Upload folder using huggingface_hub

.env.example

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+# API Keys
+OPENAI_API_KEY=your_openai_api_key_here
+ANTHROPIC_API_KEY=your_anthropic_api_key_here
+
+# Database
+DATABASE_URL=sqlite:///./data/burme_coder.db
+
+# Cache
+CACHE_DIR=./data/cache
+CACHE_TTL=3600
+
+# Animation Settings
+ANIMATION_SPEED=0.05
+ANIMATION_COLOR=true
+
+# Knowledge Base
+KNOWLEDGE_DIR=./data/knowledge
+ENABLE_WEB_UPDATE=false
+
+# Logging
+LOG_LEVEL=INFO
+LOG_FILE=./logs/burme_coder.log

README.md

@@ -1,88 +1,129 @@
----
-annotations_creators:
-- no-annotation
-language:
-- my
-- en
-license: mit
-multilinguality:
-- multilingual
-size_categories:
-- n<1K
-task_categories:
-- text-generation
-task_ids:
-- instruction-tuning
-configs:
-- config_name: default
-  data_files:
-  - split: train
-    path: data/train-*
-dataset_info:
-  features:
-  - name: system
-    dtype: large_string
-  - name: instruction
-    dtype: large_string
-  - name: response
-    dtype: large_string
-  splits:
-  - name: train
-    num_bytes: 210606
-    num_examples: 302
-  download_size: 81189
-  dataset_size: 210606
----
-
-# burme-coder-max
-
-A coder-focused dataset with strong Burmese (Myanmar) language support for training AI coding assistants.
-
-## Dataset Description
-
-This dataset is designed for training AI coding assistants with:
-- **Bilingual support** (Burmese + English)
-- **Comprehensive coding examples** covering multiple programming languages
-- **Practical, real-world scenarios**
-- **Detailed explanations in Burmese**
-
-## Dataset Structure
-
-| Field | Type | Description |
-|-------|------|-------------|
-| system | string | System prompt (bilingual coder behavior) |
-| instruction | string | User's coding task in Burmese or English |
-| response | string | Complete code solution with Burmese explanations |
-
-## Programming Languages Covered
-
-- Python
-- JavaScript / Node.js
-- TypeScript / React
-- SQL
-- Go
-- Django REST Framework
-- Docker
-- Git
-
-## Usage
+# 🧑‍💻 Burme-Coder-Max
+
+Expert Myanmar AI coding agent - မြန်မာဘာသာဖြင့် ကုဒ်ရေးသင်တန်း AI Agent
+
+## 🎯 အဓိက လုပ်ဆောင်ချက်များ
+
+- **🗣️ မြန်မာဘာသာ**: မြန်မာစာနဲ့ ကုဒ်ရေးသင်တန်း ပေးနိုင်
+- **💻 Code Examples**: Python, JavaScript, TypeScript, SQL, Go, Rust နဲ့ အခြားဘာသာစကားများ
+- **✨ Terminal Animations**: Spinners, progress bars, particle effects
+- **📚 Knowledge Base**: Local markdown files + web updates
+- **🔄 Auto Update**: Web scraping ကနေ knowledge update
+
+## 📦 Installation
+
+```bash
+pip install burme-coder-max
+```
+
+သို့မဟုတ် source ကနေ install:
+
+```bash
+git clone https://github.com/amkyawdev/burme-coder-max.git
+cd burme-coder-max
+pip install -e .
+```
+
+## 🚀 Usage
+
+### CLI Mode
+
+```bash
+burme-coder ask "Python list sorting လုပ်နည်း"
+```
+
+### Interactive Mode
+
+```bash
+burme-coder interactive
+```
+
+### Train Mode
+
+```bash
+burme-coder train --data ./data/trajectories
+```
+
+## 📁 Project Structure
+
+```
+burme-coder-max/
+├── src/
+│   ├── core/           # Agent logic
+│   ├── cli/            # Command line
+│   ├── animations/     # Terminal animations
+│   ├── ui/             # User interface
+│   ├── knowledge/      # Knowledge base
+│   └── utils/          # Utilities
+├── data/
+│   ├── knowledge/      # Markdown files
+│   └── trajectories/   # Training data
+└── tests/              # Unit tests
+```
+
+## 🎨 Animations
+
+```python
+from animations import Spinner, ProgressBar, TypingEffect
+
+# Spinner
+with Spinner("Loading..."):
+    do_something()
+
+# Progress Bar
+for i in ProgressBar(range(100), description="Processing"):
+    process(i)
+```
+
+## 🙏 Thanking System
+
+```python
+from ui.thanking import ThankYou, Appreciation
+
+# Simple thank you
+ThankYou.show()
+
+# Detailed appreciation
+Appreciation.show("Python decorator")
+```
+
+## 📚 Knowledge Base
 
 ```python
-from datasets import load_dataset
+from knowledge import LocalKB, WebUpdater
 
-dataset = load_dataset("amkyawdev/burme-coder-max")
-train_data = dataset['train']
+# Local search
+kb = LocalKB()
+results = kb.search("python decorators")
 
-# Access an example
-example = train_data[0]
-print(example['instruction'])
-print(example['response'])
+# Web update
+updater = WebUpdater()
+updater.update_from_web()
 ```
 
-## Version
+## ⚙️ Configuration
+
+`.env.example` ကို `.env` အနေဖြင့် ကော်ပြန်ပြင်:
+
+```bash
+cp .env.example .env
+# Then edit .env with your API keys
+```
+
+## 🧪 Testing
+
+```bash
+pytest tests/ -v
+```
+
+## 📄 License
+
+MIT License - အသုံးပြုခွင့်အခ� Free
 
-1.0.1 (Updated with Burmese content)
+## 👨‍💻 Author
 
-## License
+**amkyawdev** - AI Developer
 
-MIT License
+- 🌐 Website: https://amkyawdev.com
+- 💻 GitHub: https://github.com/amkyawdev
+- 🤗 HuggingFace: https://huggingface.co/amkyawdev

data/knowledge/skills/git_skills.md

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+# Git Skills
+
+## Setup & Config
+
+```bash
+# Configure user
+git config --global user.name "Your Name"
+git config --global user.email "your@email.com"
+
+# Configure editor
+git config --global core.editor vim
+
+# List config
+git config --list
+```
+
+## Basic Commands
+
+### Status & Logs
+```bash
+git status              # Show working tree status
+git status -s          # Short format
+git log                # Show commit history
+git log --oneline      # Compact log
+git log -n 5           # Last 5 commits
+git log --graph        # Visual branch graph
+```
+
+### Add & Commit
+```bash
+git add file.txt              # Stage single file
+git add .                     # Stage all changes
+git add -p                   # Interactive staging
+git commit -m "message"      # Commit with message
+git commit -am "message"     # Add + commit (tracked files)
+git commit --amend           # Modify last commit
+```
+
+### Branching
+```bash
+git branch                    # List branches
+git branch feature/login      # Create branch
+git checkout feature/login    # Switch to branch
+git switch -c feature/login   # Create and switch (modern)
+git branch -d feature/login  # Delete branch
+git branch -m new-name       # Rename current branch
+```
+
+### Merging
+```bash
+git checkout main
+git merge feature/login       # Merge feature into main
+git merge --no-ff feature    # No fast-forward merge
+git merge --squash feature   # Squash commits
+```
+
+### Rebasing
+```bash
+git rebase main              # Rebase onto main
+git rebase -i HEAD~3         # Interactive rebase
+git rebase --continue
+git rebase --abort
+```
+
+## Remote Operations
+
+### Push & Pull
+```bash
+git push origin main         # Push to remote
+git push -u origin feature   # Push with upstream
+git push --force             # Force push (use carefully)
+git pull                    # Pull and merge
+git pull --rebase           # Pull with rebase
+git fetch                   # Fetch without merge
+```
+
+### Remote Management
+```bash
+git remote -v               # List remotes
+git remote add origin url    # Add remote
+git remote remove origin    # Remove remote
+git remote rename origin upstream
+```
+
+## Advanced Operations
+
+### Stashing
+```bash
+git stash                   # Stash changes
+git stash pop              # Apply and remove stash
+git stash apply            # Apply without removing
+git stash list             # List stashes
+git stash drop             # Delete stash
+git stash -u               # Include untracked files
+```
+
+### Resetting
+```bash
+git reset HEAD~1           # Reset to commit before last
+git reset --soft HEAD~1    # Keep changes staged
+git reset --hard HEAD~1    # Discard all changes
+```
+
+### Cherry Picking
+```bash
+git cherry-pick abc123      # Cherry-pick single commit
+git cherry-pick abc123 def456  # Multiple commits
+```
+
+### Tagging
+```bash
+git tag v1.0.0             # Create tag
+git tag -a v1.0.0 -m "Release 1.0"  # Annotated tag
+git push origin v1.0.0     # Push tag
+git tag -d v1.0.0           # Delete local tag
+```
+
+## Workflow Examples
+
+### Feature Branch Workflow
+```bash
+git checkout -b feature/new-feature
+# Make changes
+git add .
+git commit -m "Add new feature"
+git push -u origin feature/new-feature
+# Create PR on GitHub/GitLab
+# After PR merged
+git checkout main
+git pull origin main
+git branch -d feature/new-feature
+```
+
+### Hotfix Workflow
+```bash
+git checkout main
+git pull
+git checkout -b hotfix/bug-fix
+# Fix the bug
+git commit -am "Fix critical bug"
+git checkout main
+git merge --no-ff hotfix/bug-fix
+git push origin main
+git branch -d hotfix/bug-fix
+```
+
+## Finding & Fixing Issues
+
+### Blame & Show
+```bash
+git blame file.txt         # Show who changed what
+git show abc123            # Show commit details
+git show abc123:file.txt   # Show file at commit
+```
+
+### Bisect (Find Bug)
+```bash
+git bisect start
+git bisect bad HEAD
+git bisect good abc123
+# Test...
+git bisect good  # or git bisect bad
+git bisect reset
+```
+
+### Diff
+```bash
+git diff                    # Unstaged changes
+git diff --staged          # Staged changes
+git diff HEAD~1            # vs previous commit
+git diff main...feature    # Changes in feature branch
+```

data/knowledge/skills/javascript_skills.md

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+# JavaScript Skills
+
+## Variables & Types
+
+### Variables
+```javascript
+// Variables
+let name = "JavaScript";
+const PI = 3.14159;
+var oldStyle = "deprecated";
+
+// Types
+typeof name; // "string"
+typeof 42;   // "number"
+typeof true;  // "boolean"
+```
+
+## Functions
+
+### Regular Function
+```javascript
+function greet(name) {
+    return `Hello, ${name}!`;
+}
+```
+
+### Arrow Function
+```javascript
+const greet = (name) => `Hello, ${name}!`;
+
+// Multi-line
+const multiply = (a, b) => {
+    return a * b;
+};
+```
+
+### Callback
+```javascript
+const processData = (data, callback) => {
+    const result = doSomething(data);
+    callback(result);
+};
+```
+
+## Arrays
+
+### Array Methods
+```javascript
+const arr = [1, 2, 3, 4, 5];
+
+// map - transform
+arr.map(x => x * 2); // [2, 4, 6, 8, 10]
+
+// filter - select
+arr.filter(x => x > 2); // [3, 4, 5]
+
+// reduce - accumulate
+arr.reduce((sum, x) => sum + x, 0); // 15
+
+// find - search
+arr.find(x => x === 3); // 3
+
+// forEach - iterate
+arr.forEach(x => console.log(x));
+```
+
+## Objects & Destructuring
+
+### Object
+```javascript
+const person = {
+    name: "John",
+    age: 30,
+    greet() {
+        return `Hello, I'm ${this.name}`;
+    }
+};
+
+// Access
+person.name;
+person['age'];
+```
+
+### Destructuring
+```javascript
+const { name, age } = person;
+const [first, second] = arr;
+```
+
+## Async/Await & Promise
+
+### Promise
+```javascript
+const fetchData = () => {
+    return new Promise((resolve, reject) => {
+        setTimeout(() => {
+            resolve("data");
+        }, 1000);
+    });
+};
+```
+
+### Async/Await
+```javascript
+const getData = async () => {
+    try {
+        const response = await fetch(url);
+        const data = await response.json();
+        return data;
+    } catch (error) {
+        console.error(error);
+    }
+};
+```
+
+### Promise.all
+```javascript
+const [result1, result2] = await Promise.all([
+    fetch(url1),
+    fetch(url2)
+]);
+```
+
+## Common Patterns
+
+### Optional Chaining
+```javascript
+const value = obj?.nested?.property ?? "default";
+```
+
+### Nullish Coalescing
+```javascript
+const value = input ?? "default value";
+```
+
+### Spread Operator
+```javascript
+const merged = { ...obj1, ...obj2 };
+const combined = [...arr1, ...arr2];
+```

data/knowledge/skills/python_skills.md

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+# Python Skills
+
+## Python Basics
+
+### Variables
+```python
+name = "Python"
+age = 25
+is_active = True
+```
+
+### Data Types
+- **int** - Integer: `42`
+- **float** - Decimal: `3.14`
+- **str** - String: `"Hello"`
+- **bool** - Boolean: `True/False`
+- **list** - List: `[1, 2, 3]`
+- **dict** - Dictionary: `{"key": "value"}`
+
+### Functions
+```python
+def greet(name: str) -> str:
+    """Return a greeting message."""
+    return f"Hello, {name}!"
+
+# Lambda function
+square = lambda x: x ** 2
+```
+
+### Control Flow
+```python
+if condition:
+    do_something()
+elif other_condition:
+    do_other()
+else:
+    do_default()
+```
+
+### Loops
+```python
+# For loop
+for item in items:
+    print(item)
+
+# While loop
+while condition:
+    do_something()
+```
+
+## Advanced Topics
+
+### Decorators
+```python
+def my_decorator(func):
+    def wrapper():
+        print("Before")
+        func()
+        print("After")
+    return wrapper
+
+@my_decorator
+def say_hello():
+    print("Hello!")
+```
+
+### Classes
+```python
+class Person:
+    def __init__(self, name: str, age: int):
+        self.name = name
+        self.age = age
+    
+    def __str__(self) -> str:
+        return f"{self.name}, {self.age} years old"
+```
+
+### Exception Handling
+```python
+try:
+    result = risky_operation()
+except ValueError as e:
+    print(f"Error: {e}")
+finally:
+    cleanup()
+```
+
+### List Comprehensions
+```python
+squares = [x**2 for x in range(10)]
+evens = [x for x in range(20) if x % 2 == 0]
+```
+
+### Context Managers
+```python
+with open('file.txt', 'r') as f:
+    content = f.read()
+```
+
+### Async/Await (asyncio)
+```python
+import asyncio
+
+async def fetch_data():
+    await asyncio.sleep(1)
+    return "data"
+```

data/knowledge/skills/react_skills.md

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+# React Skills
+
+## Hooks
+
+### useState
+```jsx
+import { useState } from 'react';
+
+function Counter() {
+    const [count, setCount] = useState(0);
+    
+    return (
+        <div>
+            <p>Count: {count}</p>
+            <button onClick={() => setCount(count + 1)}>
+                Increment
+            </button>
+        </div>
+    );
+}
+```
+
+### useEffect
+```jsx
+import { useState, useEffect } from 'react';
+
+function DataFetcher({ url }) {
+    const [data, setData] = useState(null);
+    const [loading, setLoading] = useState(true);
+    
+    useEffect(() => {
+        fetch(url)
+            .then(res => res.json())
+            .then(data => {
+                setData(data);
+                setLoading(false);
+            });
+    }, [url]);
+    
+    return loading ? <p>Loading...</p> : <div>{data}</div>;
+}
+```
+
+### useContext
+```jsx
+import { createContext, useContext } from 'react';
+
+const ThemeContext = createContext('light');
+
+function App() {
+    return (
+        <ThemeContext.Provider value="dark">
+            <Child />
+        </ThemeContext.Provider>
+    );
+}
+
+function Child() {
+    const theme = useContext(ThemeContext);
+    return <div className={theme}>Theme: {theme}</div>;
+}
+```
+
+### useReducer
+```jsx
+import { useReducer } from 'react';
+
+const initialState = { count: 0 };
+
+function reducer(state, action) {
+    switch (action.type) {
+        case 'increment':
+            return { count: state.count + 1 };
+        case 'decrement':
+            return { count: state.count - 1 };
+        default:
+            return state;
+    }
+}
+
+function Counter() {
+    const [state, dispatch] = useReducer(reducer, initialState);
+    
+    return (
+        <div>
+            <p>{state.count}</p>
+            <button onClick={() => dispatch({ type: 'increment' })}>
+                +
+            </button>
+        </div>
+    );
+}
+```
+
+### Custom Hooks
+```jsx
+function useLocalStorage(key, initialValue) {
+    const [storedValue, setStoredValue] = useState(() => {
+        try {
+            const item = window.localStorage.getItem(key);
+            return item ? JSON.parse(item) : initialValue;
+        } catch (error) {
+            return initialValue;
+        }
+    });
+
+    const setValue = (value) => {
+        setStoredValue(value);
+        window.localStorage.setItem(key, JSON.stringify(value));
+    };
+
+    return [storedValue, setValue];
+}
+```
+
+## Components
+
+### Functional Component
+```jsx
+function Welcome({ name, age }) {
+    return (
+        <div className="welcome">
+            <h1>Hello, {name}!</h1>
+            <p>Age: {age}</p>
+        </div>
+    );
+}
+```
+
+### Props
+```jsx
+// Parent
+<Welcome name="John" age={30} />
+
+// Child - receieves props
+function Welcome(props) {
+    return <h1>Hello {props.name}</h1>;
+}
+```
+
+## Forms
+
+### Controlled Input
+```jsx
+function Form() {
+    const [name, setName] = useState('');
+    
+    const handleSubmit = (e) => {
+        e.preventDefault();
+        console.log(name);
+    };
+    
+    return (
+        <form onSubmit={handleSubmit}>
+            <input 
+                value={name}
+                onChange={(e) => setName(e.target.value)}
+            />
+            <button type="submit">Submit</button>
+        </form>
+    );
+}
+```

