input, setInput, handleInputChange, handleSubmit, completion, isLoading} = useCompletion({
 58 |     api: `/api/`,
 59 |     headers: {
 60 |       'Content-Type': 'application/json',
 61 |     },
 62 |   })
 63 | 
 64 |   const onSubmit = async (e: FormEvent<HTMLFormElement>) => {
 65 |     if (!input) {
 66 |       e.preventDefault()
 67 |       return
 68 |     }
 69 |     Promise.all([handleSubmit(e)])
 70 | 
 71 |     setMessages('USER', input)
 72 |     setInput('')
 73 |   }
 74 | 
 75 |   useEffect(() => {
 76 |     if (!completion || !isLoading) return
 77 |     setMessages('AI', completion)
 78 |   }, [setMessages, completion, isLoading])
 79 | 
 80 |   return (
 81 |     <div className="z-10 flex h-screen flex-col gap-5 p-5">
 82 |       <header className="flex items-center justify-between border-b px-6 py-3">
 83 |         <h1 className="text-xl font-bold">Chat App</h1>
 84 |         <div className="flex items-center gap-3">
 85 |           <Link href="https://github.com/soutot" passHref={true}>
 86 |             <Button variant="outline">
 87 |               <Github className="mr-2 h-4 w-4" />
 88 |               Github
 89 |             </Button>
 90 |           </Link>
 91 |         </div>
 92 |       </header>
 93 |       <Chat messages={messages} />
 94 |       <Separator />
 95 |       <Chat.Input
 96 |         onChange={handleInputChange}
 97 |         value={input}
 98 |         onSubmit={onSubmit}
 99 |         disabled={isLoading}
100 |         onFileSelected={handleFileSelected}
101 |         file={file}
102 |         isUploading={isUploading}
103 |       />
104 |       <div
105 |         className="flex cursor-pointer items-center gap-2 text-xs text-red-500"
106 |         onClick={clearMessages}>
107 |         <Trash className="h-4 w-4" /> Clear Chat
108 |       </div>
109 |     </div>
110 |   )
111 | }
112 | 
113 | export default Home
114 | 


--------------------------------------------------------------------------------
/flask/app.py:
--------------------------------------------------------------------------------
  1 | from flask import Flask, jsonify
  2 | from flask_cors import CORS
  3 | from dotenv import load_dotenv
  4 | 
  5 | app = Flask(__name__)
  6 | CORS(app)
  7 | load_dotenv()
  8 | 
  9 | @app.route('/', methods=['GET'])
 10 | def index():
 11 |     return jsonify({"message": 'Flask server is running'})
 12 | 
 13 | import queue
 14 | q = queue.Queue()
 15 | stop_item = "###finish###"
 16 | 
 17 | from langchain.callbacks.streaming_stdout import StreamingStdOutCallbackHandler
 18 | import sys
 19 | class StreamingStdOutCallbackHandlerYield(StreamingStdOutCallbackHandler):
 20 |     def on_llm_start(
 21 |         self, serialized, prompts, **kwargs
 22 |     ) -> None:
 23 |         """Run when LLM starts running."""
 24 |         with q.mutex:
 25 |             q.queue.clear()
 26 | 
 27 |     def on_llm_new_token(self, token, **kwargs) -> None:
 28 |         """Run on new LLM token. Only available when streaming is enabled."""
 29 |         sys.stdout.write(token)
 30 |         sys.stdout.flush()
 31 |         q.put(token)
 32 | 
 33 |     def on_llm_end(self, response, **kwargs) -> None:
 34 |         """Run when LLM ends running."""
 35 |         q.put(stop_item)
 36 | 
 37 | from flask import request, Response, stream_with_context
 38 | from langchain_community.chat_models import ChatOpenAI
 39 | import os
 40 | from langchain_community.vectorstores import Chroma
 41 | from langchain_community.embeddings import GPT4AllEmbeddings
 42 | from langchain_core.prompts import ChatPromptTemplate
 43 | from langchain.chains import ConversationalRetrievalChain
 44 | @app.route('/', methods=['POST'])
 45 | def send_prompt():
 46 |     data = request.get_json()
 47 |     prompt = data['prompt']
 48 |     
 49 |     llm = ChatOpenAI(
 50 |     temperature=0,
 51 |     openai_api_key=os.getenv('OPENAI_API_KEY'),
 52 |     model='gpt-3.5-turbo',
 53 |     streaming=True,
 54 |     callbacks=[StreamingStdOutCallbackHandlerYield()]
 55 |     )
 56 | 
 57 |     DB_PATH = "vectorstores/db/"
 58 | 
 59 |     vectorstore = Chroma(persist_directory=DB_PATH, embedding_function=GPT4AllEmbeddings())
 60 | 
 61 |     chain = ConversationalRetrievalChain.from_llm(
 62 |         llm,
 63 |         retriever=vectorstore.as_retriever(),
 64 |         condense_question_llm=llm,
 65 |         return_source_documents=True,
 66 |         chain_type="stuff",
 67 |         get_chat_history=lambda h : h
 68 |     )
 69 | 
 70 |     PROMPT_TEMPLATE = """You are a good assistant that answers questions. Your knowledge is strictly limited to the following piece of context. Use it to answer the question at the end.
 71 |     If the answer can't be found in the context, just say you don't know. *DO NOT* try to make up an answer.
 72 |     If the question is not related to the context, politely respond that you are tuned to only answer questions that are related to the context.
 73 |     Give a response in the same language as the question.
 74 |     
 75 |     Context: {context}
 76 |     """
 77 |     system_prompt = ChatPromptTemplate.from_template(PROMPT_TEMPLATE)
 78 | 
 79 |     chain.combine_docs_chain.llm_chain.prompt.messages[0] = system_prompt
 80 | 
 81 |     ai_response = chain({"question": prompt, 'chat_history': ''})
 82 |     
 83 |     return Response(stream_with_context(ai_response['answer']))
 84 | 
 85 | from langchain.text_splitter import RecursiveCharacterTextSplitter
 86 | from langchain_community.embeddings import GPT4AllEmbeddings
 87 | from langchain.document_loaders import TextLoader, DirectoryLoader
 88 | data = []
 89 | txt_loader = DirectoryLoader(
 90 |         "txtdata", glob="**/*.txt", loader_cls=TextLoader, show_progress=True
 91 |     )
 92 | data.extend(txt_loader.load())
 93 | text_splitter = RecursiveCharacterTextSplitter(
 94 |     chunk_size=1000,
 95 |     chunk_overlap=100,
 96 |     separators=[
 97 |     "\n\n",
 98 |     "\n",
 99 |     ]
100 | )
101 | texts=text_splitter.split_documents(data)
102 | DB_PATH = "vectorstores/db/"
103 | vectorstore = Chroma.from_documents(documents=texts, embedding=GPT4AllEmbeddings(), persist_directory=DB_PATH)      
104 | vectorstore.persist()        
105 | if __name__ == "__main__":
106 |     app.run(debug=False, host='127.0.0.1', port=5328)


--------------------------------------------------------------------------------
/src/components/Message/MessageBalloon.tsx:
--------------------------------------------------------------------------------
  1 | 'use client'
  2 | 
  3 | import {Copy, Check, Download} from 'lucide-react'
  4 | import {Children, memo, useState} from 'react'
  5 | import Markdown from 'react-markdown'
  6 | import rehypeHighlight from 'rehype-highlight'
  7 | 
  8 | import {Label} from '@/components/ui/label'
  9 | import {CodeBlockChild, cn, extractTextFromCodeBlock, formatDate, parseMimeType} from '@/lib/utils'
 10 | 
 11 | type MessageBalloonProps = {
 12 |   sender: string
 13 |   message: string
 14 |   date: Date
 15 | }
 16 | 
 17 | function CopyButton({content}: {content: React.ReactNode}) {
 18 |   const [copyOk, setCopyOk] = useState(false)
 19 | 
 20 |   const handleCopyClick = () => {
 21 |     const codeText = Children.toArray(content)
 22 |       .map((child: any) => extractTextFromCodeBlock(child))
 23 |       .join('')
 24 | 
 25 |     navigator.clipboard.writeText(codeText)
 26 |     setCopyOk(true)
 27 |     setTimeout(() => {
 28 |       setCopyOk(false)
 29 |     }, 1500)
 30 |   }
 31 | 
 32 |   return (
 33 |     <>
 34 |       {copyOk ? (
 35 |         <div className="flex items-center gap-1 text-sm">
 36 |           Copied! <Check size={15} className="text-emerald-500" />
 37 |         </div>
 38 |       ) : (
 39 |         <div
 40 |           className="flex cursor-pointer items-center gap-1 text-sm hover:opacity-70"
 41 |           onClick={handleCopyClick}
 42 |         >
 43 |           Copy <Copy size={15} />
 44 |         </div>
 45 |       )}
 46 |     </>
 47 |   )
 48 | }
 49 | 
 50 | function DownloadButton({mimeType, content}: {mimeType: string; content: React.ReactNode}) {
 51 |   const [download, setDownloadOk] = useState(false)
 52 | 
 53 |   const handleDownloadClick = () => {
 54 |     const codeText = Children.toArray(content)
 55 |       .map((child: any) => extractTextFromCodeBlock(child))
 56 |       .join('')
 57 | 
 58 |     const blob = new Blob([codeText], {type: 'text/plain;charset=utf-8'})
 59 |     const link = document.createElement('a')
 60 |     link.href = URL.createObjectURL(blob)
 61 |     link.download = `code.${mimeType}`
 62 |     link.click()
 63 |     URL.revokeObjectURL(link.href)
 64 | 
 65 |     setDownloadOk(true)
 66 |     setTimeout(() => {
 67 |       setDownloadOk(false)
 68 |     }, 1500)
 69 |   }
 70 | 
 71 |   return (
 72 |     <>
 73 |       {download ? (
 74 |         <div className="flex items-center gap-1 text-sm">
 75 |           Downloaded! <Check size={15} className="text-emerald-500" />
 76 |         </div>
 77 |       ) : (
 78 |         <div
 79 |           className="flex cursor-pointer items-center gap-1 text-sm hover:opacity-70"
 80 |           onClick={handleDownloadClick}
 81 |         >
 82 |           Download <Download size={15} />
 83 |         </div>
 84 |       )}
 85 |     </>
 86 |   )
 87 | }
 88 | 
 89 | function CodeBlockHeader({mimeType, children}: {mimeType: string; children: CodeBlockChild}) {
 90 |   const parsedMimeType = parseMimeType(mimeType)
 91 | 
 92 |   return (
 93 |     <div className="flex justify-between bg-zinc-900 px-4 py-2">
 94 |       <div className="flex cursor-pointer items-center text-sm">{parsedMimeType}</div>
 95 |       <div className="flex justify-end gap-4">
 96 |         <CopyButton content={children.props.children} />
 97 |         <DownloadButton content={children.props.children} mimeType={mimeType} />
 98 |       </div>
 99 |     </div>
100 |   )
101 | }
102 | 
103 | function getMimeTypeFromClassName(className: string) {
104 |   const mimeType = className.split('language-')[1]
105 |   return mimeType || 'txt'
106 | }
107 | 
108 | const Pre = ({children}: any) => {
109 |   const mimeType = getMimeTypeFromClassName(children.props.className)
110 | 
111 |   return (
112 |     <pre className="my-3 w-[85vw]">
113 |       <CodeBlockHeader mimeType={mimeType}>{children}</CodeBlockHeader>
114 |       {children}
115 |     </pre>
116 |   )
117 | }
118 | 
119 | const BlockQuote = ({children, ...props}: any) => {
120 |   return (
121 |     <blockquote {...props} className="my-2 border-l-2 border-neutral-600 bg-neutral-800 p-2">
122 |       {children}
123 |     </blockquote>
124 |   )
125 | }
126 | 
127 | const MessageBalloon = ({sender, message, date}: MessageBalloonProps) => {
128 |   return (
129 |     <div
130 |       className={cn(
131 |         'flex max-w-[87vw] flex-col gap-2 rounded-md p-4',
132 |         sender === 'USER' && ' bg-slate-500 dark:bg-slate-800',
133 |         sender === 'AI' && ' bg-slate-400 dark:bg-slate-600'
134 |       )}
135 |     >
136 |       <Label className="text-xs font-semibold text-white">
137 |         {sender === 'AI' ? 'AI Bot' : 'Me'}
138 |         {formatDate(date)}
139 |       </Label>
140 |       <Label className="text-base text-white">
141 |         <Markdown
142 |           components={{
143 |             pre: ({node, ...props}) => <Pre {...props} />,
144 |             blockquote: ({node, ...props}) => <BlockQuote {...props} />,
145 |           }}
146 |           rehypePlugins={[() => rehypeHighlight({detect: true})]}
147 |         >
148 |           {message}
149 |         </Markdown>
150 |       </Label>
151 |     </div>
152 |   )
153 | }
154 | 
155 | export default memo(MessageBalloon)
156 | 


--------------------------------------------------------------------------------
/flask/txtdata/gyber_pitch_deck.txt:
--------------------------------------------------------------------------------
  1 | wy
  2 | rs,
  3 | eth
  4 | THE ERA OF THE CYBERSOCIUM
  5 | Introduction
  6 | Gybernaty is a community of cutting-
  7 | edge enthusiasts and developers
  8 | committed to creating innovative
  9 | technological solutions. We join forces
 10 | to realize ambitious projects, explore
 11 | state-of-the-art technologies and
 12 | achieve new discoveries together. Join
 13 | us to shape the future of the IT industry
 14 | and realize the most ambitious ideas
 15 | together
 16 | Gybernaty Community
 17 | Overview
 18 | Gybernaty is an open community where
 19 | ideas turn into reality. Here you will find
 20 | like-minded people ready to help you
 21 | realize your projects and unlock your
 22 | potential. We are an association of
 23 | people who are passionate about
 24 | technology and strive for new
 25 | discoveries. Our platform offers
 26 | opportunities for research, development
 27 | and exchange of experience in various
 28 | areas of the IT industry. Join our
 29 | movement and be part of a big change
 30 | by sharing your ideas and successes.