data/knowledge/skills/sql_skills.md

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+# SQL Skills
+
+## Basic Queries
+
+### SELECT
+```sql
+-- All columns
+SELECT * FROM users;
+
+-- Specific columns
+SELECT name, email, created_at FROM users;
+
+-- With alias
+SELECT name AS user_name FROM users;
+```
+
+### WHERE
+```sql
+SELECT * FROM products WHERE price > 100;
+
+SELECT * FROM users 
+WHERE age >= 18 AND status = 'active';
+
+SELECT * FROM orders 
+WHERE created_at BETWEEN '2024-01-01' AND '2024-12-31';
+```
+
+### ORDER BY
+```sql
+SELECT * FROM products 
+ORDER BY price ASC;
+
+SELECT * FROM users 
+ORDER BY created_at DESC, name ASC;
+```
+
+### LIMIT
+```sql
+SELECT * FROM users LIMIT 10;
+
+SELECT * FROM products 
+ORDER BY price DESC LIMIT 5;
+```
+
+## JOIN Operations
+
+### INNER JOIN
+```sql
+SELECT u.name, o.order_id, o.total
+FROM users u
+INNER JOIN orders o ON u.id = o.user_id;
+```
+
+### LEFT JOIN
+```sql
+SELECT u.name, o.order_id
+FROM users u
+LEFT JOIN orders o ON u.id = o.user_id;
+```
+
+### RIGHT JOIN
+```sql
+SELECT u.name, o.order_id
+FROM users u
+RIGHT JOIN orders o ON u.id = o.user_id;
+```
+
+### Multiple JOINs
+```sql
+SELECT u.name, o.order_id, p.product_name
+FROM users u
+INNER JOIN orders o ON u.id = o.user_id
+INNER JOIN order_items oi ON o.id = oi.order_id
+INNER JOIN products p ON oi.product_id = p.id;
+```
+
+## Aggregations
+
+### COUNT, SUM, AVG, MIN, MAX
+```sql
+SELECT COUNT(*) FROM users;
+SELECT SUM(amount) FROM orders;
+SELECT AVG(price) FROM products;
+SELECT MIN(created_at) FROM orders;
+SELECT MAX(price) FROM products;
+```
+
+### GROUP BY
+```sql
+SELECT category, COUNT(*) as count
+FROM products
+GROUP BY category;
+
+SELECT user_id, SUM(total) as total_spent
+FROM orders
+GROUP BY user_id
+HAVING SUM(total) > 1000;
+```
+
+## Subqueries
+```sql
+-- In WHERE
+SELECT * FROM products
+WHERE price > (SELECT AVG(price) FROM products);
+
+-- In FROM
+SELECT category, avg_price
+FROM (
+    SELECT category, AVG(price) as avg_price
+    FROM products
+    GROUP BY category
+) AS stats;
+```
+
+## INSERT, UPDATE, DELETE
+
+### INSERT
+```sql
+INSERT INTO users (name, email, age)
+VALUES ('John', 'john@email.com', 25);
+
+INSERT INTO users (name, email)
+SELECT name, email FROM temp_users;
+```
+
+### UPDATE
+```sql
+UPDATE users 
+SET age = 26, status = 'active'
+WHERE id = 1;
+```
+
+### DELETE
+```sql
+DELETE FROM users WHERE id = 1;
+
+DELETE FROM orders 
+WHERE created_at < '2024-01-01';
+```
+
+## Common Patterns
+
+### Finding Duplicates
+```sql
+SELECT email, COUNT(*) as count
+FROM users
+GROUP BY email
+HAVING COUNT(*) > 1;
+```
+
+### Second Highest
+```sql
+SELECT MAX(salary) FROM employees
+WHERE salary < (SELECT MAX(salary) FROM employees);
+
+-- Or using OFFSET
+SELECT salary FROM employees
+ORDER BY salary DESC LIMIT 1 OFFSET 1;
+```
+
+### Date Functions
+```sql
+SELECT DATE(created_at) as date, COUNT(*) as orders
+FROM orders
+GROUP BY DATE(created_at);
+
+SELECT * FROM orders
+WHERE EXTRACT(YEAR FROM created_at) = 2024;
+```
+
+### Case Statement
+```sql
+SELECT name,
+    CASE 
+        WHEN age < 18 THEN 'Minor'
+        WHEN age < 65 THEN 'Adult'
+        ELSE 'Senior'
+    END as age_group
+FROM users;
+```

data/knowledge/updates/changelog_v1.0.md

@@ -0,0 +1,58 @@
+# Changelog v1.0.0
+
+## Version 1.0.0 - Initial Release
+**Date:** January 1, 2025
+
+### New Features
+- ✅ Core agent functionality
+- ✅ Myanmar language support
+- ✅ Terminal animations (spinners, progress bars)
+- ✅ Knowledge base with markdown files
+- ✅ Interactive CLI mode
+- ✅ Local knowledge search
+- ✅ Code validation
+
+### Modules Added
+- `src/core/` - Agent, executor, validator
+- `src/cli/` - Command line interface
+- `src/animations/` - Terminal animations
+- `src/ui/` - User interface components
+- `src/knowledge/` - Knowledge management
+- `src/utils/` - Utility functions
+
+### Skills Coverage
+- Python
+- JavaScript
+- TypeScript
+- React
+- SQL
+- Git
+- REST API
+- WebSocket
+- GraphQL
+
+### Known Issues
+- None
+
+---
+
+## Version 0.9.0 - Beta Preview
+**Date:** December 15, 2024
+
+### Features
+- Prototype agent
+- Basic animations
+- Initial skill set
+
+### Changes
+- Migrated to argparse → Click
+- Added Rich library for better UI
+
+---
+
+## Version 0.5.0 - Alpha
+**Date:** December 1, 2024
+
+### Initial Development
+- Project setup
+- Basic structure

data/knowledge/updates/deprecations.md

@@ -0,0 +1,127 @@
+# Deprecations
+
+## Overview
+
+This document tracks deprecated features and their removal schedule.
+
+---
+
+## Version 1.0.0 Deprecations
+
+### Legacy Animation API
+**Deprecated:** v1.0.0  
+**Will be removed:** v1.2.0
+
+Old way (deprecated):
+```python
+from animations import OldSpinner
+s = OldSpinner()
+s.start()
+```
+
+New way (recommended):
+```python
+from animations import Spinner
+with Spinner("Loading..."):
+    do_something()
+```
+
+---
+
+## Version 0.9.0 Deprecations
+
+### Python 3.7 Support
+**Deprecated:** v0.9.0  
+**Will be removed:** v2.0.0
+
+Python 3 support timeline:
+- Python 3.7 - Deprecated in v0.9.0
+- Python 3.8 - Supported
+- Python 3.9 - Supported
+- Python 3.10 - Supported
+- Python 3.11 - Supported
+- Python 3.12 - Planned support
+
+### Legacy CLI format
+**Deprecated:** v0.9.0  
+**Will be removed:** v1.1.0
+
+Old CLI (deprecated):
+```bash
+burme-coder run "question"
+```
+
+New CLI (recommended):
+```bash
+burme-coder ask "question"
+```
+
+---
+
+## Migration Guides
+
+### From v0.9.x to v1.0.0
+
+1. **Update dependencies:**
+   ```bash
+   pip install --upgrade burme-coder-max
+   ```
+
+2. **Update CLI commands:**
+   ```bash
+   # Old (deprecated)
+   burme-coder run "question"
+   
+   # New
+   burme-coder ask "question"
+   ```
+
+3. **Update animation imports:**
+   ```python
+   # Old (deprecated)
+   from animations import OldSpinner
+   
+   # New
+   from animations import Spinner
+   ```
+
+---
+
+## Removed Features
+
+### v1.0.0
+No features removed in v1.0.0 (initial release)
+
+### Planned Removals
+| Feature | Version | Reason |
+|---------|---------|--------|
+| OldSpinner class | v1.2.0 | Improved API |
+| Python 3.7 | v2.0.0 | Security |
+| Legacy CLI | v1.1.0 | Clarity |
+
+---
+
+## Best Practices
+
+1. Always use recommended patterns
+2. Check deprecation warnings
+3. Update before major version changes
+4. Report issues if migration is difficult
+
+### Enable Deprecation Warnings
+```python
+import warnings
+warnings.filterwarnings('default', category=DeprecationWarning)
+```
+
+---
+
+## Questions?
+
+If you have questions about deprecations:
+- 📧 Email: contact@amkyawdev.com
+- 💬 GitHub Discussions
+
+---
+
+*Last updated: January 2025*

data/knowledge/updates/roadmap.md

@@ -0,0 +1,98 @@
+# Project Roadmap
+
+## Overview
+
+This roadmap outlines the planned development for Burme-Coder-Max.
+
+---
+
+## Version 1.1.0 - Enhanced Animations
+**Target:** Q2 2025
+
+### Features
+- [ ] Particle effects with custom colors
+- [ ] Progress bar with ETA display
+- [ ] Terminal-based charts
+- [ ] Custom animation themes
+- [ ] Animation presets
+
+### Improvements
+- [ ] Faster animation rendering
+- [ ] Reduced CPU usage
+- [ ] Better cross-terminal support
+
+---
+
+## Version 1.2.0 - Web Interface
+**Target:** Q3 2025
+
+### Features
+- [ ] Web dashboard
+- [ ] REST API server
+- [ ] WebSocket real-time updates
+- [ ] User authentication
+- [ ] History tracking
+
+### Technical
+- [ ] FastAPI integration
+- [ ] Redis caching
+- [ ] PostgreSQL database
+- [ ] Docker deployment
+
+---
+
+## Version 1.3.0 - Advanced Intelligence
+**Target:** Q4 2025
+
+### Features
+- [ ] Code generation with GPT-4
+- [ ] Multi-model support
+- [ ] Context-aware suggestions
+- [ ] Learning from user feedback
+- [ ] Custom personality settings
+
+### Training
+- [ ] Fine-tuning on Myanmar code
+- [ ] Custom skill training
+- [ ] Domain-specific models
+
+---
+
+## Version 2.0.0 - Production Release
+**Target:** 2026
+
+### Infrastructure
+- [ ] Cloud deployment
+- [ ] Auto-scaling
+- [ ] CDN integration
+- [ ] SLA guarantees
+
+### Enterprise Features
+- [ ] Team collaboration
+- [ ] Organization management
+- [ ] Usage analytics
+- [ ] Custom branding
+- [ ] API rate limits
+
+---
+
+## Deprecation Timeline
+
+| Feature | Deprecated | Removed |
+|---------|------------|---------|
+| Old animation API | v1.0.0 | v1.2.0 |
+| Python 3.7 support | v1.1.0 | v2.0.0 |
+| Legacy CLI format | v1.0.0 | v1.1.0 |
+
+---
+
+## Feedback
+
+We value your input! Please share your feedback:
+- 📧 Email: contact@amkyawdev.com
+- 💬 GitHub Issues
+- 🤝 Community Discord
+
+---
+
+*Last updated: January 2025*

data/knowledge/updates/whats_new_2025.md

@@ -0,0 +1,67 @@
+# What's New in 2025
+
+## Latest Updates
+
+### January 2025 - v1.0.0 Release
+- 🎉 Full release with all core features
+- 📚 Comprehensive documentation
+- ✨ New terminal animations
+- 🔧 Improved code validator
+- 🌐 Web knowledge updater
+
+### December 2024 - v0.9.0 Beta
+- 🚀 Performance improvements
+- 🎨 Enhanced UI with Rich library
+- 💬 Better interactive mode
+- 🐛 Bug fixes
+
+---
+
+## Roadmap Highlights
+
+### Coming Soon (v1.1.0)
+- ⭐ Enhanced animation effects
+- 📱 Web interface
+- 🔌 REST API server
+
+### Planned (v1.2.0)
+- 🌐 Cloud sync
+- 🤖 Model fine-tuning
+- 📊 Analytics dashboard
+
+### Future (v2.0.0)
+- 🚀 Production deployment
+- 🔒 Enhanced security
+- 📦 Plugin system
+
+---
+
+## How to Stay Updated
+
+```bash
+# Check current version
+burme-coder --version
+
+# Update to latest
+pip install --upgrade burme-coder-max
+
+# View changelog
+burme-coder changelog
+```
+
+---
+
+## Community Highlights
+
+### Top Contributors
+Thank you to all contributors who helped shape this project!
+
+### Featured Projects
+Projects built with Burme-Coder-Max:
+- 🔨 Myanmar coding tutorials
+- 📚 Educational chatbots
+- 🎮 CLI productivity tools
+
+---
+
+*Last updated: January 2025*

data/knowledge/webs/graphql_basics.md

@@ -0,0 +1,216 @@
+# GraphQL Basics
+
+## What is GraphQL?
+
+GraphQL is a query language for APIs that allows clients to request exactly the data they need.
+
+## Core Concepts
+
+### Schema & Types
+```graphql
+type User {
+    id: ID!
+    name: String!
+    email: String
+    age: Int
+    posts: [Post!]!
+    createdAt: DateTime!
+}
+
+type Post {
+    id: ID!
+    title: String!
+    content: String
+    author: User!
+    comments: [Comment!]!
+}
+
+type Query {
+    user(id: ID!): User
+    users(limit: Int = 10): [User!]!
+    post(id: ID!): Post
+}
+
+type Mutation {
+    createUser(name: String!, email: String!): User!
+    updateUser(id: ID!, name: String): User!
+    deleteUser(id: ID!): Boolean!
+}
+
+type Subscription {
+    userCreated: User!
+    postUpdated(id: ID!): Post!
+}
+```
+
+### Queries
+```graphql
+# Fetch single user
+query GetUser($id: ID!) {
+    user(id: $id) {
+        name
+        email
+        posts {
+            title
+        }
+    }
+}
+
+# Fetch multiple users with filtering
+query GetUsers($limit: Int) {
+    users(limit: $limit) {
+        id
+        name
+        email
+    }
+}
+```
+
+### Mutations
+```graphql
+mutation CreateUser($name: String!, $email: String!) {
+    createUser(name: $name, email: $email) {
+        id
+        name
+    }
+}
+
+mutation UpdatePost($id: ID!, $title: String!) {
+    updatePost(id: $id, title: $title) {
+        id
+        title
+        updatedAt
+    }
+}
+```
+
+### Variables
+```json
+{
+    "id": "123",
+    "name": "John",
+    "email": "john@example.com"
+}
+```
+
+## Implementation (Node.js + Apollo)
+
+### Basic Server
+```javascript
+const { ApolloServer, gql } = require('apollo-server');
+const { GraphQLScalarType, Kind } = require('graphql');
+
+const typeDefs = gql`
+    scalar DateTime
+    
+    type User {
+        id: ID!
+        name: String!
+        email: String!
+        createdAt: DateTime!
+    }
+    
+    type Query {
+        users: [User!]!
+        user(id: ID!): User
+    }
+    
+    type Mutation {
+        createUser(name: String!, email: String!): User!
+    }
+    
+    type Subscription {
+        userCreated: User!
+    }
+`;
+
+const resolvers = {
+    DateTime: new GraphQLScalarType({
+        name: 'DateTime',
+        serialize(value) {
+            return value.toISOString();
+        },
+        parseValue(value) {
+            return new Date(value);
+        }
+    }),
+    
+    Query: {
+        users: () => users,
+        user: (_, { id }) => users.find(u => u.id === id),
+    },
+    
+    Mutation: {
+        createUser: (_, { name, email }) => {
+            const newUser = {
+                id: String(users.length + 1),
+                name,
+                email,
+                createdAt: new Date()
+            };
+            users.push(newUser);
+            return newUser;
+        }
+    }
+};
+
+const server = new ApolloServer({ typeDefs, effectors });
+server.listen().then(({ url }) => {
+    console.log(`Server ready at ${url}`);
+});
+```
+
+### Client (React)
+```javascript
+import { ApolloClient, InMemoryCache, gql } from '@apollo/client';
+
+const client = new ApolloClient({
+    uri: 'http://localhost:4000/graphql',
+    cache: new InMemoryCache()
+});
+
+const GET_USERS = gql`
+    query GetUsers {
+        users {
+            id
+            name
+            email
+        }
+    }
+`;
+
+function App() {
+    const { loading, error, data } = useQuery(GET_USERS);
+    
+    if (loading) return <p>Loading...</p>;
+    if (error) return <p>Error: {error.message}</p>;
+    
+    return (
+        <div>
+            {data.users.map(user => (
+                <div key={user.id}>{user.name}</div>
+            ))}
+        </div>
+    );
+}
+```
+
+## GraphQL vs REST
+
+| Feature | GraphQL | REST |
+|---------|---------|------|
+| Data fetching | Single request | Multiple endpoints |
+| Over-fetching | No | Yes |
+| Under-fetching | No | Sometimes |
+| Type safety | Yes (schema) | No |
+| Learning curve | Higher | Lower |
+| Caching | Manual | Automatic |
+| File uploads | Complex | Simple |
+
+## Best Practices
+
+1. **N+1 Problem** - Use DataLoader for batching
+2. **Pagination** - Use cursor-based pagination
+3. **Error Handling** - Return meaningful errors
+4. **Security** - Implement depth limiting
+5. **Performance** - Consider query cost analysis

data/knowledge/webs/http_status_codes.md

@@ -0,0 +1,170 @@
+# HTTP Status Codes
+
+## Success Codes (2xx)
+
+| Code | Name | Description |
+|------|------|-------------|
+| 200 | OK | Standard success response |
+| 201 | Created | Resource successfully created |
+| 202 | Accepted | Request accepted for processing |
+| 204 | No Content | Success with no body |
+| 206 | Partial Content | Returning partial data |
+
+## Redirection Codes (3xx)
+
+| Code | Name | Description |
+|------|------|-------------|
+| 301 | Moved Permanently | Resource moved permanently |
+| 302 | Found | Temporary redirect |
+| 303 | See Other | Redirect to different URL |
+| 304 | Not Modified | Use cached version |
+| 307 | Temporary Redirect | Temporary redirect |
+| 308 | Permanent Redirect | Permanent redirect |
+
+## Client Error Codes (4xx)
+
+| Code | Name | Description |
+|------|------|-------------|
+| 400 | Bad Request | Invalid request syntax |
+| 401 | Unauthorized | Authentication required |
+| 402 | Payment Required | Reserved for future use |
+| 403 | Forbidden | Authenticated but not permitted |
+| 404 | Not Found | Resource doesn't exist |
+| 405 | Method Not Allowed | HTTP method not supported |
+| 406 | Not Acceptable | Cannot produce acceptable response |
+| 408 | Request Timeout | Client took too long |
+| 409 | Conflict | Request conflicts with state |
+| 410 | Gone | Resource permanently removed |
+| 413 | Payload Too Large | Request body exceeds limit |
+| 414 | URI Too Long | URL exceeds max length |
+| 415 | Unsupported Media Type | Invalid content type |
+| 422 | Unprocessable Entity | Validation failed |
+| 429 | Too Many Requests | Rate limit exceeded |
+
+## Server Error Codes (5xx)
+
+| Code | Name | Description |
+|------|------|-------------|
+| 500 | Internal Server Error | Generic server error |
+| 501 | Not Implemented | Feature not implemented |
+| 502 | Bad Gateway | Invalid response from gateway |
+| 503 | Service Unavailable | Server temporarily down |
+| 504 | Gateway Timeout | Gateway timeout |
+| 507 | Insufficient Storage | Storage limit reached |
+| 511 | Network Authentication | Requires auth on network |
+
+## Common Use Cases
+
+### 200 OK
+```json
+// Standard response
+{
+    "data": {...}
+}
+```
+
+### 201 Created
+```json
+// With created resource
+{
+    "data": {
+        "id": 123,
+        "name": "New Item"
+    }
+}
+// Headers: Location: /resources/123
+```
+
+### 400 Bad Request
+```json
+{
+    "error": {
+        "code": "VALIDATION_ERROR",
+        "message": "Invalid input",
+        "details": [...]
+    }
+}
+```
+
+### 401 Unauthorized
+```json
+{
+    "error": {
+        "code": "AUTH_REQUIRED",
+        "message": "Please login to continue"
+    }
+}
+```
+
+### 403 Forbidden
+```json
+{
+    "error": {
+        "code": "PERMISSION_DENIED",
+        "message": "You don't have access to this resource"
+    }
+}
+```
+
+### 404 Not Found
+```json
+{
+    "error": {
+        "code": "NOT_FOUND",
+        "message": "Resource not found"
+    }
+}
+```
+
+### 429 Too Many Requests
+```json
+{
+    "error": {
+        "code": "RATE_LIMITED",
+        "message": "Too many requests",
+        "retryAfter": 60
+    }
+}
+// Headers: Retry-After: 60
+```
+
+### 500 Internal Server Error
+```json
+{
+    "error": {
+        "code": "INTERNAL_ERROR",
+        "message": "Something went wrong"
+    }
+}
+```
+
+## Response Headers
+
+### Standard Headers
+```
+Content-Type: application/json
+Content-Length: 1234
+Connection: keep-alive
+Cache-Control: max-age=3600
+```
+
+### Rate Limiting Headers
+```
+X-RateLimit-Limit: 100
+X-RateLimit-Remaining: 95
+X-RateLimit-Reset: 1640000000
+```
+
+### Pagination Headers
+```
+Link: <https://api.com/users?page=2>; rel="next",
+      <https://api.com/users?page=5>; rel="last"
+```
+
+## Security Best Practices
+
+1. Never reveal internal error details in production
+2. Use generic error messages for 500 errors
+3. Log detailed errors server-side
+4. Return appropriate status codes
+5. Include error codes for client handling

data/knowledge/webs/rest_api_design.md

@@ -0,0 +1,144 @@
+# REST API Design
+
+## HTTP Methods
+
+| Method | Purpose | Example |
+|--------|---------|---------|
+| GET | Retrieve data | `GET /users` |
+| POST | Create new resource | `POST /users` |
+| PUT | Replace entire resource | `PUT /users/1` |
+| PATCH | Partial update | `PATCH /users/1` |
+| DELETE | Remove resource | `DELETE /users/1` |
+
+## URL Structure
+
+```
+https://api.example.com/v1/users/123/posts?page=1&limit=10
+│                         │    │      │        │
+│                         │    │      │        └── Query Parameters
+│                         │    │      └── Resource ID
+│                         │    └── Collection
+│                         └── Version
+└── Base URL
+```
+
+## Status Codes
+
+### Success
+- `200 OK` - Request succeeded
+- `201 Created` - Resource created
+- `204 No Content` - Success, no body (DELETE)
+
+### Client Errors
+- `400 Bad Request` - Invalid input
+- `401 Unauthorized` - Authentication required
+- `403 Forbidden` - Authenticated but not permitted
+- `404 Not Found` - Resource doesn't exist
+- `422 Unprocessable Entity` - Validation error
+
+### Server Errors
+- `500 Internal Server Error` - Server error
+- `502 Bad Gateway` - Gateway error
+- `503 Service Unavailable` - Server down
+
+## Best Practices
+
+### Request
+```http
+GET /api/v1/users?status=active&sort=-created_at
+Accept: application/json
+Authorization: Bearer <token>
+```
+
+### Response
+```json
+{
+  "data": [
+    {
+      "id": 1,
+      "name": "John",
+      "email": "john@example.com"
+    }
+  ],
+  "meta": {
+    "page": 1,
+    "per_page": 20,
+    "total": 100
+  },
+  "links": {
+    "self": "/api/v1/users?page=1",
+    "next": "/api/v1/users?page=2"
+  }
+}
+```
+
+### Error Response
+```json
+{
+  "error": {
+    "code": "VALIDATION_ERROR",
+    "message": "Invalid input data",
+    "details": [
+      {
+        "field": "email",
+        "message": "Invalid email format"
+      }
+    ]
+  }
+}
+```
+
+## REST API Example (Node.js/Express)
+
+### Basic Setup
+```javascript
+const express = require('express');
+const app = express();
+
+app.use(express.json());
+
+// GET all users
+app.get('/api/v1/users', (req, res) => {
+    res.json({ data: users });
+});
+
+// GET single user
+app.get('/api/v1/users/:id', (req, res) => {
+    const user = users.find(u => u.id === parseInt(req.params.id));
+    if (!user) return res.status(404).json({ error: 'Not found' });
+    res.json({ data: user });
+});
+
+// POST create user
+app.post('/api/v1/users', (req, res) => {
+    const { name, email } = req.body;
+    // Validation
+    if (!name || !email) {
+        return res.status(400).json({ error: 'Missing fields' });
+    }
+    // Create
+    const newUser = { id: users.length + 1, name, email };
+    users.push(newUser);
+    res.status(201).json({ data: newUser });
+});
+
+// PUT update user
+app.put('/api/v1/users/:id', (req, res) => {
+    const user = users.find(u => u.id === parseInt(req.params.id));
+    if (!user) return res.status(404).json({ error: 'Not found' });
+    
+    const { name, email } = req.body;
+    user.name = name || user.name;
+    user.email = email || user.email;
+    res.json({ data: user });
+});
+
+// DELETE user
+app.delete('/api/v1/users/:id', (req, res) => {
+    const index = users.findIndex(u => u.id === parseInt(req.params.id));
+    if (index === -1) return res.status(404).json({ error: 'Not found' });
+    
+    users.splice(index, 1);
+    res.status(204).send();
+});
+```

data/knowledge/webs/websocket_protocol.md

@@ -0,0 +1,170 @@
+# WebSocket Protocol
+
+## What is WebSocket?
+
+WebSocket provides full-duplex communication channels over a single TCP connection. Unlike HTTP, WebSocket allows real-time bidirectional communication.
+
+## Connection Flow
+
+```
+Client                          Server
+  │                              │
+  │──── HTTP Upgrade Request ────▶│
+  │        Upgrade: websocket     │
+  │                              │
+  │◀─── HTTP 101 Switching -------│
+  │        Protocol: ws          │
+  │                              │
+  │◀═════ WebSocket Open ═════════▶│
+  │                              │
+  │◀═════ Messages ══════════════▶│
+  │                              │
+  │◀═════ Connection Close ═══════▶│
+```
+
+## WebSocket Headers
+
+### Upgrade Request
+```
+GET /ws HTTP/1.1
+Host: api.example.com
+Upgrade: websocket
+Connection: Upgrade
+Sec-WebSocket-Key: dGhlIHNhbXBsZSBub25jZQ==
+Sec-WebSocket-Version: 13
+```
+
+### Server Response
+```
+HTTP/1.1 101 Switching Protocols
+Upgrade: websocket
+Connection: Upgrade
+Sec-WebSocket-Accept: s3pPLMBiTxaQ9kYGzzhZRbK+xOo=
+```
+
+## Implementation Examples
+
+### Server (Node.js + ws)
+```javascript
+const WebSocket = require('ws');
+const wss = new WebSocket.Server({ port: 8080 });
+
+wss.on('connection', (ws) => {
+    console.log('Client connected');
+    
+    ws.on('message', (message) => {
+        console.log('Received:', message.toString());
+        ws.send('Echo: ' + message);
+    });
+    
+    ws.on('close', () => {
+        console.log('Client disconnected');
+    });
+    
+    // Send periodic message
+    const interval = setInterval(() => {
+        ws.send('Ping: ' + Date.now());
+    }, 30000);
+    
+    ws.on('close', () => clearInterval(interval));
+});
+```
+
+### Client (Browser)
+```javascript
+const ws = new WebSocket('ws://localhost:8080');
+
+ws.onopen = () => {
+    console.log('Connected to WebSocket');
+    ws.send('Hello Server!');
+};
+
+ws.onmessage = (event) => {
+    console.log('Received:', event.data);
+};
+
+ws.onerror = (error) => {
+    console.error('WebSocket error:', error);
+};
+
+ws.onclose = () => {
+    console.log('Disconnected');
+};
+```
+
+### Client (Python)
+```python
+import asyncio
+import websockets
+
+async def main():
+    async with websockets.connect('ws://localhost:8080') as ws:
+        await ws.send('Hello Server!')
+        response = await ws.recv()
+        print(f"Received: {response}")
+
+asyncio.run(main())
+```
+
+## Socket.IO (Higher Level)
+
+### Server
+```javascript
+const { Server } = require('socket.io');
+const io = new Server(3000, {
+    cors: { origin: '*' }
+});
+
+io.on('connection', (socket) => {
+    console.log('User connected:', socket.id);
+    
+    socket.on('message', (data) => {
+        console.log('Message:', data);
+        io.emit('message', data);
+    });
+    
+    socket.on('disconnect', () => {
+        console.log('User disconnected');
+    });
+    
+    socket.on('join-room', (room) => {
+        socket.join(room);
+        socket.to(room).emit('user-joined', socket.id);
+    });
+});
+```
+
+### Client
+```javascript
+import { io } from 'socket.io-client';
+
+const socket = io('http://localhost:3000');
+
+socket.on('connect', () => {
+    console.log('Connected:', socket.id);
+    socket.emit('message', 'Hello everyone!');
+});
+
+socket.on('message', (data) => {
+    console.log('Received:', data);
+});
+```
+
+## WebSocket vs HTTP
+
+| Aspect | WebSocket | HTTP |
+|--------|----------|------|
+| Connection | Persistent | Request-Response |
+| Direction | Bidirectional | Client → Server |
+| Overhead | Low (after handshake) | High (headers each request) |
+| Use Case | Real-time apps | REST APIs, simple requests |
+| Browser Support | Modern browsers | All browsers |
+
+## Best Practices
+
+1. **Heartbeat/Ping-Pong** - Keep connections alive
+2. **Reconnection Logic** - Handle connection drops
+3. **Message Queueing** - Queue messages during disconnect
+4. **Authentication** - Validate on connection
+5. **Rate Limiting** - Prevent abuse
+6. **Compression** - Consider permessage-deflate

docs/animation_gallery.md

@@ -0,0 +1,139 @@
+"""Documentation: Animation Gallery"""
+
+# Animation Gallery
+
+A showcase of all available terminal animations in Burme-Coder-Max.
+
+---
+
+## 1. Loading Spinner
+
+Display a spinning indicator while waiting.
+
+```python
+from animations import Spinner
+
+with Spinner("Loading..."):
+    do_something()
+```
+
+**Custom message:**
+```python
+spinner = Spinner("Processing your request...")
+spinner.start()
+# ... do work
+spinner.stop()
+```
+
+---
+
+## 2. Progress Bar
+
+Show progress for long-running operations.
+
+```python
+from animations import ProgressBar
+
+for i in ProgressBar(range(100), description="Downloading"):
+    download(i)
+```
+
+**Custom configuration:**
+```python
+from animations.progress_bar import ProgressBarConfig
+
+config = ProgressBarConfig(
+    width=60,
+    fill_char="█",
+    empty_char="░"
+)
+
+progress = ProgressBar(
+    total=50,
+    config=config,
+    description="Uploading"
+)
+```
+
+---
+
+## 3. Typing Effect
+
+Typewriter-style text animation.
+
+```python
+from animations import TypingEffect
+
+effect = TypingEffect("Hello, World!")
+effect.animate()
+```
+
+**Speed variants:**
+```python
+from animations import SlowTypingEffect, FastTypingEffect
+
+SlowTypingEffect("Slow text").animate()
+FastTypingEffect("Fast text").animate()
+```
+
+---
+
+## 4. Particle Burst
+
+Celebration effect with particles.
+
+```python
+from animations import ParticleBurst
+
+burst = ParticleBurst(count=50)
+burst.explode()
+```
+
+**Custom position:**
+```python
+burst = ParticleBurst(center_x=60, center_y=15)
+burst.explode()
+```
+
+---
+
+## 5. Confetti
+
+Lightweight celebration effect.
+
+```python
+from animations.particle_effect import SimpleConfetti
+
+confetti = SimpleConfetti(duration=2.0)
+confetti.show()
+```
+
+---
+
+## Preview Script
+
+Run all animations:
+
+```bash
+python scripts/preview_animations.py
+```
+
+---
+
+## Configuration
+
+Edit animation settings in `.env`:
+
+```bash
+ANIMATION_SPEED=0.05
+ANIMATION_COLOR=true
+```
+
+Or in code:
+
+```python
+from animations.config import AnimationConfig
+
+config = AnimationConfig(speed=0.03, color_enabled=False)
+spinner = Spinner(config=config)
+```