 31 | Problem Statement
 32 | Many people today have difficulty
 33 | accessing basic services because of
 34 | outdated systems and limited resources.
 35 | Health care is often expensive and
 36 | inaccessible, especially for people in
 37 | rural areas or developing countries.
 38 | Traditional models of education ignore
 39 | individual needs, leading to frustration
 40 | and lack of skills. Resources are often
 41 | allocated inefficiently, perpetuating
 42 | inequalities and excluding marginalized
 43 | communities.
 44 | AiC Division (Artificial
 45 | Intelligence and Blockchain
 46 | Community)
 47 | The AiC project is a revolutionary fusion
 48 | of artificial intelligence and blockchain
 49 | technology. We aim to create an open
 50 | community for the development and use
 51 | of AI models in a blockchain
 52 | environment. The use of DAO contracts
 53 | provides transparency and openness in
 54 | the development and use of these
 55 | models. AiC is driving progress in areas
 56 | such as medicine, finance,
 57 | transportation, and many others by
 58 | offering minimal costs and improved
 59 | security and transparency of processes.
 60 | Gyber Experiment and
 61 | Macroeconomic Dao
 62 | Gyber Experiment is an initiative that
 63 | combines cryptography, computer
 64 | science, sociology and economics to
 65 | create a cyber social corporation.
 66 | Experiment is based on the Gyber Social
 67 | Platform, a social network managed by
 68 | users through a decentralized
 69 | autonomous organization (DAO). This
 70 | platform not only provides basic social
 71 | network functions, but also emphasizes
 72 | data security by offering multiple layers
 73 | of data protection, including client-side
 74 | or server-side encryption.
 75 | Deseo
 76 | Developing a technology
 77 | architecture and data
 78 | security system
 79 | We are in the process of designing and
 80 | developing the Gyber platform, which
 81 | will feature an open and scalable
 82 | architecture. We plan to implement
 83 | innovative data security techniques,
 84 | including multiple layers of encryption
 85 | on both the client and server side to
 86 | maximize privacy and security of
 87 | information in the future.
 88 | Gyber ecosystem: DAO,
 89 | Tokenomics and participant
 90 | interaction
 91 | DAOs (decentralized autonomous
 92 | organizations), tokenomics and
 93 | participant interaction play a key role in
 94 | the Gyber ecosystem. DAOs provide
 95 | transparent and democratic
 96 | governance, tokenomics defines the
 97 | economic structure and motivation, and
 98 | participant interactions facilitate
 99 | collaboration and knowledge sharing.
100 | This complex network of interactions
101 | forms the basis for efficient operation
102 | and community growth.
103 | inis us ecturicon
104 | Don
105 | Ongorion
106 | Bertrdiongotestiors
107 | orteTULCemainlDet
108 | Conclusion: 'The most
109 | ambitious project of a
110 | generation, the Cybersocial
111 | Economy'
112 | The Gyber project is a symbol of
113 | ambitious aspirations and sweeping
114 | vision. We aim to create a cybersocial
115 | economy that will lead to a new era of
116 | interaction between technology and
117 | society. This project opens the door to
118 | global innovation and promises to
119 | radically change our vision of a future
120 | where technology and social well-being
121 | go hand in hand.
122 | Global integration of
123 | Gybernaty funds
124 | Functions as a bridge between
125 | decentralized finance and society.
126 | Provides deep integration with the real
127 | sector of finance and economy.
128 | Regional presence:
129 | Africa: Promotes development and
130 | access to finance.
131 | Europe: Promotes innovation in
132 | technology and sustainable
133 | development.
134 | Asia: Strengthening economic
135 | dynamism and technological
136 | advancement.
137 | Americas: Supporting entrepreneurship
138 | and integrating new financial models.
139 | Integration and synergy:
140 | All regional funds are interconnected,
141 | creating a network for sharing resources
142 | and knowledge.
143 | Facilitate global cooperation and
144 | collaboration across regions.
145 | Objectives and impact:
146 | Stimulate economic growth and social
147 | development globally.
148 | Reduce inequalities and improve access
149 | to key resources.
150 | Conclusion:
151 | Gybernaty is committed to creating an
152 | interconnected, innovative and
153 | equitable global economy. Our mission
154 | is to use cutting-edge technology to
155 | create a sustainable future that is
156 | accessible to everyone, anywhere in the
157 | world.
158 | Sfo
159 | LII Cilician
160 | Founder,Architector and CEO
161 | of GyberExperiment and
162 | GybernatyCommunity
163 | Pavel
164 | Anisimov
165 | Head Designer
166 | Wisdom
167 | Forbes
168 | CMO, Community
169 | Lead Manager
170 | Queen Meries
171 | PR and Community
172 | Manager
173 | Artem Smirnov
174 | Architector,
175 | Lead Frontend Developer
176 | Ch
177 | Karina
178 | Bogdan
179 | Yanyshevskaya Yusupdzhanov
180 | Lead-dev of AiC
181 | DevOps Engineer
182 | division, Al-engineer
183 | Young Charles
184 | Media Manager
185 | Miracle
186 | Obiekwe
187 | Project Manager
188 | Nikita
189 | Juravski
190 | Backend Lead
191 | Developer
192 | The implementation ofthe idea is only a matter of its relevance
193 | Contact us
194 | Gyber.org
195 | 


--------------------------------------------------------------------------------
/flask/txtdata/gyber_white_paper_v2.txt:
--------------------------------------------------------------------------------
  1 | White Paper of
  2 | GybernatyCommunity
  3 | 
  4 | Table of Contents
  5 | Chapter 1: Introduction
  6 | 1.1 Gybernaty Community Review
  7 | 1.2 Historical Context and Inspiration Gybernaty Community
  8 | 1.3 Philosophy and Values Gybernaty Community 1.4 Goals and Mission of
  9 | the Gyber Experiment
 10 | 1.5 Description Gyber Experiment
 11 | 1.6 Link to Global Goals and Needs
 12 | Chapter 2: The Gyber Experiment's Technological Basis
 13 | 2.1 Analyzing Blockchain Technologies: Re-engineering Digital Trust
 14 | 2.2 Artificial Intelligence: A Bridge between Data and Decisions
 15 | 2.3 Synergy of Innovation: Combining Blockchain and AI for Revolutionary
 16 | Solutions
 17 | 2.4 Integration of Technologies into Social and Economic Structures
 18 | 2.5 Development of Sustainable Economic Models
 19 | 2.6 Forecasting Future Development and Influencing Global Trends
 20 | 2.7 Rethinking Global Economic Paradigms through Decentralization
 21 | 2.8 Expanding Economic Opportunities through Innovation Platforms
 22 | 2.9 Reforming the Economic Structure for Sustainable Development
 23 | 2.10 Transforming Global Financial Ecosystems through Technological
 24 | Innovation
 25 | 2.11 Accelerating Socio-Economic Development through Inclusive Financial
 26 | Systems
 27 | 2.12 Developing Adaptive Economic Models in Response to Global
 28 | Challenges
 29 | Chapter 3: Developing and Implementing Projects in the Gybernaty
 30 | Community
 31 | 3.1 Project Development Structure and Mechanisms
 32 | 3.2 Integration of Participants into Development Processes 3.3 Development
 33 | of Innovative Solutions and Products
 34 | 3.4 Supporting and Developing Talent in the Community 3.5 Facilitating
 35 | Innovation through Open Collaboration
 36 | 3.6 Social Entrepreneurship and Sustainable Development 3.7 Technological
 37 | Adaptation and Global Impacts
 38 | 3.8 Mentorship and Community Leadership
 39 | 3.9 Internal structure of the Gybernaty Community
 40 | 3.10 Sustainability Principles at the Core of Innovation 3.11 Social
 41 | 
 42 | Responsibility and Innovative Impact
 43 | 3.12 Engagement with the Global Community
 44 | 3.13 Education and Training as Drivers of Social Change
 45 | Chapter 4: Influence of the Pre-Soviet Community on the Development
 46 | of Global Socio-Economic Processes of Processes
 47 | 4.1 Impact Measurement and Assessment
 48 | 4.2 Strengthening Economic Parity through Innovation
 49 | 4.3 Development of Technologies for Social Good
 50 | 4.4 Inclusion and Accessibility in Education
 51 | 4.5 Integrating Sustainable Practices into Business Models
 52 | Chapter 5: Technology Integration and Impact on Global Development in
 53 | the Gybernaty Community
 54 | 5.1 Advanced technology as a driver of global change
 55 | 5.2 Integration of technologies into various spheres of life 5.3 Promoting
 56 | global technological development
 57 | 5.4 Training and development of technological skills
 58 | 5.5 Assessing the impact of technology on society
 59 | Chapter 6: Global Strategies and Partnerships in Gybernaty Community
 60 | 6.1 Development of International Partnerships
 61 | 6.2 Strategic Planning and Influence
 62 | 6.3 Strengthening International Technology Exchange 6.4 Promoting Global
 63 | Initiatives
 64 | Chapter 7: The Future of Gybernaty: An Analytical and Progressive View
 65 | 7.1 Deep Analysis and Forecasting of Technological and Social Trends:
 66 | Methods and Approaches
 67 | 7.2 Quantitative Research and Financial Forecasting
 68 | 7.3 Global Strategies for Adapting to Change
 69 | 7.4 Innovations and Creative Solutions in Community Development
 70 | Chapter 8: GyberExperiment Tokenomics
 71 | Chapter 9: Gybernaty Financial Forecasts: An Expanded View
 72 | 
 73 | Chapter 1: Introduction
 74 | Gybernaty Community Review
 75 | Gybernaty Community is a cutting-edge and ambitious community dedicated
 76 | to integrating advanced technologies into social and economic processes.
 77 | Created to bring together professionals and enthusiasts in the fields of
 78 | technology, artificial intelligence and blockchain, the community aims to
 79 | revolutionize corporate development and technological interaction. Gybernaty
 80 | is a platform for the exchange of ideas and experience, where technological
 81 | innovation meets the creative potential of each participant, creating a
 82 | favorable environment for the implementation of breakthrough projects.
 83 | Historical Context and Inspiration RI Gybernaty Community
 84 | The Gybernaty Community was inspired by the accelerated development of
 85 | information technology and its global impact on society. The history of
 86 | computer science and blockchain technologies and their transformative
 87 | potential catalyzed the creation of this unique community. Building on
 88 | historical precedents where technology has overturned familiar paradigms,
 89 | the community seeks to continue this tradition of innovation and progress.
 90 | Philosophy and Values RI Gybernaty Community
 91 | The Gybernaty Community is based on the values of innovation, open
 92 | collaboration and transparency. The community encourages a culture of
 93 | experimentation and creativity in solving complex problems. Collaboration
 94 | and knowledge sharing are key elements that enable each participant to
 95 | contribute and grow with the community.
 96 | Goals and Mission of the Gyber Experiment
 97 | The Gybernaty Community's central project, Gyber Experiment, is a unique
 98 | attempt to integrate artificial intelligence and blockchain technologies to
 99 | 
100 | create a new generation of socio-economic systems. The project aims to
101 | create decentralized, transparent and efficient mechanisms for global
102 | initiatives that can lead to significant social and economic change.
103 | Description Gyber Experiment
104 | Gyber Experiment integrates modern technological advances to realize
105 | ambitious projects. Open and scalable architecture, extensive use of
106 | blockchain platforms, and the application of modern programming tools and
107 | artificial intelligence are the foundation of the project. Deeply implemented
108 | DAO (Decentralized Autonomous Organizations) principles ensure
109 | transparent management and operation.
110 | Link to Global Goals and Needs
111 | Gybernaty Community and Gyber Experiment actively respond to global
112 | challenges such as sustainable development, social responsibility and
113 | technological progress. The projects implemented within this community are
114 | designed not only to bring innovation to the technology sector, but also to
115 | have a positive impact on society as a whole, contributing to the development
116 | of a more just and sustainable world.
117 | 
118 | Chapter 2: The Gyber Experiment's Technological Basis
119 | Analyzing Blockchain Technologies: Re-engineering the Digital Proxy
120 | At Gyber Experiment, blockchain is not just a technological innovation, but a
121 | cornerstone of the new era of the digital economy. This technology, which
122 | goes beyond traditional databases, provides a secure and timeless structure
123 | for storing and processing information. Blockchain at Gyber Experiment
124 | serves not only as a means to ensure transaction transparency, but also as
125 | foundation for building decentralized governance systems. With its unique
126 | distributed ledger concept, blockchain ensures the immutability and
127 | verifiability of every transaction, creating a secure foundation for social and
128 | economic interactions in the Gyber Experiment.
129 | Thanks to blockchain, Gyber Experiment offers a new approach to
130 | decentralizing power and governance, where every participant has equal
131 | rights and opportunities to influence decision-making. This democratizes
132 | processes within the ecosystem, allowing users to not only participate in the
133 | development and management of projects, but also contribute to changing
134 | the rules and parameters of the system through DAO mechanisms.
135 | Artificial Intelligence: A Bridge between Data and Decisions
136 | Artificial Intelligence at Gyber Experiment acts as a bridge that connects vast
137 | data sets with efficient and innovative solutions. The use of AI ranges from
138 | data analysis to automating complex processes, from predicting market
139 | trends to developing personalized approaches to learning and development.
140 | At Gyber Experiment, AI is not just an information processing tool, but an
141 | active participant in the decision- making process, capable of adaptation and
142 | self-learning.
143 | Machine learning algorithms and neural networks are used to identify patterns
144 | and trends in large amounts of data to predict future events and trends and
145 | optimize processes within the ecosystem. AI at Gyber Experiment also plays
146 | 
147 | a role in improving user interaction with the system by providing intuitive and
148 | efficient tools for management and analysis.
149 | Synergy of Innovation: Combining Blockchain and AI for Revolutionary
150 | Solutions
151 | Gyber Experiment is rethinking the traditional use of blockchain and AI,
152 | offering a groundbreaking synergy of these technologies to create
153 | cutting-edge solutions. Integrating the reliability and transparency of
154 | blockchain with the analytical power and adaptability of AI opens new
155 | horizons for the development of smart, autonomous systems. These systems
156 | can not only optimize their own processes and make decisions in real time,
157 | but also adapt to changing conditions and user needs, which is a key factor in
158 | achieving sustainable and efficient development goals.
159 | Integration of Technologies into Social and Economic Structures
160 | The Gyber Experiment focuses heavily on integrating blockchain and AI into
161 | existing social and economic structures. This not only maximizes the
162 | efficiency and transparency of economic transactions, but also opens up new
163 | opportunities for social innovation. Examples include the development of
164 | decentralized voting platforms, public resource management systems, and
165 | the creation of efficient mechanisms for collective decision-making. These
166 | innovations promote social justice and equity by ensuring that everyone in the
167 | community has the opportunity to actively participate in shaping public life.
168 | Development of Sustainable Economic Models
169 | Gyber Experiment is committed to developing sustainable economic models
170 | that can adapt to the changing conditions and needs of the global economy.
171 | The use of blockchain and AI to create transparent and efficient financial
172 | instruments, such as DeFi (decentralized finance), enables greater access to
173 | financial resources and promotes an inclusive economy. These models also
174 | help reduce operational risks and improve risk management, making financial
175 | systems more resilient and robust.
176 | Forecasting Future Development and Influencing Global Trends
177 | Gyber Experiment actively explores how technological innovations can affect
178 | the future development of the global economy and society. By analyzing
179 | current trends and predicting future changes, the project seeks to find new
180 | ways to address global challenges such as economic inequality, climate
181 | change, and access to quality education. Gyber Experiment uses technology
182 | not only as tools to achieve short-term goals, but also as means to shape a
183 | more equitable and sustainable future.
184 | 
185 | Rethinking Global Economic Paradigms through Decentralisation
186 | In the context of the Gyber Experiment, the decentralisation of economics
187 | and finance is moving beyond the mundane to become a catalyst in
188 | reshaping global economic systems. Blockchain technology and the
189 | application of artificial intelligence to economic models are translating
190 | abstract concepts of accessibility and transparency into concrete
191 | mechanisms for sustainable development. This transformation paves the way
192 | for an economy where decentralised structures provide equal access to
193 | resources and opportunities, thereby removing traditional barriers and
194 | strengthening economic democracy.
195 | Expanding Economic Opportunities through Innovation Platforms
196 | In the era of the Gyber Experiment, the decentralization of finance is
197 | transforming traditional ideas about the availability of capital.
198 | Blockchain-centric platforms provide the tools to democratize financial
199 | services, opening the gates to a world of investment and lending unavailable
200 | in conventional banking systems to users around the world. This approach is
201 | radically changing the landscape of economic opportunity, removing barriers
202 | and fostering global entrepreneurship and innovation.
203 | Reforming the Economic Structure for Sustainable Development
204 | The Gyber Experiment embodies a vision in which economic decentralization
205 | becomes the basis for creating more balanced and sustainable economic
206 | systems.
207 | The application of blockchain and AI in the economic sphere contributes to
208 | models that focus on long-term sustainable development, respond to the
209 | challenges of our time, and help reduce social and economic inequality. This
210 | represents a step towards an economy where technological innovation serves
211 | not only economic growth but also social well-being on a global level.
212 | Transforming Global Financial Ecosystems through Technological
213 | Innovation
214 | Gyber Experiment aims to transform global financial systems by emphasizing
215 | the potential of blockchain and AI technologies as drivers of meaningful
216 | change. These technologies are not just modifying existing financial
217 | instruments, but are also generating new patterns of interaction, opening the
218 | door to innovative economic practices. The use of blockchain in financial
219 | transactions provides unparalleled transparency and security, while AI
220 | algorithms can predict market trends and optimize investment strategies.
221 | Together, these technologies create the conditions for more efficient and
222 | 
223 | accessible global financial circulation.
224 | Accelerating Socio-Economic Development through Inclusive Financial
225 | Systems
226 | Gyber Experiment recognizes the importance of building inclusive financial
227 | systems as key to accelerating social and economic development. The
228 | development of decentralized financial platforms and instruments provides
229 | equal opportunities for all segments of the population, including underserved
230 | and marginalized groups, to access capital. This helps to reduce economic
231 | inequality and stimulates the growth of entrepreneurship and innovation at the
232 | global level, providing tools to realize the creative and economic potential of
233 | every individual.
234 | Developing Adaptive Economic Models in Response to Global
235 | Challenges
236 | Gyber Experiment recognizes that global economic challenges require
237 | flexible and adaptive solutions. Blockchain and AI provide unique tools to
238 | develop such models that can quickly adapt to changing conditions and offer
239 | effective solutions to complex problems. This includes developing sustainable
240 | financial models that can mitigate economic crises and creating mechanisms
241 | that promote a more equitable distribution of resources and opportunities.
242 | Gyber Experiment is a breakthrough endeavor that intertwines advanced
243 | technology with profound social and economic transformation. The
244 | development and implementation of blockchain technology and artificial
245 | intelligence in the Gyber ecosystem reflects the desire for a dynamic, open
246 | and equitable world where every individual has the power to influence the
247 | economic future.
248 | Decentralization of finance is presented not just as an alternative system, but
249 | as a fundamental principle to foster equity and innovative growth. The
250 | adoption of DeFi and other blockchain solutions fosters a sustainable and
251 | accessible economic environment where every participant can find its own
252 | path to prosperity.
253 | Creating adaptive and flexible economic models that are resilient to external
254 | shocks and capable of self-organization in response to global challenges
255 | becomes the most important task in Gyber Experiment. These models are
256 | aimed at eliminating economic imbalances and ensuring an even distribution
257 | of wealth and resources.
258 | Gyber Experiment calls for a deep reflection on the future of the global
259 | 
260 | economy, exploring how technological innovation can inform the shaping of a
261 | fairer one, a transparent and sustainable economic system that recognizes
262 | and supports the diversity and potential of each of its members.
263 | 
264 | Chapter 3: Developing and Implementing Projects in the
265 | Gybernaty Community
266 | Project Development Structure and Mechanisms
267 | Gybernaty Community opens up horizons for creativity and innovation for its
268 | members, providing a platform where everyone can contribute to the
269 | evolution of an idea from inception to a full-fledged project. The project
270 | development structure at Gybernaty aims for flexibility and integration,
271 | facilitating collaborative work and the seamless exchange of knowledge and
272 | ideas. Every member of the community can be a change agent, and
273 | teamwork and an open learning culture accelerate the process from idea to
274 | realization.
275 | Integration of Participants into Development Processes
276 | The active participation of community members in Gybernaty's life and
277 | development processes determines the trajectory of projects.
278 | 
279 | Collaboration is a catalyst for the interaction of diverse skills and experiences,
280 | resulting in teams capable of solving complex problems and implementing
281 | large-scale projects.
282 | Development of Innovative Solutions and Products
283 | The main mission of Gybernaty Community is to contribute to the
284 | development of innovative solutions with significant social and economic
285 | potential. Research and development in the areas of artificial intelligence,
286 | blockchain technology, sustainable development and other key areas of
287 | science and technology underpin the creation of products and services that
288 | improve the quality of life and contribute to long-term progress.
289 | 
290 | Supporting and Developing Talent in the Community
291 | Talent development at Gybernaty Community is realized through the creation
292 | of an environment where each participant can discover and develop his or her
293 | abilities. The provision of educational resources, tools for growth and support
294 | from the community create conditions for continuous professional and
295 | personal development. Training, mentorship and access to resources
296 | facilitate the realization of innovative projects, making Gybernaty an optimal
297 | environment for the growth of innovators and entrepreneurs.
298 | Facilitating Innovation through Open Collaboration
299 | Gybernaty Community recognizes that true innovation often occurs at the
300 | intersection of different disciplines and cultures. It therefore values open
301 | collaboration, where participants from around the world can meet to discuss,
302 | develop and implement ideas that can change the world. The variety of
303 | projects ranges from local initiatives to global endeavors, each with the
304 | potential to bring about positive changes in society and the economy.
305 | Social Entrepreneurship and Sustainable Development
306 | The opportunity for each participant to contribute to social entrepreneurship is
307 | one of the key features of Gybernaty Community. The ecosystem supports
308 | the development of projects that not only bring economic benefits, but also
309 | promote sustainable development, environmental care and social
310 | responsibility. This creates an environment where business goals are
311 | harmonized with the values and priorities of the public good.
312 | Technological Adaptation and Global Impacts
313 | Gybernaty Community recognizes the importance of adapting to the
314 | ever-changing technological landscape. Community members actively
315 | explore how new technologies can be applied to solve global challenges.
316 | From sustainable energy to a digital education platform, Gybernaty's projects
317 | aim to utilize technological innovation to create scalable and lasting impact on
318 | the global economy and society.
319 | Mentorship and Community Leadership
320 | Gybernaty emphasizes mentorship and leadership development among
321 | participants. Experienced professionals and industry experts share their
322 | knowledge and skills to help new participants find their way in the world of
323 | innovation.
324 | Community leadership isn't just about power or control - it's about inspiring
325 | 
326 | and supporting others in their pursuit of excellence and the realization of their
327 | ideas.
328 | Internal structure of the Gybernaty Community
329 | Gybernaty Community is distinguished by having clearly differentiated
330 | specialists, each of whom plays a unique role in the creation and
331 | development of projects. This division helps to optimize the development
332 | process and ensures effective interaction within the community.
333 | Theoretical Leaders: Visionaries of Innovation
334 | The Theoretical Leaders are visionaries at Gybernaty, providing strategic
335 | direction and innovative ideas that underpin all projects. They explore new
336 | concepts and theories that can lead to breakthrough changes in technology
337 | and society. Their role is to form a theoretical framework that serves as a
338 | foundation for further planning and development.
339 | Leaders-Architects: System Builders
340 | Leaders-Architects at Gybernaty are responsible for the structural design of
341 | projects. They are specialists who turn strategic visions and theoretical
342 | concepts into real, working structures. They develop the architecture of
343 | projects, ensuring their technical integrity and sustainability.
344 | Developer Leaders: The Driving Force of Projects
345 | Development Leaders are key individuals who take the lead in the
346 | development processes. They coordinate teams of specialists and
347 | manage the product development process. They have in-depth technical
348 | knowledge and experience, which enables them to
349 | to lead teams and realize the most ambitious ideas.