docs/contributing.md

@@ -0,0 +1,170 @@
+"""Documentation: Contributing Guide"""
+
+# Contributing to Burme-Coder-Max
+
+We welcome contributions! This guide covers how to contribute.
+
+---
+
+## Ways to Contribute
+
+- 🐛 Report bugs
+- 💡 Suggest features
+- 📝 Improve documentation
+- 🔧 Submit code changes
+- ✅ Test new features
+
+---
+
+## Development Setup
+
+### 1. Fork and Clone
+
+```bash
+git clone https://github.com/YOUR_USERNAME/burme-coder-max.git
+cd burme-coder-max
+```
+
+### 2. Create Virtual Environment
+
+```bash
+python -m venv venv
+source venv/bin/activate  # Linux/Mac
+# or
+venv\Scripts\activate  # Windows
+```
+
+### 3. Install Dependencies
+
+```bash
+pip install -e ".[dev]"
+```
+
+### 4. Install Pre-commit Hooks
+
+```bash
+pre-commit install
+```
+
+---
+
+## Making Changes
+
+### 1. Create a Branch
+
+```bash
+git checkout -b feature/my-feature
+# or
+git checkout -b fix/my-bug
+```
+
+### 2. Make Your Changes
+
+- Follow existing code style
+- Add tests for new features
+- Update documentation
+
+### 3. Run Tests
+
+```bash
+pytest tests/ -v
+```
+
+### 4. Run Linters
+
+```bash
+black src/ tests/
+mypy src/
+```
+
+---
+
+## Code Style
+
+- Follow PEP 8
+- Use type hints
+- Add docstrings
+- Keep functions small and focused
+
+### Example
+
+```python
+from typing import List, Optional
+
+
+def search_knowledge(query: str, category: Optional[str] = None) -> List[dict]:
+    """
+    Search the knowledge base for relevant content.
+
+    Args:
+        query: Search query string
+        category: Optional category filter
+
+    Returns:
+        List of matching entries
+    """
+    # implementation
+    pass
+```
+
+---
+
+## Commit Messages
+
+Format:
+
+```
+type: Short description
+
+Longer explanation if needed.
+```
+
+Types:
+- `feat:` New feature
+- `fix:` Bug fix
+- `docs:` Documentation
+- `style:` Formatting
+- `refactor:` Code restructuring
+- `test:` Tests
+- `chore:` maintenance
+
+Example:
+```
+feat: Add particle burst animation
+
+Add celebration effect with customizable particle count.
+Fixes #12
+```
+
+---
+
+## Pull Request Process
+
+1. Update documentation for new features
+2. Add tests
+3. Ensure all tests pass
+4. Update CHANGELOG.md
+5. Submit PR with clear description
+
+---
+
+## Reporting Issues
+
+When reporting bugs:
+- Describe the issue clearly
+- Steps to reproduce
+- Expected vs actual behavior
+- Python version and OS
+- Error messages
+
+---
+
+## Questions?
+
+- 📧 Email: contact@amkyawdev.com
+- 💬 GitHub Discussions
+- 🤝 Community Discord
+
+---
+
+Thank you for contributing! 🙏

docs/installation.md

@@ -0,0 +1,97 @@
+"""Documentation: Installation Guide"""
+
+# Installation Guide - Burme-Coder-Max
+
+## Prerequisites
+
+- Python 3.8 or higher
+- pip package manager
+
+## Installation Methods
+
+### Method 1: pip install (Recommended)
+
+```bash
+pip install burme-coder-max
+```
+
+### Method 2: From source
+
+```bash
+git clone https://github.com/amkyawdev/burme-coder-max.git
+cd burme-coder-max
+pip install -e .
+```
+
+### Method 3: Development install
+
+```bash
+git clone https://github.com/amkyawdev/burme-coder-max.git
+cd burme-coder-max
+pip install -e ".[dev]"
+```
+
+## Verify Installation
+
+```bash
+burme-coder --version
+```
+
+Expected output:
+```
+burme-coder-max 1.0.0
+```
+
+## Configuration
+
+1. Copy `.env.example` to `.env`:
+   ```bash
+   cp .env.example .env
+   ```
+
+2. Edit `.env` with your settings:
+   ```bash
+   nano .env
+   ```
+
+### Required Environment Variables
+
+| Variable | Description | Required |
+|----------|-------------|----------|
+| OPENAI_API_KEY | OpenAI API key for AI responses | Yes |
+| DATABASE_URL | Database connection string | No |
+
+## Dependencies
+
+See `requirements.txt` for full dependency list.
+
+Main dependencies:
+- click >= 8.0.0
+- rich >= 13.0.0
+- requests >= 2.28.0
+- pydantic >= 2.0.0
+
+## Troubleshooting
+
+### Installation fails
+- Check Python version: `python --version`
+- Upgrade pip: `pip install --upgrade pip`
+- Try in virtual environment
+
+### Module not found
+- Reinstall: `pip install --force-reinstall burme-coder-max`
+- Check PATH
+
+### Permission denied
+- Use `--user` flag: `pip install --user burme-coder-max`
+- Or use virtual environment
+
+## Uninstall
+
+```bash
+pip uninstall burme-coder-max
+```
+
+## Next Steps
+
+See [usage.md](usage.md) for how to use burme-coder-max.

docs/usage.md

@@ -0,0 +1,146 @@
+"""Documentation: Usage Guide"""
+
+# Usage Guide - Burme-Coder-Max
+
+## Quick Start
+
+### Ask a Question
+
+```bash
+burme-coder ask "Python decorator hta ya py"
+```
+
+### Interactive Mode
+
+```bash
+burme-coder interactive
+```
+
+### Train Agent
+
+```bash
+burme-coder train --data ./data/trajectories
+```
+
+## CLI Commands
+
+### `ask` - Ask a single question
+
+```bash
+burme-coder ask [INSTRUCTION] [OPTIONS]
+
+Options:
+  --model TEXT       AI model to use (default: gpt-4)
+  --verbose         Show detailed output
+  --output, -o      Save response to file
+```
+
+### `interactive` - Start chat mode
+
+```bash
+burme-coder interactive
+```
+
+Interactive commands:
+- `exit` - Quit
+- `clear` - Clear history
+- `help` - Show help
+- `history` - Show conversation history
+
+### `train` - Train on trajectories
+
+```bash
+burme-coder train [OPTIONS]
+
+Options:
+  --data TEXT      Training data directory (default: ./data/trajectories)
+  --epochs INT     Number of epochs (default: 10)
+  --batch-size INT Batch size (default: 4)
+```
+
+### `eval` - Evaluate performance
+
+```bash
+burme-coder eval --data ./data/trajectories
+```
+
+## Python API
+
+### Import and Use Agent
+
+```python
+from burme_coder.core import CoderAgent
+
+agent = CoderAgent(model="gpt-4")
+response = agent.generate_response("Python list sorting hta ya")
+
+print(response["response"])
+```
+
+### Use Animations
+
+```python
+from burme_coder.animations import Spinner, ProgressBar
+
+with Spinner("Loading"):
+    do_something()
+
+for i in ProgressBar(range(100)):
+    process(i)
+```
+
+### Use Thanking System
+
+```python
+from burme_coder.ui.thanking import ThankYou
+
+ThankYou.show()
+```
+
+## Configuration
+
+Edit `.env` file:
+
+```bash
+# API Keys
+OPENAI_API_KEY=sk-your-key-here
+
+# Animation Settings
+ANIMATION_SPEED=0.05
+ANIMATION_COLOR=true
+
+# Cache Settings
+CACHE_DIR=./data/cache
+CACHE_TTL=3600
+```
+
+## Knowledge Base
+
+Search local knowledge:
+
+```python
+from burme_coder.knowledge import LocalKB
+
+kb = LocalKB()
+results = kb.search("python decorators")
+
+for result in results:
+    print(result["snippet"])
+```
+
+Update from web:
+
+```python
+from burme_coder.knowledge import WebUpdater
+
+updater = WebUpdater()
+updater.update_markdown_files("./data/knowledge/skills")
+```
+
+## Examples
+
+See `examples/` directory for more examples:
+
+- `demo_animation.py` - Animation demonstrations
+- `demo_thanking.py` - Thanking system examples
+- `demo_skill_query.py` - Knowledge base queries

examples/demo_animation.py

@@ -0,0 +1,106 @@
+"""Demo: Animation Gallery
+
+This script demonstrates all available animations in Burme-Coder-Max.
+"""
+
+import sys
+import time
+from pathlib import Path
+
+sys.path.insert(0, str(Path(__file__).parent.parent / "src"))
+
+from animations import Spinner, ProgressBar, ParticleBurst, TypingEffect
+from animations.particle_effect import SimpleConfetti
+
+
+def demo_spinner():
+    """Demonstrate spinner animation."""
+    print("\n🔄 Loading Spinner Demo")
+    print("=" * 40)
+
+    print("\nBasic spinner:")
+    with Spinner("Processing your request"):
+        for _ in range(20):
+            time.sleep(0.05)
+
+    print("✓ Complete!\n")
+
+
+def demo_progress():
+    """Demonstrate progress bar animation."""
+    print("\n📊 Progress Bar Demo")
+    print("=" * 40)
+
+    print("\nDefault progress bar:")
+    for i in ProgressBar(range(50), description="Downloading"):
+        time.sleep(0.03)
+
+    print("✦ Progress bar demo complete!\n")
+
+
+def demo_particles():
+    """Demonstrate particle burst effect."""
+    print("\n✨ Particle Burst Demo")
+    print("=" * 40)
+
+    print("\n🎉 Celebration effect:")
+    burst = ParticleBurst(count=40)
+    burst.center_x = 50
+    burst.center_y = 12
+    burst.explode()
+
+    print("✦ Particle burst complete!\n")
+
+
+def demo_typing():
+    """Demonstrate typing effect."""
+    print("\n⌨️  Typing Effect Demo")
+    print("=" * 40)
+
+    effect = TypingEffect("Hello from Burme-Coder-Max! 🧑‍💻", delay=0.06)
+    effect.animate()
+
+    print()
+
+
+def demo_confetti():
+    """Demonstrate confetti effect."""
+    print("\n🎊 Confetti Demo")
+    print("=" * 40)
+
+    confetti = SimpleConfetti(duration=1.5)
+    confetti.show()
+
+    print()
+
+
+def main():
+    """Run all animation demos."""
+    print()
+    print("╔" + "═" * 48 + "╗")
+    print("║" + " 🎨 ANIMATION GALLERY ".center(48) + "║")
+    print("╚" + "═" * 48 + "╝")
+
+    demos = [
+        ("Spinner", demo_spinner),
+        ("Progress Bar", demo_progress),
+        ("Particle Burst", demo_particles),
+        ("Typing Effect", demo_typing),
+        ("Confetti", demo_confetti),
+    ]
+
+    for name, demo_func in demos:
+        try:
+            demo_func()
+            time.sleep(0.3)
+        except KeyboardInterrupt:
+            print("\n\nInterrupted by user")
+            break
+
+    print("╔" + "═" * 48 + "╗")
+    print("║" + " ✨ DEMO COMPLETE ".center(48) + "║")
+    print("╚" + "═" * 48 + "╝")
+
+
+if __name__ == "__main__":
+    main()

examples/demo_skill_query.py

@@ -0,0 +1,102 @@
+"""Demo: Skill Query
+
+This script demonstrates how to query the knowledge base.
+"""
+
+import sys
+from pathlib import Path
+
+sys.path.insert(0, str(Path(__file__).parent.parent / "src"))
+
+from knowledge import LocalKB
+
+
+def demo_basic_search():
+    """Demonstrate basic knowledge search."""
+    print("\n🔍 Basic Knowledge Search")
+    print("=" * 40)
+
+    kb = LocalKB()
+
+    print("\nSearch for: 'python decorator' ")
+    results = kb.search("python decorator")
+
+    if results:
+        print(f"\nFound {len(results)} results:")
+        for i, result in enumerate(results[:5], 1):
+            print(f"\n{i}. {result['source']} (line {result['line']})")
+            print(f"   {result['snippet'][:100]}...")
+    else:
+        print("\nNo results found")
+
+
+def demo_topic_search():
+    """Demonstrate topic-specific search."""
+    print("\n📚 Topic Search")
+    print("=" * 40)
+
+    kb = LocalKB()
+
+    topics = kb.get_all_topics()
+    print("\nAvailable topics:")
+    for topic in topics:
+        print(f"  - {topic}")
+
+
+def demo_random_entry():
+    """Demonstrate getting random knowledge entry."""
+    print("\n🎲 Random Knowledge Entry")
+    print("=" * 40)
+
+    kb = LocalKB()
+    entry = kb.get_random_entry()
+
+    if entry:
+        print(f"\nRandom entry from: {entry['source']}")
+        print("\n---")
+        print(entry["content"][:300])
+        print("---")
+    else:
+        print("\nNo entries available")
+
+
+def demo_skill_file_access():
+    """Demonstrate accessing specific skill files."""
+    print("\n📁 Skill File Access")
+    print("=" * 40)
+
+    kb = LocalKB()
+
+    content = kb.get_content("python")
+    if content:
+        print("\nPython skills content (preview):")
+        print(content[:500])
+    else:
+        print("\nPython skills file not found")
+
+
+def main():
+    """Run all knowledge base demos."""
+    print()
+    print("╔" + "═" * 48 + "╗")
+    print("║" + " 📚 KNOWLEDGE BASE DEMO ".center(48) + "║")
+    print("╚" + "═" * 48 + "╝")
+
+    demos = [
+        ("Topic List", demo_topic_search),
+        ("Basic Search", demo_basic_search),
+        ("Skill Files", demo_skill_file_access),
+        ("Random Entry", demo_random_entry),
+    ]
+
+    for name, demo_func in demos:
+        input(f"\n[Press Enter for '{name}' demo]")
+        demo_func()
+
+    print("\n" + "═" * 48)
+    print("✨ Demo complete! Explore the knowledge base!")
+    print("═" * 48)
+
+
+if __name__ == "__main__":
+    main()

examples/demo_thanking.py

@@ -0,0 +1,95 @@
+"""Demo: Thanking System
+
+This script demonstrates the thanking system in Burme-Coder-Max.
+"""
+
+import sys
+from pathlib import Path
+
+sys.path.insert(0, str(Path(__file__).parent.parent / "src"))
+
+from ui.thanking import ThankYou, Appreciation, CreditDisplay
+from ui.thanking.thank_you import quick_thank
+from ui.thanking.appreciation import show_custom_appreciation
+
+
+def demo_basic_thanks():
+    """Demonstrate basic thank you messages."""
+    print("\n🙏 Basic Thank You Messages")
+    print("=" * 40)
+
+    ThankYou.show()
+    ThankYou.show_animation()
+    ThankYou.show_with_emoji("⭐")
+
+
+def demo_emoji_variations():
+    """Demonstrate different emoji options."""
+	print("\n⭐ Emoji Variations")
+    print("=" * 40)
+
+    emojis = ["🙏", "💖", "🎉", "✨", "⭐", "🌟", "💫"]
+    for emoji in emojis:
+        ThankYou.show_with_emoji(emoji)
+        print()
+
+
+def demo_custom_appreciation():
+    """Demonstrate custom appreciation."""
+    print("\n🏆 Custom Appreciation")
+    print("=" * 40)
+
+    show_custom_appreciation(
+        title="Learning Milestone",
+        message="Congratulations on completing Python basics!",
+        badges=["Python Novice", "First Function", "Loop Master"],
+    )
+
+
+def demo_detailed_appreciation():
+    """Demonstrate detailed appreciation."""
+    print("\n📝 Detailed Appreciation")
+    print("=" * 40)
+
+    Appreciation.show("Python decorators")
+
+
+def demo_credit_display():
+    """Demonstrate credits."""
+    print("\n📜 Credits Display")
+    print("=" * 40)
+
+    CreditDisplay.show_simple()
+
+
+def demo_quick_thank():
+    """Demonstrate quick thank."""
+    print("\n⚡ Quick Thank")
+    print("=" * 40)
+
+    quick_thank()
+
+
+def main():
+    """Run all thanking demos."""
+    print()
+    print("╔" + "═" * 48 + "╗")
+    print("║" + " 🙏 THANKING SYSTEM DEMO ".center(48) + "║")
+    print("╚" + "═" * 48 + "╝")
+
+    demos = [
+        ("Basic Thanks", demo_basic_thanks),
+        ("Emoji Variations", demo_emoji_variations),
+        ("Custom Appreciation", demo_custom_appreciation),
+        ("Detailed Appreciation", demo_detailed_appreciation),
+        ("Credits", demo_credit_display),
+        ("Quick Thank", demo_quick_thank),
+    ]
+
+    for name, demo_func in demos:
+        input(f"\n[Press Enter for '{name}' demo]")
+        demo_func()
+
+
+if __name__ == "__main__":
+    main()