350 | Specialist Developers: The Basis for Technical Progress
351 | Specialized Developers form the technical core of Gybernaty. They are
352 | involved in the practical implementation of projects, turning concepts and
353 | plans into concrete products and services. These specialists work in a variety
354 | of areas, from programming to design and testing, and are an integral part of
355 | the development process.
356 | Community Participants: The Lifeblood of an Innovative Ecosystem
357 | Participants-Communities in Gybernaty are the foundation on which the entire
358 | ecosystem stands. They participate in discussions, give feedback, and test
359 | 
360 | products. They contribute in a variety of ways, including actively participating
361 | in projects, supporting initiatives, and spreading the community's message to
362 | the world.
363 | Sustainability Principles at the Core of Innovation Gybernaty Community
364 | embodies the principles of sustainability at the Gybernaty Group is committed
365 | to minimizing its environmental impact and supporting social well-being. From
366 | applying green technologies to creating educational programs aimed at
367 | raising environmental awareness, every aspect of Gybernaty's work aims to
368 | minimize environmental impact and support social well-being.
369 | The community actively promotes concepts of circular economy, renewable
370 | energy and efficient use of resources, striving for harmony between man and
371 | nature. Participants develop initiatives that provide lasting value not only for
372 | the current generation but also for future generations, laying the foundation
373 | for continuous and balanced growth.
374 | Social Responsibility and Innovative Impact
375 | Social responsibility in Gybernaty Community becomes an active force that
376 | directs all efforts towards achieving meaningful changes in society. Projects
377 | initiated within the community are scrutinized f o r their potential to contribute
378 | to social development and the improvement of people's lives. The goal is not
379 | only to develop and implement innovative products, but also to create
380 | conditions for education, cultural enrichment and economic independence. In
381 | this context, the development of technologies and platforms that ensure equal
382 | access to knowledge, health services and economic opportunities is
383 | essential.
384 | Engagement with the Global Community
385 | Engaging with the global community is a cornerstone of Gybernaty
386 | Community's strategy to expand its impact and strengthen international
387 | collaboration. A network of partnerships with organizations around the world
388 | allows for the sharing of unique knowledge and resources to help create
389 | global solutions for the local and international issues. Participation in
390 | international conferences, seminars and joint research projects expands the
391 | boundaries of what is possible, allowing Gybernaty to influence global policy
392 | making in the field of sustainable development and social entrepreneurship.
393 | Education and Training as Drivers of Social Change
394 | Gybernaty Community's educational mission extends far beyond traditional
395 | 
396 | methods to become the foundation for training the next generation of
397 | innovators and leaders. Education here is not just about imparting knowledge;
398 | it is about inspiring lifelong learning, supporting continuous personal growth,
399 | and encouraging critical thinking.
400 | Open courses, workshops and interactive platforms provide access to the
401 | latest research and innovations, enabling participants to develop skills that
402 | will serve them in the pursuit of social and environmental well-being.
403 | 
404 | Chapter 4: Influence of the Pre-Soviet Community on
405 | the Development of Global Socio-Economic Processes
406 | of Processes
407 | Impact Measurement and Assessment
408 | Measuring and evaluating the impact of projects in Gybernaty Community
409 | - is not only a way to demonstrate results, but also a means to strategically
410 | plan and improve future initiatives. A systematic approach to analyzing the
411 | social, economic and environmental impact of each project allows the
412 | community to identify the most effective practices and strategies, and ensures
413 | transparency and accountability to participants and partners.
414 | Strengthening Economic Parity through Innovation
415 | At Gybernaty Community, innovation serves as a catalyst to promote
416 | economic equality and access to resources. The adoption of advanced
417 | financial tools and technologies, such as cryptocurrencies and decentralized
418 | finance platforms (DeFi), are breaking down traditional barriers, empowering
419 | everyone to participate in investment and entrepreneurship on a level playing
420 | field. This innovative financial architecture is transforming the economic
421 | landscape, paving the way for inclusive growth and expanding technological
422 | development horizons across geographical boundaries.
423 | 
424 | Development of Technologies for Social Good Gybernaty
425 | Community carries out technology development with
426 | with a particular focus on their potential to improve social good. Projects
427 | aimed at integrating artificial intelligence into healthcare and education seek
428 | to improve accessibility and quality of life for the population. Thus,
429 | technological progress at Gybernaty is not an end in itself, but serves as a
430 | means to achieve the broader goals of sustainable development and social
431 | justice, strengthening social infrastructure and helping to reduce social gaps.
432 | Inclusion and Accessibility in Education
433 | Gybernaty Community's education initiative aims to create an unprecedented
434 | level of inclusivity and access to knowledge. By integrating cutting-edge
435 | online platforms and collaborating with leading educational institutions,
436 | Gybernaty provides extensive resources for self- actualization and
437 | professional growth. Learning at Gybernaty goes beyond the standard set of
438 | curricula to include creative workshops, interactive simulations, and
439 | project-oriented assignments that foster critical thinking and a deep
440 | understanding of complex social and environmental issues.
441 | Integrating Sustainable Practices into Business Models
442 | Gybernaty Community is committed to embedding sustainable practices into
443 | corporate strategies and business models. This action not only improves the
444 | environmental performance of products, but also promotes a more
445 | responsible and ethical approach to business. Collaborating with businesses
446 | to create environmentally friendly technologies and products sets new
447 | standards in the industry, demonstrating that economic benefit can go hand in
448 | hand with improved social well-being and conservation.
449 | 
450 | Chapter 5: Technology Integration and Impact on Global
451 | Development in the Gybernaty Community
452 | Advanced technology as a driver of global change
453 | In the era of digitalization and technological advancement, Gybernaty
454 | Community recognizes the importance of innovation as a major factor
455 | influencing global change. The community focuses on the development and
456 | implementation of advanced technologies such as augmented reality, big
457 | data, artificial intelligence that can radically transform industry, healthcare,
458 | education and many other areas. These technologies represent not only tools
459 | to improve efficiency and productivity, but also the key to solving the complex
460 | social and environmental challenges of our time.
461 | Integration of technology into various spheres of life
462 | Gybernaty Community actively explores and promotes the integration of
463 | technology into everyday life. From smart cities and the IoT (internet of
464 | things), which provide an improved quality of life in urban environments, to
465 | the application of machine learning to improve the accuracy of medical
466 | diagnostics, Gybernaty aims to create a smarter and more connected world.
467 | An important aspect is to make these technologies accessible to the general
468 | public so that everyone can benefit from technological advancements.
469 | Fostering global technological development
470 | Gybernaty Community acts as a global activator and catalyst in the field of
471 | technological development. Cooperation with international scientific and
472 | research institutions, participation in global technology summits and
473 | conferences, and interaction with industry leaders allows the community to be
474 | at the forefront of innovation processes. Through these partnerships and joint
475 | projects, Gybernaty not only shares its achievements, but also actively
476 | contributes to the development of global technology trends.
477 | 
478 | Training and development of technological skills
479 | One of Gybernaty Community's priorities is to educate and develop
480 | technological skills among its members and the community at large. The
481 | organization of events such as tech workshops, online courses and
482 | hackathons contributes to the dissemination of knowledge and skills in the
483 | field of high technology. This not only strengthens the professional
484 | community, but also provides training for people who can contribute to
485 | technological innovation and future development.
486 | Assessing the impact of technology on society
487 | Gybernaty Community focuses on analyzing and assessing the impact of
488 | technology on society. Understanding the social, ethical and environmental
489 | implications of technological advances is key to developing a responsible and
490 | sustainable innovation. This approach helps prevent the negative impacts of
491 | technological change and ensures that progress benefits all humankind,
492 | enhancing social stability and improving the quality of life globally.
493 | 
494 | Chapter 6: Global Strategies and Partnerships in
495 | Gybernaty Community
496 | Development of International Partnerships
497 | Gybernaty Community actively seeks opportunities to expand its global
498 | impact by seeking to develop international partnerships that facilitate the
499 | sharing of knowledge and resources. These collaborations, involving
500 | academic institutions, industrial companies and non-profit organizations, aim
501 | to create innovation and strengthen international technological leadership.
502 | These international partnerships not only open new horizons for research and
503 | development, but also foster a culture of mutual understanding and shared
504 | values that transcend cultural and geographic barriers. Gybernaty thus aims
505 | not just to expand its influence, but to create long-term, mutually beneficial
506 | relationships that will promote peace and cooperation internationally.
507 | Strategic Planning and Influence
508 | At Gybernaty Community, strategic planning is seen as fundamental to
509 | long-term impact at a global level. This includes deeply analyzing current
510 | global trends and identifying key areas for innovation. Strategic planning at
511 | Gybernaty is not only focused on technological development, but also on
512 | creating sustainable social and economic models that can bring real positive
513 | change to the world. An important aspect of this process is the development
514 | of clear goals and plans that ensure a consistent and focused movement
515 | towards a better global society.
516 | Planning at Gybernaty also includes adapting to changing conditions and
517 | responding flexibly to new challenges, allowing the community to remain at
518 | the forefront of global change.
519 | 
520 | Strengthening International Technology Exchange
521 | Gybernaty Community plays a significant role in strengthening international
522 | technology exchange. The community's participation in global forums,
523 | conferences and workshops, as well as active participation in joint
524 | international research projects contribute to the dissemination of innovations
525 | and best practices in different regions of the world. This not only provides an
526 | opportunity to share knowledge and experience, but also creates a basis for
527 | the development of global solutions that meet the world's current challenges.
528 | This approach contributes not only to technological progress, but also to
529 | strengthening international relations by providing a platform for collective
530 | efforts in addressing global challenges.
531 | Promoting Global Initiatives
532 | Gybernaty Community actively promotes a number of global initiatives aimed
533 | at addressing key world issues such as climate change, sustainable
534 | development and access to quality education and healthcare. These
535 | initiatives range from developing new technologies to creating international
536 | platforms to discuss and address these important issues. Participation in
537 | these initiatives allows Gybernaty Community to contribute to shaping the
538 | global agenda and offer practical solutions to improve life on the planet.
539 | These efforts not only demonstrate Gybernaty's responsibility to the global
540 | community, but also emphasize its commitment to creating a more just and
541 | sustainable world for future generations.
542 | 
543 | Chapter 7: The Future of Gybernaty: An Analytical and
544 | Progressive Perspective
545 | Deep Analysis and Forecasting of Technological and Social Trends:
546 | Methods and Approaches
547 | Gybernaty Community applies sophisticated analytics and forecasting
548 | techniques to identify future trends in technology and society. The community
549 | uses advanced analytics to examine global data and research, and conducts
550 | rigorous analysis of potential changes in societal structures and behaviors. A
551 | deep understanding of these trends is the cornerstone for developing
552 | effective strategies and innovative solutions.
553 | Quantitative Research and Financial Forecasting
554 | Gybernaty Community performs thorough quantitative research and financial
555 | forecasting to determine future investment directions. By analyzing market
556 | trends and forecasting financial flows, the community seeks to identify the
557 | most promising areas for investment. Such an approach not only strengthens
558 | financial resilience, but also ensures significant impact on key sectors such
559 | as renewable energy, digital health and education technology.
560 | Global Strategies for Adapting to Change
561 | In response to rapidly changing global economic and environmental
562 | conditions, Gybernaty Community is developing the integrated strategies for
563 | effective adaptation. This includes initiatives to minimize environmental risks,
564 | use sustainable technologies and create cost-effective models that promote
565 | sustainable development. Adaptation strategies cover a wide range of
566 | actions, from improving environmental sustainability to strengthening social
567 | infrastructure.
568 | 
569 | Innovations and Creative Solutions in Community Development
570 | The Gybernaty Community emphasizes innovation and creative problem
571 | solving. The community actively supports the development of innovative
572 | ideas and solutions that can lead to significant social and technological
573 | change. This includes fostering creativity among community members,
574 | developing interdisciplinary projects, and encouraging research activities that
575 | address complex global challenges.
576 | In the future, the Gybernaty community will continue to play a critical role in
577 | shaping the world's technological and social landscape. Using cutting-edge
578 | methodologies and approaches, the community will identify emerging trends
579 | and develop innovative solutions to meet the challenges of a rapidly changing
580 | global environment.
581 | A key focus of the Gybernaty community will be the development of
582 | sophisticated analytical tools and methods to better understand and predict
583 | technological and social change. This will be done using advanced
584 | techniques such as machine learning, data mining and predictive modeling to
585 | analyze large data sets and identify patterns to inform strategic decisions. In
586 | addition, the community will conduct rigorous quantitative research and
587 | financial forecasts to identifying optimal areas for investment and ensuring
588 | the long-term sustainability of its initiatives.
589 | Another important aspect of the Gybernaty community's work will be the
590 | development of integrated strategies for adapting to the changing global
591 | economic and environmental conditions. These include initiatives to minimize
592 | environmental risks, use sustainable technologies and create economically
593 | viable models that promote sustainable development. These strategies will
594 | range from improving environmental sustainability to strengthening social
595 | infrastructure.
596 | In addition, the Hibernate community will focus on fostering creativity and
597 | innovation in addressing complex global challenges. The community will
598 | actively support the development of new ideas and solutions that can lead to
599 | significant social and technological change. This includes encouraging
600 | interdisciplinary collaboration, providing resources and funding for research
601 | and development, and promoting entrepreneurship and experimentation
602 | among community members.
603 | 
604 | Overall, the Gybernaty community has the potential to profoundly impact the
605 | future of technology and society. Through its commitment to innovation,
606 | collaboration, and sustainability, the community will contribute to a brighter
607 | and fairer world for future generations.
608 | 
609 | Chapter 8: GyberExperiment Tokenomics
610 | Introduction:
611 | Since the beginning of GyberExperiment, GBR tokens have been distributed
612 | within the community when organizing and executing experimental work
613 | projects.
614 | GyberExperiment utilizes the Gyber token as a gateway currency, paving the
615 | way for decentralized projects and transactions on the Gybernet Blockchain.
616 | Token name: GYBER
617 | Symbol: $GBR
618 | Decimal: 18
619 | Total Supply: 21,000,000,000,000,000
620 | 
621 | Token Distribution:
622 | The distribution of $GBR is carefully structured to ensure fairness and
623 | inclusivity:
624 |  10% of the total supply is allocated to investors, providing crucial funding
625 | for the project's success especially at the initial stages.
626 |  20% is made available on the open market, allowing for organic growth
627 | and wider accessibility to the public
628 | 
629 | 
630 | Another 20% is allocated to the vibrant Gybernaty Community,
631 | recognizing their invaluable contributions to the project.
632 | 
633 |  The remaining 50% is allocated to the Stabilization Fund managed by the
634 | community, ensuring the project's long-term stability and voting status.
635 | Burning Mechanism:
636 | The Gybernet Network ecosystem utilizes a burn and mint Cross-Chain
637 | Bridge Protocol to create internal tokens, fostering a thriving environment for
638 | innovative projects on Gybernet. The initial 21 Quadrillion tokens created will
639 | be completely burned to 0.
640 | To create a full ecosystem of value and utility built in the Gybernet by
641 | participants.
642 | Every community member and user will burn #GBR to access the Social
643 | platform of the community, and more to create projects within the platform
644 | through the MacroeconomicDAO
645 | $Gbr Utility:
646 | The Gyber token serves as a powerful tool within the Gyber Social Platform
647 | (GSP), enabling quick peer-to-peer transactions of goods and services.
648 | Also, it fuels project and idea development through the innovative
649 | Macroeconomics DAO, empowering individuals to shape the future of the
650 | society through this ecosystem.
651 | With a vision and mission to end global financial limitations and to create
652 | millions of billionaires (respectively) $GBR is set to shape the future
653 | interaction between man and blockchain technology.
654 | Ownership and Governance:
655 | The GyberExperiment embraces a community-owned approach. utilizing the
656 | DAO model for governance, using a voting system(burning GBR) for decision
657 | making during the experiment
658 | As a $GBR holder, you have the privilege to actively participate in shaping
659 | the project's destiny.
660 | Your voting rights allow you to influence crucial decisions related to project
661 | development and the implementation of growth strategies.
662 | 
663 | Tokenomics For AiC
664 | The AiC token is dedicated to the AiC division and plays a crucial role in
665 | funding, training, and promoting AI projects. It helps drive innovation in the
666 | AiC field.
667 | Acquisition and Use Of Tokens:
668 | Acquiring internal $GBR and AiC tokens involves burning or staking external
669 | Gbr tokens.
670 | This process ensures a balance between external and internal tokens,
671 | strengthening the economic stability of the Gybernaty ecosystem.
672 | Financing and Project Management Through Tokenization:
673 | GyberExperiment allows funding and managing projects using specialized
674 | project tokens.
675 | These tokens enable active participation, emphasizing transparency and
676 | democracy within the ecosystem.
677 | Tax Accounting and Regulation
678 | Participants: Each GyberExperiment participant may represent a company or
679 | group of companies operating in different jurisdictions.
680 | Activities: The activities of the community and experiment are exclusively
681 | scientific and social in nature.
682 | Legal Matters: All legal matters are delegated to community members and
683 | entities under their control.
684 | Conclusion:
685 | The GyberExperiment stands to foster global development, starting from
686 | Africa.
687 | By empowering the Gybernaty Community and providing a platform for
688 | groundbreaking ideas, GyberExperiment aims to create a more inclusive and
689 | innovation-based future.
690 | 
691 | Chapter 9: Gybernaty Financial Forecasts:
692 | An Expanded View
693 | Year 1 (Gyber Reality): Regional Strategies and Financial Expectations
694 | Q1 - Africa Edition: Investors and Development
695 | In the first quarter, the focus is on the African continent with a total budget of
696 | $5 million. Projects will include developing locally customized technology
697 | solutions and seeking investments to support startups and educational
698 | initiatives. Partnerships are planned with local governments and NGOs to
699 | implement projects focused on improving infrastructure and access to
700 | technology.
701 | Q2 - Asian Edition: Investors and Development
702 | In the second quarter, Gybernaty will focus its efforts on the Asian market
703 | with a $10 million investment target. The focus will be on developing
704 | technology hubs, integrating innovative solutions into industry and
705 | collaborating with large technology corporations. The plan includes
706 | supporting local innovation projects and creating platforms for sharing
707 | knowledge and experience.
708 | Q3 - European Edition: Investors and Development
709 | In the European market, investments of $10 million are planned for the third
710 | quarter. Projects will focus on strengthening research partnerships,
711 | developing sustainable technologies and supporting environmental initiatives.
712 | Special emphasis will be placed on collaboration with universities and
713 | research centers to advance research and development in key areas such as
714 | renewable energy and digital transformation.
715 | Q4 - American and Australian Edition: Investors and Development
716 | In the last quarter of the year, plans in the US and Australian markets
717 | 
718 | include an investment of $15 million. Activities will focus on promoting
719 | technological innovation, developing start-ups and collaborating with large
720 | technology companies. The projects are aimed at
721 | to accelerate digital transformation, develop advanced technological solutions
722 | and strengthen the network of international partnerships.
723 | Final Financial Expected Report for the Year
724 | The Gybernaty Community's total financial investment for the first year will be
725 | $40 million. These funds will be used to implement large-scale projects that
726 | will strengthen the community's position on the international stage and
727 | contribute to global development in the field of technology and innovation.
728 | Investments are allocated to maximize reach and impact in different regions
729 | of the world, supporting the community's commitment to creating a
730 | sustainable and innovative future.
731 | 
732 | 


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  1 | Welcome to the future
  2 | Gybernaty.
  3 | Community of advanced enthusiasts and developers.
  4 | Revolution in corporate development.
  5 | An open community where ideas become reality. Here you will find like-minded 
  6 | people who can help you realize your projects and unlock your potential. This is 
  7 | an association of people who are passionate about technology and striving for 
  8 | new discoveries! We create large-scale open source projects, research current 
  9 | technologies and help each other realize their ideas. Here you can find a platform 
 10 | for research, development and exchange of experience in completely different 
 11 | areas of the IT industry. Join us to become a part of the movement. Here you will 
 12 | find not only a team that will help you in the implementation of projects, but also 
 13 | real friends with whom you can share your ideas and successes.
 14 |  AiC - Artificial Intelligence and Blockchain Community.
 15 |  The future of artificial intelligence: a study that opens up new horizons.
 16 | We are excited to present to you our project, AiC (Artificial Intelligence and 
 17 | Blockchain Community), which aims to create an open community for the 
 18 | development and utilization of artificial intelligence (AI) models within the 
 19 | blockchain environment. Our project leverages the power of DAO contracts to 
 20 | regulate the operation of these models, ensuring transparency and openness in 
 21 | their development and use.
 22 |  The problem we address is the costliness and complexity associated with
 23 | developing and utilizing AI models, as well as the concerns surrounding privacy 
 24 | and security when using these models in different fields. AiC offers a solution by 
 25 | establishing an open community where participants can collaboratively create 
 26 | and utilize AI models in the blockchain environment. The utilization of DAO 
 27 | contracts ensures transparency, openness, and regulation of the AI models' 
 28 | operation.
 29 |  The advantages of AiC lie in the ability for participants to exchange knowledge 
 30 | and experience, while creating and utilizing AI models in the blockchain 
 31 | environment at minimal costs. Additionally, the use of DAO contracts enhances 
 32 | security and transparency throughout the process.
 33 |  AiC can be utilized for both commercial and non-commercial purposes, enabling 
 34 | the creation of AI models in various fields such as medicine, finance, 
 35 | transportation, and more.
 36 |  To develop high-quality AI models, we employ a range of programming 
 37 | languages, including Python, C++, Java, and others. We utilize popular libraries 
 38 | and frameworks like TensorFlow, PyTorch, Keras, Scikit-learn, and OpenCV. These 
 39 | tools allow us to create and train AI models, perform tasks such as deep learning, 
 40 | machine learning, computer vision, and more.
 41 |  Blockchain technology plays a vital role in our project, as we aim to create 
 42 | decentralized AI models that can run on the blockchain and be utilized in 
 43 | different applications. We leverage blockchain platforms such as Ethereum, 
 44 | Polkadot, Solana, and others to develop decentralized applications and smart 
 45 | contracts that regulate the operation of our AI models.
 46 |  By utilizing DAO contracts, we empower network participants to make decisions 
 47 | regarding AI model development and usage, as well as the fair distribution of 
 48 | rewards among participants. Furthermore, we explore the application of 
 49 | machine learning technology to improve the functioning of blockchain networks 
 50 | and enhance the efficiency of decentralized applications.
 51 |  To promote collaboration and community involvement, we embrace an open 
 52 | approach and leverage AGPL licenses, allowing the wider community to 
 53 | contribute to the development and improvement of our AI models. We believe 
 54 | that the collective efforts of community members will lead us to great 
 55 | achievements in AI and blockchain technologies.
 56 |  Dear investors, we are delighted to introduce our advanced and innovative 
 57 | company focusing on AI and blockchain solutions for society. AiC has already 
 58 | generated significant interest from investors, and we are preparing for 
 59 | investment rounds.
 60 |  Our first investment round will be private, specifically targeting large investors 
 61 | and funds. We will consider applications for participation and extend invitations 
 62 | to join this round. Through this round, we aim to attract substantial investments 
 63 | to expedite the development of our projects.
 64 |  The second investment round will take place on specialized token sale platforms. 
 65 | During this round, we will offer AiC tokens to a broader audience of investors. This 
 66 | round will adhere to the rules and requirements of the platforms, ensuring 
 67 | investor protection and transparency.
 68 |  The third and final investment round will occur on the open market of the 
 69 | multi-blockchain network. In this round, AiC tokens will be accessible to all 
 70 | interested investors, emphasizing maximum openness and project accessibility.
 71 |  Participating in our project provides significant advantages for each category of 
 72 | investors. For large investors and funds, participation in the first investment 
 73 | round grants access to new and promising technologies, innovative solutions, 
 74 | and the potential for profits through their development.
 75 |  For smaller investors, the second and third investment rounds present an 
 76 | opportunity to invest in a promising and rapidly-growing project. Investors will 
 77 | receive AiC tokens and have the potential to earn profits from their future price 
 78 | appreciation.
 79 |  Overall, our project holds tremendous potential for investors, and we invite you to 
 80 | join our team and contribute to the development of AI technologies in an 
 81 | open-access environment. Investing in AiC offers a unique opportunity to obtain 
 82 | high profits in the long term, as our project will continue to evolve over many 
 83 | years, providing a stable income stream for investors.
 84 |  Furthermore, the utilization of blockchain technology ensures the safety of 
 85 | investments. Our project guarantees complete transparency and security for all 
 86 | participants through the use of distributed ledger technology.
 87 |  By investing in AiC, you will contribute to the development of innovative 
 88 | technologies applicable in various aspects of life, from economics and finance to 
 89 | medicine and education. Together, we can make a significant impact on the 
 90 | future of humanity and create a world where AI and blockchain technologies are 
 91 | harnessed to achieve optimal outcomes across all domains.
 92 |  If you are interested in investing in AiC, please contact us for more detailed 
 93 | information about our project and how you can participate as an investor. We are 
 94 | available to answer all your questions and provide assistance to ensure you derive 
 95 | maximum benefits from your investment in AiC.
 96 |  Thank you for considering our project, and we look forward to the possibility of 
 97 | collaborating with you.
 98 |  Sincerely, 
 99 | The AiC Team
100 | Millions are Billionaires
101 |  Gyber Experiment.
102 |  The Macroeconomic Dao.
103 |  The realization of an idea is only a matter of its relevance.