requirements.txt

@@ -0,0 +1,7 @@
+click>=8.0.0
+rich>=13.0.0
+requests>=2.28.0
+beautifulsoup4>=4.11.0
+lxml>=4.9.0
+pydantic>=2.0.0
+tqdm>=4.65.0

scripts/build_markdown_index.py

@@ -0,0 +1,155 @@
+"""Build markdown index for fast searching"""
+
+import json
+from pathlib import Path
+from typing import Dict, List
+
+sys.path.insert(0, str(Path(__file__).parent.parent))
+
+from src.utils import MarkdownParser
+
+
+class MarkdownIndexBuilder:
+    """Build searchable index from markdown files"""
+
+    def __init__(self, knowledge_dir: Path, output_file: Path):
+        self.knowledge_dir = Path(knowledge_dir)
+        self.output_file = Path(output_file)
+        self.index: Dict = {
+            "files": [],
+            "headings": [],
+            "code_blocks": [],
+            "keywords": {},
+        }
+
+    def build(self):
+        """Build index from all markdown files"""
+        print("🔍 Building markdown index...")
+
+        md_files = list(self.knowledge_dir.rglob("*.md"))
+        print(f"Found {len(md_files)} markdown files")
+
+        for md_file in md_files:
+            self._index_file(md_file)
+
+        self._save_index()
+        print(f"✓ Index saved to {self.output_file}")
+
+    def _index_file(self, file_path: Path):
+        """Index a single markdown file"""
+        parser = MarkdownParser.from_file(str(file_path))
+
+        relative_path = file_path.relative_to(self.knowledge_dir.parent)
+        file_info = {
+            "path": str(relative_path),
+            "name": file_path.name,
+            "stem": file_path.stem,
+        }
+
+        headings = parser.extract_headings()
+        for heading in headings:
+            self.index["headings"].append(
+                {
+                    "file": str(relative_path),
+                    "level": heading.level,
+                    "text": heading.text,
+                    "line": heading.line,
+                }
+            )
+
+        code_blocks = parser.extract_code_blocks()
+        for block in code_blocks:
+            self.index["code_blocks"].append(
+                {
+                    "file": str(relative_path),
+                    "language": block.language,
+                    "preview": block.content[:100],
+                    "line": block.start_line,
+                }
+            )
+
+        plain_text = parser.convert_to_plain_text()
+        for word in self._extract_keywords(plain_text):
+            if word not in self.index["keywords"]:
+                self.index["keywords"][word] = []
+            self.index["keywords"][word].append(str(relative_path))
+
+        self.index["files"].append(file_info)
+
+        print(f"  ✓ Indexed: {file_path.name}")
+
+    def _extract_keywords(self, text: str) -> List[str]:
+        """Extract important keywords from text"""
+        import re
+
+        words = re.findall(r"\b[a-zA-Z_]{3,}\b", text.lower())
+
+        common_words = {
+            "the",
+            "and",
+            "for",
+            "this",
+            "that",
+            "with",
+            "from",
+            "your",
+        }
+        keywords = [w for w in words if w not in common_words]
+
+        from collections import Counter
+
+        word_freq = Counter(keywords)
+        return [w for w, _ in word_freq.most_common(100)]
+
+    def _save_index(self):
+        """Save index to JSON file"""
+        self.output_file.parent.mkdir(parents=True, exist_ok=True)
+        with open(self.output_file, "w", encoding="utf-8") as f:
+            json.dump(self.index, f, indent=2, ensure_ascii=False)
+
+    def search(self, query: str) -> List[Dict]:
+        """Search the index"""
+        with open(self.output_file, "r", encoding="utf-8") as f:
+            index = json.load(f)
+
+        results = []
+        query_lower = query.lower()
+
+        for heading in index["headings"]:
+            if query_lower in heading["text"].lower():
+                results.append(
+                    {
+                        "type": "heading",
+                        "file": heading["file"],
+                        "text": heading["text"],
+                        "line": heading["line"],
+                    }
+                )
+
+        for code in index["code_blocks"]:
+            if query_lower in code["preview"].lower():
+                results.append(
+                    {
+                        "type": "code",
+                        "file": code["file"],
+                        "language": code["language"],
+                        "preview": code["preview"],
+                        "line": code["line"],
+                    }
+                )
+
+        return results
+
+
+import sys
+
+if __name__ == "__main__":
+    base_dir = Path(__file__).parent.parent
+    knowledge_dir = base_dir / "data" / "knowledge"
+    output_file = base_dir / "data" / "cache" / "markdown_index.json"
+
+    builder = MarkdownIndexBuilder(knowledge_dir, output_file)
+    builder.build()
+
+    print("\n📋 Search index built successfully!")
+    print(f"📁 Output: {output_file}")

scripts/generate_thanks.py

@@ -0,0 +1,87 @@
+"""Thanking Message Generator"""
+
+import random
+from datetime import datetime
+
+
+class ThankingMessageGenerator:
+    """Generate variety of thank you messages"""
+
+    EMOJIS = ["🙏", "💖", "⭐", "✨", "🌟", "💫", "🎉", "🙏"]
+
+    GREETINGS = [
+        "Thank you for using",
+        "Appreciate your interest in",
+        "Grateful for your support of",
+        "Thanks for trying",
+    ]
+
+    PRODUCT_NAME = "Burme-Coder-Max"
+
+    FOLLOW_UPS = [
+        "Keep coding!",
+        "Happy coding!",
+        "Let me know if you need more help!",
+        "Feel free to ask follow-up questions!",
+        "Happy learning!",
+    ]
+
+    @classmethod
+    def generate(cls, include_emoji: bool = True) -> str:
+        """Generate a random thank you message"""
+        parts = []
+
+        if include_emoji:
+            parts.append(random.choice(cls.EMOJIS))
+            parts.append(" ")
+
+        parts.append(random.choice(cls.GREETINGS))
+        parts.append(" ")
+        parts.append(cls.PRODUCT_NAME)
+        parts.append("!")
+
+        if random.random() > 0.5:
+            parts.append("\n")
+            parts.append(random.choice(cls.FOLLOW_UPS))
+
+        return "".join(parts)
+
+    @classmethod
+    def generate_detailed(cls, topic: str = None) -> dict:
+        """Generate detailed appreciation message"""
+        return {
+            "message": cls.generate(),
+            "topic": topic,
+            "timestamp": datetime.now().isoformat(),
+            "emoji": random.choice(cls.EMOJIS),
+        }
+
+    @classmethod
+    def generate_stack(cls, count: int = 3) -> list:
+        """Generate multiple thank you messages"""
+        return [cls.generate() for _ in range(count)]
+
+
+def main():
+    """Demo the thank you generator"""
+    print("=== Thanking Message Generator ===\n")
+
+    generator = ThankingMessageGenerator()
+
+    print("Single message:")
+    print(generator.generate())
+    print()
+
+    print("With topic:")
+    detailed = generator.generate_detailed("Python decorators")
+    print(detailed["message"])
+    print(f"Topic: {detailed['topic']}")
+    print()
+
+    print("Multiple messages (stack):")
+    for i, msg in enumerate(generator.generate_stack(3), 1):
+        print(f"{i}. {msg}")
+
+
+if __name__ == "__main__":
+    main()

scripts/update_knowledge.py

@@ -0,0 +1,38 @@
+"""Web-based Knowledge Update Script"""
+
+import sys
+from pathlib import Path
+
+sys.path.insert(0, str(Path(__file__).parent.parent))
+
+from src.knowledge import WebUpdater, LocalKB
+
+
+def main():
+    """Update knowledge from web sources"""
+    print("🌐 Burme-Coder-Max Web Updater")
+    print("=" * 40)
+
+    updater = WebUpdater()
+
+    print("\nFetching content from web sources...")
+    results = updater.fetch_all()
+
+    print(f"\n✓ Fetched {len(results)} sources:")
+    for name in results.keys():
+        print(f"  - {name}")
+
+    output_dir = Path(__file__).parent.parent / "data" / "knowledge" / "skills"
+
+    print(f"\nUpdating markdown files to {output_dir}...")
+    updated = updater.update_markdown_files(output_dir, force=False)
+
+    print(f"✓ Updated {len(updated)} files:")
+    for name in updated:
+        print(f"  - {name}")
+
+    print("\n✅ Knowledge update complete!")
+
+
+if __name__ == "__main__":
+    main()

setup.py

@@ -0,0 +1,48 @@
+"""burme-coder-max: Myanmar AI Coding Agent Package"""
+from setuptools import setup, find_packages
+
+setup(
+    name="burme-coder-max",
+    version="1.0.0",
+    author="amkyawdev",
+    author_email="contact@amkyawdev.com",
+    description="Expert Myanmar AI coding agent with terminal animations",
+    long_description=open("README.md", "r", encoding="utf-8").read(),
+    long_description_content_type="text/markdown",
+    url="https://huggingface.co/datasets/amkyawdev/burme-coder-max",
+    packages=find_packages(where="src"),
+    package_dir={"": "src"},
+    classifiers=[
+        "Development Status :: 4 - Beta",
+        "Intended Audience :: Developers",
+        "License :: OSI Approved :: MIT License",
+        "Programming Language :: Python :: 3",
+        "Programming Language :: Python :: 3.8",
+        "Programming Language :: Python :: 3.9",
+        "Programming Language :: Python :: 3.10",
+        "Programming Language :: Python :: 3.11",
+        "Topic :: Software Development :: Libraries :: Python Modules",
+    ],
+    python_requires=">=3.8",
+    install_requires=[
+        "click>=8.0.0",
+        "rich>=13.0.0",
+        "requests>=2.28.0",
+        "beautifulsoup4>=4.11.0",
+        "lxml>=4.9.0",
+        "pydantic>=2.0.0",
+    ],
+    extras_require={
+        "dev": [
+            "pytest>=7.0.0",
+            "pytest-asyncio>=0.21.0",
+            "black>=23.0.0",
+            "mypy>=1.0.0",
+        ],
+    },
+    entry_points={
+        "console_scripts": [
+            "burme-coder=cli.main:main",
+        ],
+    },
+)

src/__init__.py

@@ -0,0 +1,10 @@
+"""burme-coder-max: Myanmar AI Coding Agent Package"""
+
+__version__ = "1.0.0"
+__author__ = "amkyawdev"
+
+from src.core import agent, executor, validator
+from src.cli import main
+from src.animations import Spinner, ProgressBar, TypingEffect
+from src.ui import colors, layout, thanking
+from src.knowledge import LocalKB, WebUpdater

src/animations/__init__.py

@@ -0,0 +1,15 @@
+"""Animations module - Terminal visual effects"""
+
+from .spinner import Spinner
+from .progress_bar import ProgressBar
+from .particle_effect import ParticleBurst
+from .typing_effect import TypingEffect
+from .config import AnimationConfig
+
+__all__ = [
+    "Spinner",
+    "ProgressBar",
+    "ParticleBurst",
+    "TypingEffect",
+    "AnimationConfig",
+]

src/animations/config.py

@@ -0,0 +1,54 @@
+"""Animation Configuration"""
+
+from dataclasses import dataclass
+from enum import Enum
+
+
+class ColorMode(Enum):
+    """Color mode options"""
+
+    AUTO = "auto"
+    ALWAYS = "always"
+    NEVER = "never"
+
+
+@dataclass
+class AnimationConfig:
+    """Configuration for terminal animations"""
+
+    speed: float = 0.05
+    color_enabled: bool = True
+    color_mode: ColorMode = ColorMode.AUTO
+    default_frames: int = 30
+    particle_count: int = 50
+
+    SPINNER_FRAMES = ["⠋", "⠙", "⠹", "⠸", "⠼", "⠴", "⠦", "⠧", "⠇", "⠏"]
+
+    PROGRESS_CHARS = "█▓▒░"
+
+    @classmethod
+    def from_env(cls) -> "AnimationConfig":
+        """Create config from environment variables"""
+        import os
+
+        return cls(
+            speed=float(os.getenv("ANIMATION_SPEED", "0.05")),
+            color_enabled=os.getenv("ANIMATION_COLOR", "true").lower() == "true",
+        )
+
+    def should_use_color(self) -> bool:
+        """Check if color should be used"""
+        if not self.color_enabled:
+            return False
+
+        if self.color_mode == ColorMode.ALWAYS:
+            return True
+        elif self.color_mode == ColorMode.NEVER:
+            return False
+        else:
+            import sys
+
+            return sys.stdout.isatty()
+
+
+DEFAULT_CONFIG = AnimationConfig()

src/animations/particle_effect.py

@@ -0,0 +1,177 @@
+"""Particle Burst Effect - Celebration animations"""
+
+import sys
+import time
+import random
+import threading
+from typing import Optional, Tuple
+from dataclasses import dataclass
+
+from .config import DEFAULT_CONFIG, AnimationConfig
+
+
+@dataclass
+class Particle:
+    """Individual particle for burst effect"""
+
+    x: float
+    y: float
+    vx: float
+    vy: float
+    char: str
+    color: str
+    lifetime: int
+
+
+class ParticleBurst:
+    """Create particle burst celebration effect"""
+
+    PARTICLE_CHARS = ["*", "✦", "◆", "●", "○", "✿", "❀", "★", "☆", "◇", "□", "○"]
+    COLORS = [
+        "\033[91m",
+        "\033[92m",
+        "\033[93m",
+        "\033[94m",
+        "\033[95m",
+        "\033[96m",
+        "\033[97m",
+    ]
+    RESET = "\033[0m"
+
+    def __init__(
+        self,
+        center_x: Optional[int] = None,
+        center_y: Optional[int] = None,
+        count: int = 50,
+        config: Optional[AnimationConfig] = None,
+    ):
+        self.center_x = center_x or 40
+        self.center_y = center_y or 10
+        self.count = count
+        self.config = config or DEFAULT_CONFIG
+        self.particles: list[Particle] = []
+        self.running = False
+
+    def _create_particle(self) -> Particle:
+        """Create a single particle"""
+        angle = random.uniform(0, 2 * 3.14159)
+        speed = random.uniform(0.5, 2.0)
+
+        return Particle(
+            x=self.center_x,
+            y=self.center_y,
+            vx=random.uniform(-1, 1) + (1 if angle < 3.14159 else -1),
+            vy=random.uniform(-2, 0),
+            char=random.choice(self.PARTICLE_CHARS),
+            color=random.choice(self.COLORS),
+            lifetime=random.randint(20, 40),
+        )
+
+    def _animate(self):
+        """Animate particle system"""
+        self.particles = [self._create_particle() for _ in range(self.count)]
+        self.running = True
+
+        while self.running and self.particles:
+            lines = []
+            max_y = 0
+
+            for particle in self.particles[:]:
+                particle.x += particle.vx
+                particle.y += particle.vy
+                particle.vy += 0.1
+                particle.lifetime -= 1
+
+                if particle.lifetime <= 0 or particle.y > 50:
+                    self.particles.remove(particle)
+                    continue
+
+                x_pos = max(0, int(particle.x))
+                y_pos = max(0, int(particle.y))
+                max_y = max(max_y, y_pos)
+
+                line_content = " " * x_pos + particle.color + particle.char + self.RESET
+                lines.append((y_pos, line_content))
+
+            if not lines:
+                break
+
+            lines.sort(key=lambda x: x[0])
+
+            sys.stdout.write("\033[2J")
+            sys.stdout.write("\033[H")
+
+            for y, content in lines:
+                sys.stdout.write(content + "\n")
+
+            for _ in range(max(0, 20 - max_y)):
+                sys.stdout.write("\n")
+
+            sys.stdout.flush()
+            time.sleep(0.05)
+
+        sys.stdout.write("\033[2J")
+        sys.stdout.write("\033[H")
+        sys.stdout.flush()
+
+    def explode(self):
+        """Trigger the burst animation"""
+        thread = threading.Thread(target=self._animate, daemon=True)
+        thread.start()
+        thread.join()
+
+    @staticmethod
+    def explode_at(message: str, times: int = 3):
+        """Show explosion effect around a message"""
+        for _ in range(times):
+            burst = ParticleBurst(count=30)
+            burst.center_x = 50
+            burst.center_y = 15
+            burst.explode()
+            time.sleep(0.3)
+
+        print(message)
+
+
+class SimpleConfetti:
+    """Lightweight confetti effect"""
+
+    CONFETTI = ["🎉", "🎊", "✨", "💫", "⭐", "🌟", "🎈", "🎁"]
+
+    def __init__(self, duration: float = 2.0):
+        self.duration = duration
+        self.end_time = 0
+
+    def __iter__(self):
+        """Generate confetti frames"""
+        self.end_time = time.time() + self.duration
+        while time.time() < self.end_time:
+            confetti = " ".join(random.choices(self.CONFETTI, k=random.randint(5, 15)))
+            yield f"\r{confetti}"
+            time.sleep(0.2)
+
+        yield "\r" + " " * 50 + "\r"
+
+    def show(self):
+        """Display confetti"""
+        try:
+            for frame in self:
+                sys.stdout.write(frame)
+                sys.stdout.flush()
+        except KeyboardInterrupt:
+            pass
+
+
+class ThankYouBurst:
+    """Special burst for thank you messages"""
+
+    @staticmethod
+    def show():
+        """Show thank you burst animation"""
+        ParticleBurst.explode_at("🙏 Thank You! 🙏", times=3)
+
+
+def celebration(message: str = "🎉"):
+    """Quick celebration effect"""
+    SimpleConfetti(duration=1.5).show()
+    print(message)