104 | The Gyber Experiment is an initiative that combines cryptography, computer 
105 | science, sociology, and economics to create a cyber-social corporation. It aims to 
106 | establish a mechanism for direct socio-economic interaction among 
107 | participants, allowing the concentration of public and financial resources to 
108 | realize ambitious global projects and manage them effectively. The experiment 
109 | revolves around the Gyber Social Platform, which is a social network owned and 
110 | managed by the users themselves through a decentralized autonomous 
111 | organization (DAO).
112 |  The Gyber Social Platform provides basic social networking functionalities such 
113 | as text and voice chats, file sharing, and video hosting. The platform emphasizes 
114 | data security and offers multiple levels of data protection, including encryption 
115 | options on the client side or server-side encryption using the client's public key. 
116 | The platform stores voluminous data on the IPFS network, with additional 
117 | content pinning provided by nodes deployed within the experiment.
118 |  The architecture of the platform is designed to be open and scalable, with 
119 | various input and output points for data and multiple cores. Each user can 
120 | contribute their own code module or feature, which can be included in a node 
121 | and distributed among interested parties. The platform encourages community 
122 | scalability, allowing anyone to add to it and enabling the community to support 
123 | and distribute specific add-on modules.
124 |  The platform operates on a stack level, with a multilingual cross-platform 
125 | pipeline cluster managed by the experiment participants. Different cores are 
126 | responsible for specific layers of processes, and the development of these cores is 
127 | carried out in various programming languages such as Java, Dart, Go, and C++. 
128 | The platform undergoes parallel development of modules and cores to 
129 | determine the most effective stack for different tasks and ensure flexibility in 
130 | long-term architecture development.
131 |  To govern the experiment, secure smart contracts based on Solidity language 
132 | and the OpenZeppelin library are implemented. These contracts include 
133 | management tokens and utility tokens for decision-making and platform 
134 | interaction. The contracts' source code is available on GitHub, and important 
135 | decisions within the experiment are made through proposal and voting
136 | mechanisms of the DAO contract. Transparency and security are ensured 
137 | through blockchain technology.
138 |  Tokenomics play a crucial role in the Gyber Experiment. Two types of tokens are 
139 | utilized: Gyber Token, a utility token required for platform interaction, and Gyber 
140 | Community Token, a governance token used for managing the experiment and 
141 | making collective decisions. The distribution of tokens is allocated among 
142 | different categories of holders, including developers, experiment participants, 
143 | large investors and funds, and the public market. A reserve fund is also created to 
144 | optimize the deployment processes of the experiment.
145 |  The experiment follows a set of project phases, starting with idea proposal and 
146 | discussion, moving to accumulation of funds, project implementation, and finally 
147 | functioning. Projects can have external clients who use fiat currency, special 
148 | clients who enjoy discounts with Gyber tokens, and super clients who receive 
149 | even greater discounts with specific project's internal tokens. Staking Gyber 
150 | tokens or internal project tokens allows participants to earn reputation and 
151 | passive income within the experiment.
152 |  The internal organization of the community is based on personal and public 
153 | interests of the participants. Implementers are responsible for project 
154 | management and ensuring its functioning, and decisions are made through 
155 | voting by implementers. Implementers have personal and community 
156 | responsibilities, and unethical behavior may lead to exclusion from the 
157 | experiment. Interaction among participants occurs through discussion and 
158 | private groups, with each project having its dedicated group. The experiment 
159 | also incorporates different types of DAOs, including social DAOs, code DAOs, 
160 | commercial DAOs, and economic DAOs, to facilitate decision-making and project 
161 | implementation.
162 |  Overall, the Gyber Experiment aims to create a decentralized and 
163 | community-driven platform that enables effective socio-economic interaction, 
164 | project implementation, and decision-making. It leverages cryptography, 
165 | computer science, and blockchain technology to ensure data security, 
166 | transparency, and scalability.
167 | About cyber society
168 |  This is a document that has one purpose - to define the main features of a 
169 | cybersocial society.
170 |  The time when approximately half of the planet carries in their pockets 
171 | computing devices, the power of which, by several orders of magnitude, exceeds 
172 | the power of all computing technology of the past century combined; It's hard 
173 | not to call the era of supercomputers. But since any machine or computer is 
174 | always just an extension of a person, it would be more accurate to call this time 
175 | the era of super communication.
176 |  The exclusive goal and opportunity of the society is the most effective association 
177 | of its participants in the interests of the society itself. The development process of 
178 | the Human social mechanism defines itself as a continuous development of 
179 | relations between people, and this development, due to the scale of the 
180 | participants in the global society, is an infinitely diverse development.
181 |  The information age has accelerated the processes of this development to 
182 | literally cosmic speeds. And the main reason for this is that information 
183 | technologies, mechanisms and systems are easily integrated into relations 
184 | between members of society, accelerating, complicating and expanding these 
185 | relations, thereby contributing to their development. Thus, with the development 
186 | of information technology systems, we are seeing an acceleration in the blurring, 
187 | first of all, of geographical, social and cultural boundaries in the global civilization, 
188 | which in the future entails the erasure of financial and economic boundaries.
189 |  The methods of the past, failing today, turn out to be barbaric, requiring constant 
190 | sacrifice on the part of society and the planet as a whole.
191 |  The technological power of human civilization has long required sustainable and 
192 | reasonable management of human wealth, resources and potential, and none of 
193 | the existing socio-economic formations is able to cope with this task.
194 |  We may not survive global economic and social upheavals and we need a
195 | full-fledged, reasonable association on a planetary scale, at the same time we are 
196 | in great danger of a global unification of the economy in the interests of only a 
197 | certain part of society, provided that its (society) social division increases, which 
198 | will entail followed by the continuation of the observed cycle, crises and 
199 | upheavals, inextricably linked with the socio-economic situation of recent history.
200 |  Structure and ethics of existing computer, network systems and opportunities 
201 | for the development of global civilization.
202 |  The rapid development of technology, and especially electronics and computer 
203 | science, already today determines the main vector of problems related to 
204 | information, its safe storage and exchange.
205 |  In our time, information has long been a valuable resource that is constantly 
206 | generated and moved across countless kilometers of network space. In everyday 
207 | life, we all use information technology, and even those of us who are not directly 
208 | related to computer science and electronics are personally involved in the 
209 | process of generating a huge amount of data, which is all sorts of valuable 
210 | information that is easily used for all sorts of manipulations and just as easily 
211 | monetized. .
212 |  The value of data, and therefore the value of control over its storage and 
213 | movement, is increasingly seen as a well-known fact, at a time when hackers do 
214 | not cease revealing vulnerabilities in even the most important and seemingly 
215 | invulnerable systems, thereby showing that the security of even the most 
216 | valuable data more wishful thinking than actual.
217 |  Blockchain partially solves this problem now, and as the industry develops and 
218 | penetrates into the depths of the real sector of the economy, the absolute 
219 | solution to the problem of data security will approach.
220 |  In addition to data leakage as a result of the activities of hackers and errors 
221 | associated with the imperfection of equipment and code, we are dealing with a 
222 | significantly different leakage;  from quite reliable in terms of information 
223 | security closed, corporate, information, social media environments of various 
224 | kinds (social networks, instant messengers, navigators, various electronic services, 
225 | etc.).
226 | Most large IT companies consider user accounts as corporate property, and the 
227 | huge data constantly generated by users as a full-fledged product of the 
228 | company. And from a technical point of view, this is true, due to the fact that the 
229 | accounts created by users are formed and stored on the companies' own servers. 
230 | Probably 99% of the Internet content known to the broad masses is stored on 
231 | closed proprietary servers that are physically protected no worse (or rather even 
232 | better) than the most protected military facilities, and of course this is all 
233 | maintained at the expense of network users.
234 |  The fundamental, technical concept of the Internet is simple - it is a set of 
235 | computers connected by a network. In reality, the Internet is people who send 
236 | physical signals to each other through a computer network, which the computer 
237 | converts for us into information of the type we need.
238 |  Of course, not all computers on the network are real users, but without people, 
239 | the Internet would not be alive, it is obvious that it is not conceivable without 
240 | society, because this is the living result of the activity of society, at a real moment 
241 | in time, which cannot exist without it.
242 |  From an ethical point of view, data created by users is at least their personal 
243 | intellectual property and personal data, and the appropriation of these data by 
244 | obsolete economic institutions, due to temporary technical circumstances, is a 
245 | glaring fact, signaling the backwardness of the humanitarian development of 
246 | modern society from the development of its technical .
247 |  Adding here the fact that 99% of the Internet runs on open (free) software 
248 | products and is fundamentally on open Linux servers, the absurdity of the 
249 | capture of the Internet space by obsolete economic institutions becomes 
250 | obvious.
251 |  Trade in user data in our time is already a well-established, ordinary and 
252 | completely legal phenomenon. Companies are developing long user 
253 | agreements (which are still almost never read) in which they take various kinds of 
254 | consent from users, such as for the processing of their personal data, which gives 
255 | them the legal right to appropriate the data of millions of users around the world, 
256 | analyze it and trade them.
257 |  And the multi-million community of real users remains excluded from managing 
258 | and controlling their own data, which in the long term leads to the 
259 | decomposition of the fundamental principles of freedom of personal
260 | information, security and control of personal data, freedom of society, and in 
261 | every possible way slows down and oppresses the process of historical 
262 | socio-economic development of society.
263 |  Obviously, from the point of view of ethics, the user is the sole owner of all rights 
264 | to the content he generates, including meta data and any other types of data 
265 | that he produces, not to mention the inviolability of personal correspondence, 
266 | interest shown on the network and other things.
267 |  Of course, many technical products that use user data provide convenient, useful 
268 | and interesting functions for users, but it is obvious that all of them should be 
269 | enabled and disabled at will, and the mechanism of their action should be 
270 | transparent, ensure user data security and control, and this should be confirmed 
271 | by open source product.
272 |  Also a very important point is the individual flexibility and variability of services. 
273 | The user must have full control over the part of the overall system that he 
274 | personally uses, and the possibilities of changes made by the user must be 
275 | unlimited within his personal part of the system. The individual possibilities of 
276 | expanding the system must also be unlimited, the system must be expandable 
277 | in all directions.
278 |  The main problem of the Internet is that the means of manipulating data of 
279 | various kinds, necessary for society for convenient and effective interaction, are 
280 | mainly centralized and belong to traditional, closed, hierarchical, corporate 
281 | structures. And this problem is more humanitarian than technical due to the fact 
282 | that society first needs to deeply comprehend important socio-economic 
283 | phenomena, of course including a technical one, but from the point of view of 
284 | philosophy, ethics, history, sociology and economics, in order to form a fairly 
285 | holistic humanitarian a system that meets modern requirements, capable of 
286 | becoming the basis for the technical implementation of open, decentralized, 
287 | information, socio-economic systems belonging to all users.
288 |  The development of a humanitarian theory describing the mechanism of the 
289 | global Human organism (society) as an integral socio-economic system will set 
290 | the movement to identify new directions for the formation and development of 
291 | new, applied, areas of economic science. 
292 | As information technologies develop and penetrate deeper into the global 
293 | socio-economic environment, their role becomes more and more important, and
294 | competition in the development and design of information products is growing.
295 |  There are attempts on the part of fairly powerful, already fully formed global 
296 | corporate structures to monopolize the global software development market, 
297 | but the individual characteristics of the IT field, such as general accessibility, 
298 | breadth and depth, speed of development and evolution, make this almost 
299 | impossible, unlike other sectors of the economy.
300 |  The history of software development as an independently developing applied 
301 | area, although not so great, however, the development of this area has already 
302 | passed a certain, not a small path of evolutionary transformation.
303 |  
304 | Computer science began its development as a closed area of   technology, 
305 | accessible only to corporations and governments. Computers were costly, bulky 
306 | machines available mainly from large technical institutions  and corporations.
307 |  We can roughly define this stage as the initial stage, followed by the stage of 
308 | accelerating the development of information technology; it can be defined as 
309 | the time when the computer becomes available to a larger number of 
310 | developers. At this time, competition in the field of software development 
311 | expanded and two main competing currents in the world of software 
312 | development were identified. 
313 | This is followed by a certain stage of formation of these two approaches and 
314 | balancing their impact on the overall course of the global evolution of software 
315 | and related socio-economic transformations.
316 |  As a result of overcoming these abstract stages of development, we are seeing 
317 | an unprecedented surge in activity in the field of OPEN SOURCE development, 
318 | improving the quality and usability of open source software products and 
319 | expanding their scope and a significant increase in the number of users.  
320 | OPEN SOURCE is increasingly contributing to the emergence of revolutionary 
321 | technologies. We can even observe a whole round of evolution of global 
322 | socio-economic relations directly connected and fed by the global OPEN 
323 | SOURCE community and its ideas, the general vector of which is the open 
324 | comprehensive development of software and society as a whole.
325 | Another of the main, modern problems that are looming over societies is the 
326 | growth of centralized control over the dissemination of ideas that are relevant to 
327 | society.