src/animations/progress_bar.py

@@ -0,0 +1,145 @@
+"""Progress Bar - Show progress for long operations"""
+
+import sys
+import time
+from typing import Iterable, Optional, Union
+from dataclasses import dataclass
+
+from .config import DEFAULT_CONFIG, AnimationConfig
+
+
+@dataclass
+class ProgressBarConfig:
+    """Configuration for progress bar appearance"""
+
+    width: int = 40
+    fill_char: str = "█"
+    empty_char: str = "░"
+    show_percentage: bool = True
+    show_count: bool = True
+
+
+class ProgressBar:
+    """Customizable progress bar for terminal"""
+
+    def __init__(
+        self,
+        iterable: Optional[Iterable] = None,
+        total: Optional[int] = None,
+        description: str = "Progress",
+        config: Optional[ProgressBarConfig] = None,
+        animation_config: Optional[AnimationConfig] = None,
+    ):
+        self.iterable = iterable
+        self.total = total if total is not None else len(iterable) if iterable else 100
+        self.description = description
+        self.progress_config = config or ProgressBarConfig()
+        self.animation_config = animation_config or DEFAULT_CONFIG
+
+        self.current = 0
+        self.start_time = time.time()
+
+    def __iter__(self):
+        """Make ProgressBar iterable"""
+        for item in self.iterable or range(self.total):
+            yield item
+            self.update(self.current + 1)
+
+    def update(self, current: int):
+        """Update progress bar to new value"""
+        self.current = min(current, self.total)
+        self._render()
+
+    def _render(self):
+        """Render the progress bar"""
+        percentage = self.current / self.total if self.total > 0 else 0
+        filled_len = int(self.progress_config.width * percentage)
+        empty_len = self.progress_config.width - filled_len
+
+        bar = (
+            self.progress_config.fill_char * filled_len
+            + self.progress_config.empty_char * empty_len
+        )
+
+        if self.progress_config.show_percentage:
+            pct_str = f" {percentage * 100:.1f}%"
+        else:
+            pct_str = ""
+
+        if self.progress_config.show_count:
+            count_str = f" [{self.current}/{self.total}]"
+        else:
+            count_str = ""
+
+        elapsed = time.time() - self.start_time
+        if self.current > 0:
+            rate = self.current / elapsed
+            eta = (self.total - self.current) / rate if rate > 0 else 0
+            rate_str = f" ETA: {eta:.1f}s"
+        else:
+            rate_str = ""
+
+        line = f"\r{self.description}: |{bar}|{pct_str}{count_str}{rate_str}"
+        sys.stdout.write(line)
+        sys.stdout.flush()
+
+        if self.current >= self.total:
+            sys.stdout.write("\n")
+
+    def set_description(self, description: str):
+        """Update the description"""
+        self.description = description
+
+    @property
+    def percent(self) -> float:
+        """Get current percentage"""
+        return self.current / self.total if self.total > 0 else 0
+
+
+class DownloadProgressBar(ProgressBar):
+    """Progress bar designed for file downloads"""
+
+    def __init__(self, total_bytes: int, filename: str = "file"):
+        super().__init__(
+            total=total_bytes,
+            description=f"Downloading {filename}",
+        )
+        self.total_bytes = total_bytes
+
+    def update_bytes(self, current_bytes: int):
+        """Update with byte count"""
+        self.update(current_bytes)
+
+    def _render(self):
+        """Custom render for byte-based progress"""
+        percentage = self.current / self.total if self.total > 0 else 0
+        filled_len = int(self.progress_config.width * percentage)
+        bar = self.progress_config.fill_char * filled_len
+
+        current_mb = self.current / (1024 * 1024)
+        total_mb = self.total / (1024 * 1024)
+
+        line = f"\r{self.description}: {current_mb:.1f}/{total_mb:.1f} MB |{bar}| {percentage * 100:.1f}%"
+        sys.stdout.write(line)
+        sys.stdout.flush()
+
+
+class InfiniteProgressBar:
+    """Infinite looping progress bar"""
+
+    CHARS = ["⠋", "⠙", "⠹", "⠸", "⠼", "⠴", "⠦", "⠧", "⠇", "⠏"]
+    PROGRESS = " █▓▒░"
+
+    def __init__(self, description: str = "Working"):
+        self.description = description
+        self.frame = 0
+
+    def spin(self):
+        """Generate next frame"""
+        char = self.CHARS[self.frame % len(self.CHARS)]
+        self.frame += 1
+        return f"\r{char} {self.description}..."
+
+    def reset(self):
+        """Reset frame counter"""
+        self.frame = 0

src/animations/spinner.py

@@ -0,0 +1,89 @@
+"""Loading Spinner - Show loading state"""
+
+import sys
+import time
+import threading
+from typing import Optional
+from contextlib import contextmanager
+
+from .config import DEFAULT_CONFIG, AnimationConfig
+
+
+class Spinner:
+    """Animated loading spinner for terminal"""
+
+    FRAMES = ["⠋", "⠙", "⠹", "⠸", "⠼", "⠴", "⠦", "⠧", "⠇", "⠏"]
+
+    def __init__(self, message: str = "Loading", config: Optional[AnimationConfig] = None):
+        self.message = message
+        self.config = config or DEFAULT_CONFIG
+        self.running = False
+        self.thread: Optional[threading.Thread] = None
+        self.frame_index = 0
+
+    def _spin(self):
+        """Internal spin loop"""
+        while self.running:
+            frame = self.SPINNER_FRAMES[self.frame_index % len(self.SPINNER_FRAMES)]
+            sys.stdout.write(f"\r{self.config.speed} {frame} {self.message}...")
+            sys.stdout.flush()
+            time.sleep(self.config.speed)
+            self.frame_index += 1
+
+        sys.stdout.write("\r" + " " * (len(self.message) + 10))
+        sys.stdout.write("\r")
+        sys.stdout.flush()
+
+    def start(self):
+        """Start the spinner animation"""
+        self.running = True
+        self.thread = threading.Thread(target=self._spin, daemon=True)
+        self.thread.start()
+
+    def stop(self):
+        """Stop the spinner animation"""
+        self.running = False
+        if self.thread:
+            self.thread.join(timeout=0.5)
+
+    @contextmanager
+    def __call__(self):
+        """Context manager for spinner"""
+        try:
+            self.start()
+            yield self
+        finally:
+            self.stop()
+
+
+class SimpleSpinner:
+    """Simple spinner without threading"""
+
+    def __init__(self, message: str = "Loading"):
+        self.message = message
+        self.frame_index = 0
+
+    def spin(self) -> str:
+        """Get next spin frame"""
+        frame = Spinner.FRAMES[self.frame_index % len(Spinner.FRAMES)]
+        self.frame_index += 1
+        return f"\r{frame} {self.message}..."
+
+    def reset(self):
+        """Reset spinner state"""
+        self.frame_index = 0
+
+
+def spinning(message: str = "Loading", duration: float = 2.0):
+    """Simple spinning animation for a duration"""
+    spinner = SimpleSpinner(message)
+    end_time = time.time() + duration
+
+    while time.time() < end_time:
+        sys.stdout.write(spinner.spin())
+        sys.stdout.flush()
+        time.sleep(0.1)
+
+    sys.stdout.write("\r" + " " * (len(message) + 10))
+    sys.stdout.write("\r")
+    sys.stdout.flush()

src/animations/typing_effect.py

@@ -0,0 +1,141 @@
+"""Typing Effect - Typewriter animation"""
+
+import sys
+import time
+from typing import Optional, Callable
+from contextlib import contextmanager
+
+from .config import DEFAULT_CONFIG, AnimationConfig
+
+
+class TypingEffect:
+    """Typewriter-style text animation"""
+
+    def __init__(
+        self,
+        text: str = "",
+        delay: Optional[float] = None,
+        config: Optional[AnimationConfig] = None,
+    ):
+        self.text = text
+        self.config = config or DEFAULT_CONFIG
+        self.delay = delay if delay is not None else self.config.speed
+        self.cursor = "█"
+        self.blink_delay = 0.3
+
+    def animate(self) -> str:
+        """Animate typing the text and return result"""
+        result = ""
+        cursor_on = True
+
+        for i, char in enumerate(self.text):
+            result += char
+            cursor_str = self.cursor if cursor_on else " "
+            sys.stdout.write(f"\r{result}{cursor_str}")
+            sys.stdout.flush()
+
+            time.sleep(self.delay)
+            cursor_on = not cursor_on
+
+        sys.stdout.write(f"\r{result}  \n")
+        sys.stdout.flush()
+
+        return result
+
+    def animate_with_callback(
+        self, callback: Callable[[str], None], interval: float = 1.0
+    ):
+        """Animate text and call callback at intervals"""
+        result = ""
+        callback_count = 0
+
+        for char in self.text:
+            result += char
+            callback_count += 1
+
+            sys.stdout.write(f"\r{result}")
+            sys.stdout.flush()
+
+            if callback_count % int(interval / self.delay) == 0:
+                callback(result)
+
+            time.sleep(self.delay)
+
+        sys.stdout.write(f"\r{result}  \n")
+        sys.stdout.flush()
+
+
+class SlowTypingEffect(TypingEffect):
+    """Slow typewriter effect for dramatic effect"""
+
+    def __init__(self, text: str = ""):
+        super().__init__(text=text, delay=0.1)
+
+
+class FastTypingEffect(TypingEffect):
+    """Fast typewriter effect"""
+
+    def __init__(self, text: str = ""):
+        super().__init__(text=text, delay=0.01)
+
+
+class CodeTypingEffect(TypingEffect):
+    """Typing effect optimized for code"""
+
+    def __init__(self, text: str = ""):
+        super().__init__(text=text, delay=0.005)
+
+    def __call__(self):
+        return self.animate()
+
+
+@contextmanager
+def typing_context(text: str, delay: float = 0.05):
+    """Context manager for typing effect"""
+    effect = TypingEffect(text=text, delay=delay)
+    print(f"\r{text[:10]}...", end="", flush=True)
+
+    try:
+        yield effect
+    finally:
+        for _ in range(len(text) + 5):
+            sys.stdout.write("\b \b")
+            sys.stdout.flush()
+        sys.stdout.flush()
+
+
+class LiveTypingDisplay:
+    """Display that shows typing in real-time"""
+
+    def __init__(self):
+        self.content = ""
+
+    def append(self, char: str):
+        """Append character and update display"""
+        self.content += char
+        sys.stdout.write(char)
+        sys.stdout.flush()
+
+    def append_many(self, text: str):
+        """Append multiple characters"""
+        for char in text:
+            self.append(char)
+
+    def clear(self):
+        """Clear the display"""
+        self.content = ""
+        sys.stdout.write("\033[2K\r")
+        sys.stdout.flush()
+
+    def backspace(self, count: int = 1):
+        """Backspace characters"""
+        self.content = self.content[:-count]
+        backspace_seq = "\b \b" * count
+        sys.stdout.write(backspace_seq)
+        sys.stdout.flush()
+
+
+def type_text(text: str, delay: float = 0.05):
+    """Quick function to type text to terminal"""
+    effect = TypingEffect(text=text, delay=delay)
+    return effect.animate()

src/cli/__init__.py

@@ -0,0 +1,7 @@
+"""CLI module initialization"""
+
+from .main import main
+from .commands import run_command, train_command, eval_command
+from .interactive import InteractiveMode
+
+__all__ = ["main", "run_command", "train_command", "eval_command", "InteractiveMode"]

src/cli/commands.py

@@ -0,0 +1,181 @@
+"""CLI Commands - run, train, eval"""
+
+import json
+import time
+from pathlib import Path
+from typing import Optional
+
+import click
+from rich.console import Console
+from rich.progress import Progress, SpinnerColumn, TextColumn
+
+from src.core import CoderAgent, ResponseValidator
+from src.animations import Spinner, ProgressBar
+from src.knowledge import LocalKB
+
+
+console = Console()
+
+
+@click.command()
+@click.argument("instruction")
+@click.option("--model", default="gpt-4", help="AI model")
+@click.option("--output", "-o", help="Output file for response")
+@click.option("--validate/--no-validate", default=True, help="Validate response")
+def run_command(instruction: str, model: str, output: Optional[str], validate: bool):
+    """Run a single instruction and display response"""
+    agent = CoderAgent(model=model)
+    validator = ResponseValidator()
+
+    console.print(f"[bold cyan]Question:[/bold cyan] {instruction}\n")
+
+    with Spinner("Generating response..."):
+        response = agent.generate_response(instruction)
+
+    console.print("[bold green]Response:[/bold green]")
+    console.print(response["response"])
+
+    if validate:
+        console.print("\n[bold yellow]Validating...[/bold yellow]")
+        result = validator.validate(response["response"], instruction)
+        console.print(f"Quality: [bold]{result.quality.value}[/bold]")
+        console.print(f"Score: [bold]{result.score:.2f}[/bold]")
+
+        if result.issues:
+            console.print("[bold red]Issues:[/bold red]")
+            for issue in result.issues:
+                console.print(f"  - {issue}")
+
+    if output:
+        Path(output).write_text(response["response"], encoding="utf-8")
+        console.print(f"\n[green]Response saved to {output}[/green]")
+
+
+@click.command()
+@click.argument("data_dir")
+@click.option("--epochs", default=10, help="Training epochs")
+@click.option("--batch-size", default=4, help="Batch size")
+def train_command(data_dir: str, epochs: int, batch_size: int):
+    """Train agent on trajectory data"""
+    console.print("[bold cyan]Training Agent...[/bold cyan]\n")
+
+    data_path = Path(data_dir)
+    if not data_path.exists():
+        console.print(f"[bold red]Error:[/bold red] {data_dir} not found")
+        return
+
+    trajectory_files = list(data_path.glob("*.jsonl"))
+    if not trajectory_files:
+        console.print(f"[bold red]Error:[/bold red] No trajectory files in {data_dir}")
+        return
+
+    console.print(f"Found {len(trajectory_files)} trajectory files\n")
+
+    for epoch in range(epochs):
+        console.print(f"[bold cyan]Epoch {epoch + 1}/{epochs}[/bold cyan]")
+
+        with Progress(
+            SpinnerColumn(),
+            TextColumn("[progress.description]{task.description}"),
+            console=console,
+        ) as progress:
+            task = progress.add_task("Processing...", total=len(trajectory_files))
+
+            for traj_file in trajectory_files:
+                progress.update(task, advance=1)
+
+                with open(traj_file, "r", encoding="utf-8") as f:
+                    for line in f:
+                        data = json.loads(line)
+                        # Process trajectory data
+                        pass
+
+        time.sleep(0.5)
+
+    console.print("\n[bold green]Training completed![/bold green]")
+
+
+@click.command()
+@click.argument("data_dir")
+@click.option("--verbose", is_flag=True, help="Show detailed results")
+def eval_command(data_dir: str, verbose: bool):
+    """Evaluate agent on test data"""
+    console.print("[bold cyan]Evaluating Agent...[/bold cyan]\n")
+
+    data_path = Path(data_dir)
+    if not data_path.exists():
+        console.print(f"[bold red]Error:[/bold red] {data_dir} not found")
+        return
+
+    kb = LocalKB()
+
+    test_queries = [
+        "Python decorator hta ya py",
+        "JavaScript async/await hta ya",
+        "SQL JOIN operations hta ya",
+        "React useState lo useEffect hta ya",
+    ]
+
+    agent = CoderAgent()
+    validator = ResponseValidator()
+
+    results = []
+    with Progress(
+        SpinnerColumn(), TextColumn("[progress.description]{task.description}"), console=console
+    ) as progress:
+        task = progress.add_task("Testing...", total=len(test_queries))
+
+        for query in test_queries:
+            progress.update(task, description=f"Testing: {query[:30]}...")
+
+            response = agent.generate_response(query)
+            validation = validator.validate(response["response"], query)
+
+            results.append(
+                {
+                    "query": query,
+                    "quality": validation.quality.value,
+                    "score": validation.score,
+                    "issues": len(validation.issues),
+                }
+            )
+
+            progress.update(task, advance=1)
+
+    console.print("\n[bold]Evaluation Results:[/bold]\n")
+
+    total_score = sum(r["score"] for r in results)
+    avg_score = total_score / len(results) if results else 0
+
+    console.print(f"Average Score: [bold]{avg_score:.2f}[/bold]\n")
+
+    for r in results:
+        color = "green" if r["score"] >= 0.6 else "yellow" if r["score"] >= 0.4 else "red"
+        console.print(f"[{color}]{r['query']}:[/{color}] {r['score']:.2f} ({r['quality']})")
+
+        if verbose and r["issues"] > 0:
+            console.print(f"  Issues: {r['issues']}")
+
+
+@click.command()
+@click.argument("query")
+def search_command(query: str):
+    """Search knowledge base"""
+    kb = LocalKB()
+    results = kb.search(query)
+
+    if not results:
+        console.print("[yellow]No results found[/yellow]")
+        return
+
+    for result in results:
+        console.print(f"[bold cyan]{result['source']}[/bold cyan]")
+        console.print(result["content"][:200])
+        console.print()
+
+
+@click.command()
+@click.argument("question")
+def ask_command(question: str):
+    """Ask a question (alias for run)"""
+    run_command.callback(question, model="gpt-4", output=None, validate=True)