328 |  Outdated economic institutions, due to their hopeless but rather powerful 
329 | position, tend to quickly improve their own mechanisms for controlling and 
330 | monitoring society in order to identify relevant, advanced, socially significant 
331 | ideas and projects and counteract their activity before they spread in society.
332 | Together with the fact that the vast majority of large, resource-intensive projects 
333 | are initiated and financed by the same obsolete socio-economic institutions, we 
334 | basically have a world that reflects exclusively the interests of these obsolete 
335 | institutions and is extremely reactionary to any kind of revolutionary, 
336 | fundamental changes, and therefore to the development of society generally.
337 |  At the same time, and partly as a result of this, we see the active development of 
338 | decentralized technologies, which has already formed into a powerful, global 
339 | distributed socio-economic movement that has already united quite a wide and 
340 | educated masses of people.
341 |  In fact, we are witnessing the process of the formation of a new type of global 
342 | creative intelligentsia, capable of combining their ideas and interests with other 
343 | social forces into a single ideology fully aimed at the universal good and  
344 | development, to become the basis for the final formation of a new, advanced  
345 | creative class, able to finally step over to long overdue, global, socio-economic 
346 | changes that meet sufficiently the modern requirements of global Civilization.
347 |  Today a new, global public consciousness is being formed - the main organ of 
348 | social self-government of Mankind.
349 | Although the era of 'kings' with all its characteristic, rigidly centralized and 
350 | hindering the education and development of society, science and technology, 
351 | control mechanisms has long since passed, and today we see the rapid 
352 | flourishing of culture, education, science and technology, in the historical sense, 
353 | and the penetration them (due to the historically consistent social 
354 | transformations that have already taken place) to almost all sectors of society, the 
355 | process of decentralization of global mechanisms of economic interaction is still 
356 | far from its final stage.
357 | Decentralization of information technology is a process that has been 
358 | harmoniously developing in the depths of the Internet community for a long 
359 | time, periodically making itself felt by the emergence of powerful decentralized 
360 | technological mechanisms that solve certain problems of society, such as 
361 | BitTorrent, IRC, Bitcoin, i2P, FileCoin, IPFS and others. The fight against such 
362 | decentralized technologies is practically useless and, at best, leads to a 
363 | temporary difficulty in the operation of services, which subsequently leads to 
364 | their modernization and stabilization of work, that is, contributes to their 
365 | development.
366 |  Decentralization solves many of the existing problems of information security 
367 | and ethics today, and in the future it is able to transform the vast majority of IT 
368 | services into neutral, open, owned by all users, decentralized systems, which in 
369 | turn will allow transforming the most complex global  macro economic 
370 | processes into self-governing cyber-social economic systems directly controlled 
371 | by society.
372 |  Of course, many technical products that use user data today provide users with 
373 | convenient, useful and interesting functions, but it is obvious that they must be 
374 | user-controlled, and their mechanism of action must be transparent, ensure the 
375 | safety of user data, and this must be confirmed by the open source of the 
376 | product. .
377 |  A very important point is the flexibility and changeability of services. The user 
378 | must have full control over the part of the overall system that he personally uses, 
379 | and the possibilities for changes made by the user must be unlimited, at least 
380 | within his personal part of the system. The possibilities of expanding the system 
381 | must also be unlimited, the system must expand in all directions. 
382 | There are many such fundamental qualities of a software product, many of which 
383 | are defined in the GPL and other similar documents. However, much work is 
384 | required to identify and systematize the features of a cybersocial corporation in 
385 | order to apply the free principle to the global economic process.
386 |  The ideas about free software, as they develop and become technologies widely 
387 | used in the real sector of the economy, brought to the world ideas about free 
388 | finance, which, as technologies develop and spread, open the way for new ideas 
389 | of a free economy.
390 | Development of public systems for managing economic processes.
391 |  The evolution of global socio-economic processes consists in the gradual 
392 | transformation of management methods from political hegemony towards 
393 | economic hegemony, from which, in turn, the movement goes towards 
394 | technological hegemony. This movement is not determined by any form, it can 
395 | be several forms of movement of socio-economic processes.
396 |  The relation of these forms to each other determines the existing directions of 
397 | these forms. For example, it can be the withering away of political hegemony in 
398 | favor of strengthening economic hegemony, that is, it can represent a kind of 
399 | hereditary transfer of the functions of managing global socio-economic 
400 | processes from a separate hegemon of the monarch to a more decentralized 
401 | dictate of the parliament, representing the interests of broader economic forces 
402 | in the social sense.
403 |  Or the combination of economic methods of management with technological 
404 | ones, which naturally gives rise to and strengthens financial hegemony. There 
405 | may also be other forms of interaction of global socio-economic processes.
406 |  Combinations of these various forms of socio-economic interaction can give rise 
407 | to new sustainable forms, which inevitably stimulates the emergence of new 
408 | types of global socio-economic systems that are increasingly decentralized, 
409 | self-governing, resistant to crises and ensuring stable, progressive development 
410 | of the global economy, finance, culture and social environment.
411 |  Obviously, the desire of the global socio-economic mechanism in its historical 
412 | development to come to the most distributed peer-to-peer form, controlled by 
413 | means of cyber-social financial mechanisms that affect the global 
414 | socio-economic resource, that is, a mechanism located in the hands of the public 
415 | and controlled directly by the public. 
416 | With the development of information technologies and as they penetrate into 
417 | the real sector of the financial and economic space, society acquires an 
418 | increasing number of levers of significant influence on the direction of global 
419 | economic development.
420 |  Technologically, the global economy is on the verge of large-scale 
421 | transformations associated with the transition of society to a new level of 
422 | socio-economic interaction directly using innovative decentralized cyber-social
423 | economic mechanisms. 
424 | With the advent of Blockchain technology, the possibility of building 
425 | decentralized financial systems has opened up, and their development really 
426 | contributes to the emergence of opportunities for building global self-governing 
427 | cyber-social economic structures that expand the possibilities of intellectual 
428 | influence of society on the global economic process.
429 |  The recurring crisis phenomena of the modern global economy clearly signal the 
430 | absence of a sufficiently decentralized tool for really reasonable management of 
431 | such a complex system as a global socio-economic mechanism.
432 |  And with each larger crisis, the social organism of mankind is increasingly forced 
433 | to create an instrument capable of stabilizing global economic processes and 
434 | managing them in order to progressively develop society and increase social 
435 | economic wealth. 
436 | Whatever happens in the world and no matter how powerful human forces 
437 | influence the course of history, the organism of society invariably produces a 
438 | cycle of evolutionary transformation - adaptable change. It becomes more 
439 | perfect and this process takes place, first of all, not in the stands of debates, 
440 | financial and economic congresses and other hypocritical places, but in the 
441 | minds of people, from the beginning in isolated cases, then gaining momentum, 
442 | becomes stronger in society and developing in a spiral.
443 |  And of course, all this development is accompanied and approved by the 
444 | emergence of revolutionary, fundamental, philosophical, legal and technical 
445 | documents and products, which are various moments of a single dialectic of the 
446 | development of global socio-economic relations, systematizing and developing it 
447 | to the limit required for the transition to a new stage of development.
448 |  We live in the era of cybersocialization of the economy - the transition of society 
449 | to a new, conscious level of global interaction, management and development. 
450 | This neologism quite accurately defines the possibilities of reorganization and 
451 | transformation of society into a global, highly efficient, thinking socio-economic 
452 | structure endowed with a collective mind, open to us today.
453 | GyberExperiment is an experiment in the field of cryptography, computer 
454 | science, sociology and economics to create a Cyber-social corporation - a new 
455 | form of socio-economic interaction - a new form of economic unit.
456 |  GyberComputer is a private distributed computing network of the community, 
457 | where the necessary functionality for the activities of the participants of the 
458 | experiment will be deployed.
459 |  Gybernet is a secure community blockchain used by the platform to ensure the 
460 | security and transparency of the experiment.
461 |  GyberToken of the GYBER community, necessary for interaction with the 
462 | GyberNet Blockchain and the distributed GyberComputer supercomputer. To get 
463 | GYBER, the burning of the main GBR token is necessary.
464 |  GyberCommunityToken GBR is a platform management token, the main 
465 | decision-making tool within the experiment. It is also used by the community as 
466 | a means of evaluating work on projects within the experiment. To participate in 
467 | the management, the wallet of the management token holder must be active, 
468 | the activity of wallets is checked by a special algorithm when allowed to vote and 
469 | sign the proposal.
470 |  MacroeconomicDao is a transparent system of interaction and decision-making 
471 | based on Blockchain and proven smart contracts in the Solidity language.
472 |  Objectives of the Experiment
473 |  To create a mechanism of direct socio-economic interaction belonging to all 
474 | participants, allowing to concentrate public and financial resources for the 
475 | implementation and management of even the most ambitious, global projects. 
476 | In fact, this is the implementation of a new form of economic unit, necessary to 
477 | create a new form of global socio-economic space.
478 |  Using the economic potential of the implemented projects for more effective 
479 | implementation of the following projects.
480 |  Main community projects
481 |  Gyber Social Platform
482 |  To meet the communication needs of the experiment at the start stage, first of 
483 | all, the main functionality of the Gyber Social Platform will be implemented - a 
484 | social network owned by all users, managed by them through the DAO and 
485 | expandable using the GitHub repository.
486 |  From the user's point of view, the starting model of the platform has the basic 
487 | functions of a social network, such as text and voice chats, hosting and sharing 
488 | videos and other types of files.
489 |  All the functions presented on the platform are implemented in accordance with 
490 | the ethics and philosophy of the Gybernaty community, which guarantees users
491 | the security and control of data, leaving the possibility of full encryption of the 
492 | account on the client side or encryption on the server using the client's public 
493 | key.
494 |  In addition to the main functions, the platform provides an opportunity for the 
495 | user to create projects for implementation as part of an experiment, becoming 
496 | its implementer.
497 |  The user can offer a ready-made project or just an idea and, together with the 
498 | community, develop it into a real project.
499 |  About the data
500 |  When designing and implementing the social platform, first of all, emphasis was 
501 | placed on data security and confidentiality of their storage. There are several 
502 | levels of data protection to choose from on the platform at the start-up 
503 | architecture stage.
504 |  The data is processed by a special algorithm that allows you to use encryption at 
505 | different levels and provide an almost absolute level of security for the client.
506 |  The platform stores all the bulk data in the IPFS network, in which nodes for 
507 | additional content creation are deployed as part of the experiment.
508 |  Architecture
509 |  The platform is designed as an open scalable structure with different data input 
510 | and output points with multiple cores. Each user will be able to write their own 
511 | code module (which can be included in the node and offered to those who wish) 
512 | or design a new feature so that it can be implemented in real production.
513 |  The code structure is managed through git hub repositories managed by the 
514 | community. Everyone can create their own module and distribute it to everyone.
515 |  Distribution
516 |  The modular architecture we are creating is a network of nodes with a set of 
517 | microservice containers. Each node can be supplemented with any existing 
518 | modules, or any required modules can be written and embedded in the 
519 | assembly of a specific node.
520 |  The platform practically does not store data on its servers. All massive user data is 
521 | uploaded to the IPFS network in open or encrypted form, and the user has 
522 | several levels of protection when encrypting their files. To maintain access to 
523 | unpopular files on the IPFS network, the platform provides a pinning service, 
524 | which is a network of IPFS nodes running in containers on the main nodes of the 
525 | Gybernet network.
526 |  The network also has a virtual machine that combines the power of all currently
527 | operating nodes.
528 |  Encryption
529 |  The platform provides three levels of user data protection, but even the weakest 
530 | level of protection provides optimal protection.
531 |  User data can be fully encrypted on the client side, providing 100% control over 
532 | the data for the user.
533 |  Only some data is encrypted on the client side, and the rest is transmitted to the 
534 | server for encryption with the key specified by the user.
535 |  Automatic mode configures the data protection algorithm by default.
536 |  The platform is built in such a way that users can control their data and have 
537 | confidential access to it.
538 |  Also, the main principle of the platform is community extensibility, since this is an 
539 | open source platform. Everyone can supplement it, and the community can 
540 | support one or another module of the supplement and distribute it over the 
541 | Gybernet network.
542 |  Stack
543 |  At the stack level, the network is a multilingual cross-platform containerized 
544 | cluster managed by a community of experiment participants.
545 |  Each node consists of isolated cores communicating with each other, 
546 | distributing the work received from the users of the Gyber Social Platform. Each 
547 | of the cores is responsible for its own layer of processes. Initially, the development 
548 | of the core core module is conducted in the Rust language. Each core has its 
549 | own auxiliary infrastructure, which is also run in isolation on separate containers. 
550 | As part of the experiment, parallel development of modules and cores is used to 
551 | determine the best stack for solving certain tasks and ensuring maximum 
552 | flexibility in the development of the platform architecture in the long term. 