src/cli/interactive.py

@@ -0,0 +1,164 @@
+"""Interactive Mode - Chat with the Agent"""
+
+import sys
+from rich.console import Console
+from rich.prompt import Prompt, Confirm
+from rich.panel import Panel
+from rich.syntax import Syntax
+
+from src.core import CoderAgent
+from src.animations import TypingEffect
+from src.ui.thanking import ThankYou, Appreciation
+from src.ui.layout import ChatboxLayout
+
+
+class InteractiveMode:
+    """Interactive chat mode with the coder agent"""
+
+    def __init__(self):
+        self.console = Console()
+        self.agent = CoderAgent()
+        self.layout = ChatboxLayout()
+        self.running = False
+        self.history: list[dict] = []
+
+    def start(self):
+        """Start the interactive session"""
+        self.running = True
+
+        self.console.print(Panel.fit(
+            "[bold cyan]🧑‍💻 Burme-Coder-Max Interactive Mode[/bold cyan]\n"
+            "Type 'exit' to quit, 'clear' to clear history, 'help' for commands",
+            border_style="cyan",
+        ))
+
+        while self.running:
+            try:
+                user_input = Prompt.ask("\n[bold green]You[/bold green]")
+
+                if not user_input.strip():
+                    continue
+
+                self._handle_command(user_input)
+
+            except KeyboardInterrupt:
+                self.console.print("\n[yellow]Interrupted. Type 'exit' to quit.[/yellow]")
+            except EOFError:
+                self._exit()
+
+    def _handle_command(self, user_input: str):
+        """Handle user input or commands"""
+        cmd = user_input.strip().lower()
+
+        if cmd == "exit":
+            self._exit()
+        elif cmd == "clear":
+            self._clear_history()
+        elif cmd == "help":
+            self._show_help()
+        elif cmd == "history":
+            self._show_history()
+        elif cmd == "thank":
+            ThankYou.show()
+        elif cmd.startswith("/"):
+            self._handle_slash_command(user_input)
+        else:
+            self._generate_response(user_input)
+
+    def _generate_response(self, instruction: str):
+        """Generate and display response"""
+        self.console.print()
+
+        with TypingEffect("[bold blue]Agent[/bold blue] thinking..."):
+            response = self.agent.generate_response(instruction)
+
+        self.console.print()
+
+        if response["response"].startswith("#") or "```" in response["response"]:
+            self.console.print(Panel(
+                response["response"],
+                title="Response",
+                border_style="blue",
+            ))
+        else:
+            self.console.print(response["response"])
+
+        self.history.append({
+            "role": "user",
+            "content": instruction,
+            "response": response["response"]
+        })
+
+    def _handle_slash_command(self, user_input: str):
+        """Handle slash commands"""
+        parts = user_input.split(maxsplit=1)
+        cmd = parts[0]
+        args = parts[1] if len(parts) > 1 else ""
+
+        if cmd == "/search":
+            from src.knowledge import LocalKB
+            if args:
+                kb = LocalKB()
+                results = kb.search(args)
+                self.console.print(f"\n[cyan]Search results for '{args}':[/cyan]")
+                for r in results[:5]:
+                    self.console.print(f"  - {r['source']}")
+            else:
+                self.console.print("[yellow]Usage: /search <query>[/yellow]")
+
+        elif cmd == "/model":
+            if args:
+                self.console.print(f"[green]Switching to model: {args}[/green]")
+                self.agent = CoderAgent(model=args)
+            else:
+                self.console.print(f"[cyan]Current model: {self.agent.model}[/cyan]")
+
+        elif cmd == "/reset":
+            self.agent.reset()
+            self.console.print("[green]Agent reset successfully[/green]")
+
+        else:
+            self.console.print(f"[yellow]Unknown command: {cmd}[/yellow]")
+
+    def _show_help(self):
+        """Show help message"""
+        help_text = """
+[bold cyan]Available Commands:[/bold cyan]
+
+[green]exit[/green]       - Exit interactive mode
+[green]clear[/green]      - Clear conversation history
+[green]history[/green]     - Show conversation history
+[green]thank[/green]      - Show thank you animation
+[green]help[/green]        - Show this help message
+
+[yellow]/search <query>[/yellow] - Search knowledge base
+[yellow]/model <name>[/yellow]   - Switch AI model
+[yellow]/reset[/yellow]           - Reset agent state
+        """
+        self.console.print(help_text)
+
+    def _show_history(self):
+        """Show conversation history"""
+        if not self.history:
+            self.console.print("[yellow]No conversation history[/yellow]")
+            return
+
+        self.console.print(f"\n[bold cyan]Conversation History ({len(self.history)} exchanges):[/bold cyan]\n")
+
+        for i, item in enumerate(self.history[-10:], 1):
+            self.console.print(f"[dim]{i}.[/dim] [green]Q:[/green] {item['content'][:50]}...")
+            self.console.print(f"    [blue]A:[/blue] {item['response'][:50]}...\n")
+
+    def _clear_history(self):
+        """Clear conversation history"""
+        self.history = []
+        self.agent.reset()
+        self.console.print("[green]History cleared[/green]")
+
+    def _exit(self):
+        """Exit interactive mode"""
+        if Confirm.ask("Do you want to show appreciation?"):
+            Appreciation.show("interactive session")
+
+        self.running = False
+        self.console.print("[cyan]Goodbye! 👋[/cyan]")

src/cli/main.py

@@ -0,0 +1,82 @@
+"""Main CLI Entry Point"""
+
+import sys
+import click
+from rich.console import Console
+
+from .commands import run_command, train_command, eval_command
+from .interactive import InteractiveMode
+
+console = Console()
+
+
+@click.group()
+@click.version_option(version="1.0.0")
+def main():
+    """🧑‍💻 Burme-Coder-Max - Myanmar AI Coding Agent"""
+    pass
+
+
+@main.command()
+@click.argument("instruction")
+@click.option("--model", default="gpt-4", help="AI model to use")
+@click.option("--verbose", is_flag=True, help="Verbose output")
+def ask(instruction: str, model: str, verbose: bool):
+    """Ask a coding question in Burmese or English"""
+    from src.core import CoderAgent
+    from src.animations import Spinner
+    from src.ui.thanking import ThankYou
+
+    agent = CoderAgent(model=model)
+
+    with Spinner("Thinking..."):
+        response = agent.generate_response(instruction)
+
+    console.print(response["response"])
+
+    if verbose:
+        console.print(f"\n[dim]Session: {response['session_id']}[/dim]")
+        console.print(f"[dim]Model: {response['model']}[/dim]")
+
+    ThankYou.show()
+
+
+@main.command()
+@click.option("--host", default="0.0.0.0", help="Host to bind")
+@click.option("--port", default=5000, help="Port to bind")
+def serve(host: str, port: int):
+    """Start API server"""
+    console.print(f"[green]Starting server on {host}:{port}...[/green]")
+    console.print("[yellow]API server not yet implemented[/yellow]")
+
+
+@main.command()
+def interactive():
+    """Start interactive mode"""
+    mode = InteractiveMode()
+    mode.start()
+
+
+@main.command()
+@click.option("--data", default="./data/trajectories", help="Training data directory")
+@click.option("--epochs", default=10, help="Number of epochs")
+def train(data: str, epochs: int):
+    """Train the agent on trajectories"""
+    train_command(data, epochs)
+
+
+@main.command()
+@click.option("--data", default="./data/trajectories", help="Evaluation data")
+def eval(data: str):
+    """Evaluate agent performance"""
+    eval_command(data)
+
+
+# Register subcommands
+main.add_command(run_command)
+main.add_command(train_command)
+main.add_command(eval_command)
+
+
+if __name__ == "__main__":
+    main()

src/core/__init__.py

@@ -0,0 +1,7 @@
+"""Core module initialization"""
+
+from .agent import CoderAgent
+from .executor import CodeExecutor
+from .validator import ResponseValidator
+
+__all__ = ["CoderAgent", "CodeExecutor", "ResponseValidator"]

src/core/agent.py

@@ -0,0 +1,146 @@
+"""Coder Agent - Main AI Brain for Myanmar Coding Assistant"""
+
+import json
+import time
+from typing import Dict, List, Optional, Any
+from pathlib import Path
+
+
+class CoderAgent:
+    """Expert Myanmar AI coding agent with advanced knowledge"""
+
+    SYSTEM_PROMPTS = [
+        "You are an expert programmer with advanced knowledge in: Python, JavaScript, TypeScript, Java, C++, Go, Rust, etc.",
+        "You are a senior security reviewer. Analyze code for vulnerabilities and provide secure version with Myanmar explanation.",
+        "You are a testing expert. Generate comprehensive unit tests for the given function using pytest.",
+        "You are a GUI and game development expert. Provide complete, runnable code with Myanmar explanations.",
+        "You are an expert Myanmar AI coding agent. Answer in Myanmar language and provide code examples when needed.",
+    ]
+
+    def __init__(
+        self,
+        model: str = "gpt-4",
+        temperature: float = 0.7,
+        max_tokens: int = 2048,
+        knowledge_dir: Optional[str] = None,
+    ):
+        self.model = model
+        self.temperature = temperature
+        self.max_tokens = max_tokens
+        self.knowledge_dir = Path(knowledge_dir) if knowledge_dir else None
+        self.conversation_history: List[Dict[str, str]] = []
+        self.session_id = self._generate_session_id()
+
+    def _generate_session_id(self) -> str:
+        """Generate unique session ID"""
+        return f"session_{int(time.time())}_{id(self)}"
+
+    def set_system_prompt(self, prompt: str) -> None:
+        """Set custom system prompt"""
+        self.system_prompt = prompt
+
+    def generate_response(
+        self, instruction: str, context: Optional[Dict[str, Any]] = None
+    ) -> Dict[str, Any]:
+        """Generate code response for the given instruction"""
+        self.conversation_history.append({"role": "user", "content": instruction})
+
+        response = {
+            "session_id": self.session_id,
+            "instruction": instruction,
+            "response": self._generate_code_response(instruction, context),
+            "timestamp": time.time(),
+            "model": self.model,
+        }
+
+        self.conversation_history.append(
+            {"role": "assistant", "content": response["response"]}
+        )
+
+        return response
+
+    def _generate_code_response(
+        self, instruction: str, context: Optional[Dict[str, Any]]
+    ) -> str:
+        """Internal method to generate code response"""
+        if self.knowledge_dir:
+            knowledge_content = self._check_knowledge_base(instruction)
+            if knowledge_content:
+                return knowledge_content
+
+        return self._get_fallback_response(instruction)
+
+    def _check_knowledge_base(self, instruction: str) -> Optional[str]:
+        """Check local knowledge base for relevant content"""
+        if not self.knowledge_dir:
+            return None
+
+        keywords = self._extract_keywords(instruction)
+        for keyword in keywords:
+            kb_file = self.knowledge_dir / f"{keyword}_skills.md"
+            if kb_file.exists():
+                return self._parse_markdown_file(kb_file)
+
+        return None
+
+    def _extract_keywords(self, text: str) -> List[str]:
+        """Extract keywords from instruction"""
+        common_langs = ["python", "javascript", "typescript", "java", "go", "rust", "sql"]
+        return [w for w in common_langs if w in text.lower()]
+
+    def _parse_markdown_file(self, file_path: Path) -> str:
+        """Parse markdown file and extract content"""
+        content = file_path.read_text(encoding="utf-8")
+        lines = content.split("\n")
+        return "\n".join(lines[:20])
+
+    def _get_fallback_response(self, instruction: str) -> str:
+        """Get fallback response based on instruction"""
+        instruction_lower = instruction.lower()
+
+        if "python" in instruction_lower:
+            return self._get_python_response(instruction)
+        elif "javascript" in instruction_lower or "js" in instruction_lower:
+            return self._get_javascript_response(instruction)
+        elif "sql" in instruction_lower:
+            return self._get_sql_response(instruction)
+        else:
+            return self._get_general_response(instruction)
+
+    def _get_python_response(self, instruction: str) -> str:
+        """Generate Python response"""
+        return "# Python Code\n# TODO: Implement based on instruction"
+
+    def _get_javascript_response(self, instruction: str) -> str:
+        """Generate JavaScript response"""
+        return "// JavaScript Code\n// TODO: Implement based on instruction"
+
+    def _get_sql_response(self, instruction: str) -> str:
+        """Generate SQL response"""
+        return "-- SQL Query\n-- TODO: Implement based on instruction"
+
+    def _get_general_response(self, instruction: str) -> str:
+        """Generate general response"""
+        return "# Code\n# TODO: Implement based on instruction"
+
+    def get_trajectory(self) -> Dict[str, Any]:
+        """Get conversation trajectory for training"""
+        return {
+            "session_id": self.session_id,
+            "history": self.conversation_history,
+            "timestamp": time.time(),
+        }
+
+    def save_trajectory(self, path: str) -> None:
+        """Save conversation trajectory to file"""
+        trajectory = self.get_trajectory()
+        file_path = Path(path) / f"session_{int(time.time())}.jsonl"
+        file_path.parent.mkdir(parents=True, exist_ok=True)
+
+        with open(file_path, "w", encoding="utf-8") as f:
+            f.write(json.dumps(trajectory, ensure_ascii=False) + "\n")
+
+    def reset(self) -> None:
+        """Reset agent state"""
+        self.conversation_history = []
+        self.session_id = self._generate_session_id()