553 | Modules for the platform can be written by anyone and in any way, but to be 
554 | included in the node and connected to the network, it must be checked by a 
555 | special test algorithm that will check its compatibility with the network and 
556 | whether it has the necessary functionality to ensure the operation of the node. 
557 | There is also an aspect of trust in a particular node, based on the activity and 
558 | connections of its owner within the experiment. The community should trust 
559 | every node. We call it Proof of Community. The management of the production 
560 | versions of the platform and the current state of the program code takes place 
561 | through the github repository and is controlled by the developer community.
562 | AiC (large-scale study of the field of artificial experiment)
563 |  A large-scale study of artificial intelligence, organized by the Gybernaty 
564 | community, which aims to create an open community for the development and 
565 | use of artificial intelligence (AI) models in the blockchain environment. Our 
566 | project uses the capabilities of DAO contracts to regulate the operation of these 
567 | models, ensuring transparency and openness in their development and use.
568 |  The problem we are solving is the high cost and complexity associated with the 
569 | development and use of artificial intelligence models, as well as problems related 
570 | to privacy and security when using these models in various fields. AiC offers a 
571 | solution by creating an open community, whose members can jointly create and 
572 | use artificial intelligence models in a blockchain environment. The use of DAO 
573 | contracts ensures transparency, openness and regulation of artificial intelligence 
574 | models.
575 |  The advantages of AiC are the ability of participants to share knowledge and 
576 | experience by creating and using artificial intelligence models in a blockchain 
577 | environment with minimal costs. In addition, the use of DAO contracts increases 
578 | security and transparency throughout the entire process.
579 |  AiC can be used for both commercial and non-commercial purposes, allowing 
580 | you to create artificial intelligence models in various fields, such as medicine, 
581 | finance, transport and much more.
582 |  To develop high-quality artificial intelligence models, we use a number of 
583 | programming languages, including Python, C++, Java and others. We use 
584 | popular libraries and frameworks such as TensorFlow, PyTorch, Keras, Scikit-learn 
585 | and OpenCV. These tools allow us to create and train artificial intelligence 
586 | models, perform tasks such as deep learning, machine learning, computer vision 
587 | and much more.
588 |  Blockchain technology plays a vital role in our project, as we strive to create 
589 | decentralized artificial intelligence models that can run on the blockchain and 
590 | be used in various applications. We use blockchain platforms such as Ethereum, 
591 | Polkadot, Solana and others to develop decentralized applications and smart 
592 | contracts that regulate the operation of our artificial intelligence models.
593 |  Using DAO contracts, we give network participants the opportunity to make 
594 | decisions regarding the development and use of an artificial intelligence model, 
595 | as well as the fair distribution of rewards among participants. In addition, we are 
596 | studying the application of machine learning technology to improve the
597 | functioning of blockchain networks and increase the efficiency of decentralized 
598 | applications.
599 |  Internal functioning
600 |  To move the project into the accumulation phase, it is necessary to burn GBR 
601 | tokens by 0.1% of the required amount for the implementation of the project.
602 |  The transition process consists in issuing a limited number of internal tokens of a 
603 | specific project, for sale at a price of 1 BUSD.
604 |  The maximum amount for the implementation of the project is also limited by 
605 | the reputation of the implementer or the general reputation of the 
606 | implementers of one project.
607 |  Participants gain a reputation as a result of live activity in the experiment: 
608 | posting and discussing projects, participating in financing and implementing 
609 | projects.
610 |  Reputation can also be obtained as a result of the Gyber token staking.
611 |  There are no restrictions on assets received from the sale of wrapped tokens of 
612 | the project.
613 |  Project implementers can freely dispose of assets by following the 
614 | documentation and roadmap of the project.
615 |  Assets received from the sale of wrapped tokens are unblocked in parts or 
616 | completely by a simple signature of a single or several implementers of one 
617 | project, which are determined at the time of the project proposal and the release 
618 | of internal tokens of a particular project.
619 |  Staking is a universal tool within the framework of the project. With its help, you 
620 | can improve the reputation of participants and receive passive income.
621 |  As part of the experiment, two staking options are provided:
622 |  GyberToken = 0.00000000007% of the total income of all projects in Gyber 
623 | tokens.
624 |  Internal project tokens = 10 / [total number of tokens issued by the project] % 
625 | from the income of a specific project.
626 |  The minimum term of staking is 1 year
627 |  Organization
628 |  The community is built on the basis of the personal and public interests of the 
629 | participants.
630 |  Participants are verified by means of an electronic signature.
631 | The maximum amount for the implementation of the project is also limited by 
632 | the reputation of the implementer or the general reputation of the 
633 | implementers of one project.
634 |  All important decisions in projects are made on the basis of the vote of the 
635 | implementers by means of electronic signatures.
636 |  Each implementer is an active economic unit, which can represent entire 
637 | companies in the real sector of the economy or even a set of organizations.
638 |  Responsibility
639 |  Each implementer is responsible to the entire community primarily by his 
640 | reputation and can be excluded from the experiment for unfair treatment.
641 |  Also, the implementer bears internal personal responsibility to other 
642 | implementers of a particular project.
643 |  The roles and tasks of the implementers within the projects are determined by 
644 | the implementers themselves, but the common task of all implementers is the 
645 | organization of the project and ensuring its functioning
646 |  Assets received from the sale of wrapped tokens are unblocked in parts or 
647 | completely by a simple signature of a single or several implementers of one 
648 | project, which are determined at the time of the project proposal and the release 
649 | of internal tokens of a particular project.
650 |  The order of interaction of participants
651 |  A discussion group is created for each project, where everyone can get in. 
652 | Further, private groups with a specific description can be created within the 
653 | general group to discuss the project, in which participants are allowed by the 
654 | implementers.
655 |  Private groups
656 |  The main form of organizing any work on a project within the framework of an 
657 | experiment. They are used for discussion and concrete work on the 
658 | implementation of the project in the circle necessary for a specific task.
659 |  The circle of participants in a particular private group is strictly limited to the 
660 | participants required to solve a specific task.
661 |  Private groups can also be created inside already existing private groups, which 
662 | provides a more subtle interaction within a specific topic.
663 | The Macroeconomic Dao
664 |  Ecosystem
665 |  Each Dao in the ecosystem involves the implementation of a specific project, 
666 | enterprise, event, decision-making or any other public action proposed by the 
667 | community of experiment participants and developers.
668 |  Social DAOs are used for making decisions within the community and organizing 
669 | any social events within the community. They do not concern either business 
670 | ideas or external public projects. It can be just a vote for some proposal, or a 
671 | collection of resources (public and material) for some internal event or a charity 
672 | gathering.
673 |  The current state of the code of the entire platform is supported by the state of 
674 | the main branch of the repository on GitHub, in order to make changes to which 
675 | it is required to pass a Code DAO vote. In this way, decentralized management of 
676 | the global code structure is carried out.All members of the developer community 
677 | can be Code Dao initiators.
678 |  Commerce DAO is a simple implementation of the concept of crowdinvesting, 
679 | where entrepreneurs and enthusiasts can offer a business idea or a real business 
680 | plan for implementation at the expense of investors, in turn, investors get the 
681 | opportunity to consume the products of the implemented project on exclusive 
682 | terms and the opportunity to receive a share of the profits of the implemented 
683 | project.
684 |  Economic DAO is a completely new concept of organizing public financing, 
685 | project management and socio-economic interaction, which allows 
686 | accumulating social, financial and economic resources for the most effective 
687 | implementation of any relevant public projects and ideas.
688 |  Practical logic of organization and self-management of users
689 |  At the first level, the system is a peer-to-peer structure consisting of all users of 
690 | the community who have equal privileges and own equal parts of a common 
691 | active resource representing the aggregate, creative and economic potential of 
692 | the community.
693 |  The main application function of the community is effective interaction with the 
694 | aim of realizing the interests, ideas and projects of all users, increasing the overall 
695 | active resource of the community, developing the community and users.
696 | Using the functionality of the extensible creative platform Gyber Social, users can 
697 | safely communicate, share relevant information, propose ideas and projects for 
698 | implementation and work collectively on all stages of project implementation 
699 | and management. The platform includes all the necessary functionality for news 
700 | exchange, communication and teamwork on projects, and its architecture is built 
701 | in such a way that it ensures the security of user data and the ability to control 
702 | them directly from users and is comprehensively and easily expanded by users 
703 | directly or through collective interaction.
704 |  The main method of user interaction is shared spaces: news, messages, ideas and 
705 | projects, which are shared thematic folders in which each user can create folders 
706 | with content, thereby sharing news, messages, ideas and projects with the 
707 | community.
708 |  News, messages, discussions of ideas and projects added by users to shared 
709 | spaces represent the main content, which, in turn, can form its own internal 
710 | directory tree, access rights to which are determined by the administrators of the 
711 | main content.
712 |  Internal catalogs of the main content are directly related to the subject of the 
713 | main content and constitute its internal interactive user interaction environment.
714 |  When the main content is added to any of the fields, a child directory is created 
715 | in the root of a specific common field, and the author becomes its director (main 
716 | implementer) and can assign administrators (additional implementers), groups, 
717 | access rights to it and change them. Also, each child directory in a specific field 
718 | must have some mandatory attributes and some additional ones. These 
719 | attributes are determined based on the thematic features of each of the 
720 | common fields.
721 |  The concept of socio-economic selection
722 |  Basic concepts:
723 |  A new kind of financial community is a peer–to-peer community of people 
724 | organized for effective interaction in order to implement ideas and projects of 
725 | interest to them, at the expense of the collective capital of participants, 
726 | promotion and management of them, by means of advanced information 
727 | technologies and financial mechanisms.
728 | The social and investment circle is an unlimited number of members of a new 
729 | type of financial community interested in the implementation of a specific idea 
730 | and project.
731 |  The active group (the core of the provision) is the optimal number of participants 
732 | from among the social and investment circle who want to actively participate in 
733 | the implementation of a specific idea and project.
734 |  A professional coordination group is an auxiliary administrative resource of a new 
735 | type of financial community, hired for a fee from professionals, which may 
736 | consist of both community members and non–community members. The main 
737 | task is professional assistance, ensuring the project activities of active groups.
738 |  Social relevance is a project parameter directly determined by the sufficiency of 
739 | the number of participants in the social and investment circle for the 
740 | implementation of the project at the expense of the collective capital of 
741 | participants on the principle of minimum individual participation.
742 |  The threshold of social relevance is the ratio of the cost of implementing a 
743 | project and the number of participants in the social and investment circle 
744 | sufficient for its implementation at the expense of the collective capital of 
745 | participants on the principle of minimum individual participation in financing.
746 |  The collective capital (of the participants) is the total investment ability of the 
747 | participants interested in the implementation of a particular project.
748 |  The principle of minimum individual participation (in financing)
749 |  is a principle in which the full cost of the project is distributed equally to all 
750 | participants in financing, and the amount of individual participation in financing 
751 | is determined by the minimum possible size, that is, it decreases as the number 
752 | of participants increases until the threshold of the relevance of the project is 
753 | passed.
754 |  Interaction Properties of User spaces The main functional workspace of the 
755 | expandable creative platform is the project space. It forms projects from the 
756 | ideas of the community, offers interesting projects for implementation, discusses 
757 | projects, and direct intellectual work on the implementation and management 
758 | of projects. The main concept of the project field is the 
759 | idea-project-implementation model, a pipeline that accepts relevant ideas for 
760 | collective implementation at the entrance, forms concrete, ready-to-implement
761 | projects based on them and implements them at the expense of an actual 
762 | community resource, which is formed by the ratio of the total active community 
763 | resource and the number of users interested in implementing a specific project. 
764 | After the initial formation of the project, it is discussed and as interest in the 
765 | project grows from the community, the Director determines the active project 
766 | group, which will be engaged mainly in the intellectual management of the 
767 | project. Project financing is based on the principle of minimal individual 
768 | participation, which is described in detail in the community concept sheet. The 
769 | main content in the general project space is a social and investment circle 
770 | consisting of users interested in the implementation of a specific project. The 
771 | circle may consist of users with different attitudes to the project, for example, an 
772 | active group, a passive group, which in turn, if necessary, may have their own 
773 | internal gradations. The final structure of the circle is individual and comes from 
774 | the internal qualities of the project and the external conditions of 
775 | implementation. The main distinguishing quality of the social and investment 
776 | circle, after the final formation of a specific project, is the unconditional unity of 
777 | its participants. The circle includes and consists exclusively of those users who are 
778 | interested in implementing a specific project. If internal contradictions arise 
779 | among the participants of the social and investment circle, a separate discussion 
780 | is held in a special directory within the circle, where the main contradictions are 
781 | identified in order to form a unified solution for the implementation of the 
782 | project that meets the interests of the overwhelming majority of participants. If 
783 | this is not possible, the project can always be divided into several independent 
784 | ones and identify the most relevant one for implementation on the principle of 
785 | minimum individual participation in financing.
786 | 
787 | 


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