src/core/executor.py

@@ -0,0 +1,233 @@
+"""Code Execution Engine"""
+
+import subprocess
+import sys
+import ast
+import re
+from typing import Dict, Optional, Any
+from dataclasses import dataclass
+
+
+@dataclass
+class ExecutionResult:
+    """Code execution result container"""
+
+    success: bool
+    output: str
+    error: Optional[str] = None
+    execution_time: float = 0.0
+
+
+class CodeExecutor:
+    """Execute code in various programming languages"""
+
+    SUPPORTED_LANGUAGES = ["python", "javascript", "typescript", "sql", "bash"]
+
+    def __init__(self, timeout: int = 30, sandbox: bool = True):
+        self.timeout = timeout
+        self.sandbox = sandbox
+        self.execution_count = 0
+
+    def execute(self, code: str, language: str = "python") -> ExecutionResult:
+        """Execute code and return result"""
+        if language not in self.SUPPORTED_LANGUAGES:
+            return ExecutionResult(
+                success=False,
+                output="",
+                error=f"Unsupported language: {language}",
+            )
+
+        if self._contains_malicious_code(code):
+            return ExecutionResult(
+                success=False,
+                output="",
+                error="Potentially malicious code detected",
+            )
+
+        self.execution_count += 1
+
+        if language == "python":
+            return self._execute_python(code)
+        elif language == "javascript":
+            return self._execute_javascript(code)
+        elif language == "sql":
+            return self._execute_sql(code)
+        elif language == "bash":
+            return self._execute_bash(code)
+
+        return ExecutionResult(success=False, output="", error="Execution failed")
+
+    def _contains_malicious_code(self, code: str) -> bool:
+        """Check for potentially malicious patterns"""
+        dangerous_patterns = [
+            r"__import__\s*\(",
+            r"exec\s*\(",
+            r"eval\s*\(",
+            r"subprocess\s*\(.*shell\s*=\s*True",
+            r"os\.system\s*\(",
+            r"shutil\.rmtree",
+            r"open\s*\([^)]*['\"][wr]",
+        ]
+
+        for pattern in dangerous_patterns:
+            if re.search(pattern, code):
+                return True
+
+        return False
+
+    def _execute_python(self, code: str) -> ExecutionResult:
+        """Execute Python code"""
+        import time
+
+        start_time = time.time()
+
+        try:
+            tree = ast.parse(code)
+            namespace: Dict[str, Any] = {}
+            exec(compile(tree, "<string>", "exec"), namespace)
+
+            output = self._capture_output(namespace)
+            execution_time = time.time() - start_time
+
+            return ExecutionResult(
+                success=True, output=output, execution_time=execution_time
+            )
+
+        except SyntaxError as e:
+            return ExecutionResult(
+                success=False,
+                output="",
+                error=f"Syntax Error: {e}",
+                execution_time=time.time() - start_time,
+            )
+        except Exception as e:
+            return ExecutionResult(
+                success=False,
+                output="",
+                error=f"Runtime Error: {e}",
+                execution_time=time.time() - start_time,
+            )
+
+    def _capture_output(self, namespace: Dict[str, Any]) -> str:
+        """Capture relevant output from namespace"""
+        output_lines = []
+
+        if "result" in namespace:
+            output_lines.append(str(namespace["result"]))
+
+        for key, value in namespace.items():
+            if key.startswith("output_"):
+                output_lines.append(f"{key}: {value}")
+
+        return "\n".join(output_lines) if output_lines else "Code executed successfully"
+
+    def _execute_javascript(self, code: str) -> ExecutionResult:
+        """Execute JavaScript code using Node.js"""
+        import tempfile
+        import time
+
+        start_time = time.time()
+
+        with tempfile.NamedTemporaryFile(
+            mode="w", suffix=".js", delete=False
+        ) as f:
+            f.write(code)
+            temp_file = f.name
+
+        try:
+            result = subprocess.run(
+                ["node", temp_file],
+                capture_output=True,
+                text=True,
+                timeout=self.timeout,
+            )
+
+            if result.returncode == 0:
+                return ExecutionResult(
+                    success=True,
+                    output=result.stdout,
+                    execution_time=time.time() - start_time,
+                )
+            else:
+                return ExecutionResult(
+                    success=False,
+                    output="",
+                    error=result.stderr,
+                    execution_time=time.time() - start_time,
+                )
+
+        except subprocess.TimeoutExpired:
+            return ExecutionResult(
+                success=False,
+                output="",
+                error=f"Execution timed out after {self.timeout}s",
+                execution_time=time.time() - start_time,
+            )
+        except FileNotFoundError:
+            return ExecutionResult(
+                success=False,
+                output="",
+                error="Node.js not found. Please install Node.js to execute JavaScript.",
+                execution_time=time.time() - start_time,
+            )
+        finally:
+            import os
+
+            os.unlink(temp_file)
+
+    def _execute_sql(self, code: str) -> ExecutionResult:
+        """Execute SQL query"""
+        import time
+
+        start_time = time.time()
+
+        return ExecutionResult(
+            success=True,
+            output=f"SQL query would be executed:\n{code}",
+            execution_time=time.time() - start_time,
+        )
+
+    def _execute_bash(self, code: str) -> ExecutionResult:
+        """Execute bash command"""
+        import time
+
+        start_time = time.time()
+
+        if self.sandbox:
+            return ExecutionResult(
+                success=False,
+                output="",
+                error="Bash execution is disabled in sandbox mode",
+                execution_time=time.time() - start_time,
+            )
+
+        try:
+            result = subprocess.run(
+                code, shell=True, capture_output=True, text=True, timeout=self.timeout
+            )
+
+            return ExecutionResult(
+                success=result.returncode == 0,
+                output=result.stdout,
+                error=result.stderr if result.returncode != 0 else None,
+                execution_time=time.time() - start_time,
+            )
+
+        except subprocess.TimeoutExpired:
+            return ExecutionResult(
+                success=False,
+                output="",
+                error=f"Command timed out after {self.timeout}s",
+                execution_time=time.time() - start_time,
+            )
+
+    def validate_syntax(self, code: str, language: str) -> tuple[bool, Optional[str]]:
+        """Validate code syntax without execution"""
+        if language == "python":
+            try:
+                ast.parse(code)
+                return True, None
+            except SyntaxError as e:
+                return False, str(e)
+
+        return True, None

src/core/validator.py

@@ -0,0 +1,162 @@
+"""Response Validator - Validate AI generated responses"""
+
+import re
+from typing import Dict, List, Optional, Tuple
+from dataclasses import dataclass
+from enum import Enum
+
+
+class ResponseQuality(Enum):
+    """Response quality levels"""
+
+    EXCELLENT = "excellent"
+    GOOD = "good"
+    ADEQUATE = "adequate"
+    POOR = "poor"
+    INVALID = "invalid"
+
+
+@dataclass
+class ValidationResult:
+    """Validation result container"""
+
+    quality: ResponseQuality
+    score: float
+    issues: List[str]
+    suggestions: List[str]
+
+
+class ResponseValidator:
+    """Validate AI generated code responses"""
+
+    def __init__(self):
+        self.min_code_length = 50
+        self.max_issues = 3
+        self.quality_threshold = 0.6
+
+    def validate(self, response: str, instruction: str) -> ValidationResult:
+        """Validate response quality"""
+        issues: List[str] = []
+        suggestions: List[str] = []
+        score = 1.0
+
+        if len(response) < self.min_code_length:
+            issues.append("Response too short")
+            score -= 0.3
+
+        if not self._contains_code(response):
+            issues.append("No code block found in response")
+            score -= 0.5
+
+        if not self._is_relevant(response, instruction):
+            issues.append("Response may not address the instruction")
+            score -= 0.2
+
+        if self._has_obvious_errors(response):
+            issues.append("Potential errors detected in code")
+            score -= 0.2
+
+        code_blocks = self._extract_code_blocks(response)
+        for i, block in enumerate(code_blocks):
+            if block_language := self._detect_language(block):
+                lang_issues = self._check_language_specific(block, block_language)
+                issues.extend([f"Block {i+1}: {issue}" for issue in lang_issues])
+
+        if not issues:
+            suggestions.append("Response looks good!")
+        else:
+            suggestions.append("Consider adding more explanatory comments")
+
+        quality = self._determine_quality(score, issues)
+
+        return ValidationResult(
+            quality=quality, score=max(0, score), issues=issues, suggestions=suggestions
+        )
+
+    def _contains_code(self, response: str) -> bool:
+        """Check if response contains code blocks"""
+        return bool(re.search(r"```[\s\S]*?```", response))
+
+    def _is_relevant(self, response: str, instruction: str) -> bool:
+        """Check if response is relevant to instruction"""
+        instruction_words = set(
+            re.findall(r"\b\w+\b", instruction.lower())
+        )
+        response_words = set(re.findall(r"\b\w+\b", response.lower()))
+        overlap = instruction_words & response_words
+
+        return len(overlap) >= min(3, len(instruction_words) * 0.3)
+
+    def _has_obvious_errors(self, response: str) -> bool:
+        """Check for obvious code errors"""
+        error_patterns = [
+            r"undefined\s+variable",
+            r"cannot\s+find\s+module",
+            r"syntax\s+error",
+            r"indentation\s+error",
+        ]
+
+        for pattern in error_patterns:
+            if re.search(pattern, response, re.IGNORECASE):
+                return True
+
+        return False
+
+    def _extract_code_blocks(self, response: str) -> List[str]:
+        """Extract all code blocks from response"""
+        pattern = r"```[\w]*\n?([\s\S]*?)```"
+        matches = re.findall(pattern, response)
+        return [match.strip() for match in matches]
+
+    def _detect_language(self, code: str) -> Optional[str]:
+        """Detect programming language from code"""
+        language_signatures = {
+            "python": [r"def\s+\w+\s*\(", r"import\s+\w+", r"if\s+__name__"],
+            "javascript": [r"const\s+\w+", r"function\s+\w+\s*\(", r"=>\s*{"],
+            "typescript": [r":\s*(string|number|boolean)\b", r"interface\s+\w+"],
+            "java": [r"public\s+class\s+\w+", r"System\.out\.println"],
+            "sql": [r"SELECT\s+.+\s+FROM", r"INSERT\s+INTO", r"CREATE\s+TABLE"],
+            "bash": [r"#!/bin/bash", r"echo\s+", r"\$\w+"],
+        }
+
+        for lang, patterns in language_signatures.items():
+            if any(re.search(p, code) for p in patterns):
+                return lang
+
+        return None
+
+    def _check_language_specific(self, code: str, language: str) -> List[str]:
+        """Language-specific validation checks"""
+        issues = []
+
+        if language == "python":
+            if re.search(r"def\s+\w+\s*\([^)]*$", code):
+                issues.append("Missing colon at end of function definition")
+
+        if language == "javascript":
+            if re.search(r"const\s+\w+\s*=\s*\w+\s*\+\s*['\"]\s*['\"]", code):
+                issues.append("Empty string concatenation detected")
+
+        return issues
+
+    def _determine_quality(
+        self, score: float, issues: List[str]
+    ) -> ResponseQuality:
+        """Determine response quality based on score and issues"""
+        if score <= 0:
+            return ResponseQuality.INVALID
+        elif score >= 0.8 and len(issues) == 0:
+            return ResponseQuality.EXCELLENT
+        elif score >= 0.6:
+            return ResponseQuality.GOOD
+        elif score >= 0.4:
+            return ResponseQuality.ADEQUATE
+        else:
+            return ResponseQuality.POOR
+
+    def validate_multiple(
+        self, responses: List[str], instruction: str
+    ) -> List[ValidationResult]:
+        """Validate multiple responses and rank them"""
+        results = [self.validate(resp, instruction) for resp in responses]
+        return sorted(results, key=lambda r: r.score, reverse=True)

src/knowledge/__init__.py

@@ -0,0 +1,8 @@
+"""Knowledge module - Local KB and Web Updater"""
+
+from .local_kb import LocalKB
+from .web_updater import WebUpdater
+from .version_tracker import VersionTracker
+from .cache_manager import CacheManager
+
+__all__ = ["LocalKB", "WebUpdater", "VersionTracker", "CacheManager"]

src/knowledge/cache_manager.py

@@ -0,0 +1,151 @@
+"""Cache Manager - Handle application caching"""
+
+import json
+import time
+import shutil
+from pathlib import Path
+from typing import Any, Optional, Dict
+from dataclasses import dataclass, field
+
+
+@dataclass
+class CacheEntry:
+    """Single cache entry"""
+
+    key: str
+    value: Any
+    created_at: float = field(default_factory=time.time)
+    expires_at: Optional[float] = None
+    hits: int = 0
+
+    def is_expired(self) -> bool:
+        """Check if entry has expired"""
+        if self.expires_at is None:
+            return False
+        return time.time() > self.expires_at
+
+
+class CacheManager:
+    """Manage application cache"""
+
+    def __init__(self, cache_dir: Optional[str] = None, default_ttl: int = 3600):
+        if cache_dir:
+            self.cache_dir = Path(cache_dir)
+        else:
+            self.cache_dir = Path.home() / ".burme_coder" / "cache"
+
+        self.cache_dir.mkdir(parents=True, exist_ok=True)
+        self.default_ttl = default_ttl
+        self.memory_cache: Dict[str, CacheEntry] = {}
+
+    def get(self, key: str, use_memory: bool = True) -> Optional[Any]:
+        """Get value from cache"""
+        if use_memory and key in self.memory_cache:
+            entry = self.memory_cache[key]
+            if not entry.is_expired():
+                entry.hits += 1
+                return entry.value
+            else:
+                del self.memory_cache[key]
+
+        cache_file = self._get_cache_file(key)
+        if cache_file and cache_file.exists():
+            try:
+                data = json.loads(cache_file.read_text(encoding="utf-8"))
+                entry = CacheEntry(
+                    key=key,
+                    value=data["value"],
+                    created_at=data.get("created_at", time.time()),
+                    expires_at=data.get("expires_at"),
+                )
+
+                if not entry.is_expired():
+                    return entry.value
+                else:
+                    cache_file.unlink()
+            except (json.JSONDecodeError, KeyError):
+                pass
+
+        return None
+
+    def set(
+        self, key: str, value: Any, ttl: Optional[int] = None, use_memory: bool = True
+    ):
+        """Set value in cache"""
+        ttl = ttl if ttl is not None else self.default_ttl
+        expires_at = time.time() + ttl if ttl > 0 else None
+
+        if use_memory:
+            self.memory_cache[key] = CacheEntry(key=key, value=value, expires_at=expires_at)
+
+        cache_file = self._get_cache_file(key)
+        if cache_file:
+            cache_data = {
+                "key": key,
+                "value": value,
+                "created_at": time.time(),
+                "expires_at": expires_at,
+            }
+            cache_file.write_text(json.dumps(cache_data), encoding="utf-8")
+
+    def delete(self, key: str):
+        """Delete cache entry"""
+        if key in self.memory_cache:
+            del self.memory_cache[key]
+
+        cache_file = self._get_cache_file(key)
+        if cache_file and cache_file.exists():
+            cache_file.unlink()
+
+    def clear(self, pattern: Optional[str] = None):
+        """Clear cache entries"""
+        if pattern:
+            for cache_file in self.cache_dir.glob(f"{pattern}*"):
+                cache_file.unlink()
+        else:
+            for cache_file in self.cache_dir.glob("*.json"):
+                cache_file.unlink()
+            self.memory_cache.clear()
+
+    def cleanup_expired(self):
+        """Remove all expired entries"""
+        expired_keys = [k for k, v in self.memory_cache.items() if v.is_expired()]
+        for key in expired_keys:
+            del self.memory_cache[key]
+
+        for cache_file in self.cache_dir.glob("*.json"):
+            try:
+                data = json.loads(cache_file.read_text(encoding="utf-8"))
+                if data.get("expires_at") and time.time() > data["expires_at"]:
+                    cache_file.unlink()
+            except (json.JSONDecodeError, KeyError):
+                pass
+
+    def get_stats(self) -> Dict:
+        """Get cache statistics"""
+        total_hits = sum(e.hits for e in self.memory_cache.values())
+        entries_count = len(self.memory_cache)
+        disk_files = len(list(self.cache_dir.glob("*.json")))
+
+        return {
+            "memory_entries": entries_count,
+            "disk_files": disk_files,
+            "total_hits": total_hits,
+            "cache_dir": str(self.cache_dir),
+        }
+
+    def _get_cache_file(self, key: str) -> Optional[Path]:
+        """Get cache file path for key"""
+        safe_key = "".join(c if c.isalnum() or c in "-_" else "_" for c in key)
+        if len(safe_key) > 50:
+            import hashlib
+            safe_key = hashlib.md5(key.encode()).hexdigest()
+
+        return self.cache_dir / f"{safe_key}.json"
+
+    def clear_all(self):
+        """Clear all caches including memory"""
+        self.memory_cache.clear()
+        if self.cache_dir.exists():
+            shutil.rmtree(self.cache_dir)
+        self.cache_dir.mkdir(parents=True, exist_ok=True)

src/knowledge/local_kb.py

@@ -0,0 +1,115 @@
+"""Local Knowledge Base - Search markdown files"""
+
+import os
+import json
+from pathlib import Path
+from typing import List, Dict, Optional
+
+
+class LocalKB:
+    """Local knowledge base for markdown files"""
+
+    def __init__(self, base_dir: Optional[str] = None):
+        if base_dir:
+            self.base_dir = Path(base_dir)
+        else:
+            self.base_dir = Path(__file__).parent.parent.parent / "data" / "knowledge"
+
+        self.skills_dir = self.base_dir / "skills"
+        self.webs_dir = self.base_dir / "webs"
+        self.updates_dir = self.base_dir / "updates"
+
+        self._ensure_directories()
+
+    def _ensure_directories(self):
+        """Create necessary directories if they don't exist"""
+        for directory in [self.skills_dir, self.webs_dir, self.updates_dir]:
+            directory.mkdir(parents=True, exist_ok=True)
+
+    def search(self, query: str, category: Optional[str] = None) -> List[Dict]:
+        """Search knowledge base for query"""
+        results = []
+
+        if category == "skills" or category is None:
+            results.extend(self._search_directory(self.skills_dir, query))
+
+        if category == "webs" or category is None:
+            results.extend(self._search_directory(self.webs_dir, query))
+
+        if category == "updates" or category is None:
+            results.extend(self._search_directory(self.updates_dir, query))
+
+        return results
+
+    def _search_directory(self, directory: Path, query: str) -> List[Dict]:
+        """Search files in a directory"""
+        results = []
+        query_lower = query.lower()
+
+        for md_file in directory.glob("*.md"):
+            content = md_file.read_text(encoding="utf-8")
+            lines = content.split("\n")
+
+            for i, line in enumerate(lines):
+                if query_lower in line.lower():
+                    start = max(0, i - 2)
+                    end = min(len(lines), i + 5)
+                    snippet = "\n".join(lines[start:end])
+
+                    results.append(
+                        {
+                            "source": md_file.name,
+                            "line": i + 1,
+                            "snippet": snippet,
+                            "relevance": self._calculate_relevance(line, query),
+                        }
+                    )
+
+        return sorted(results, key=lambda x: x["relevance"], reverse=True)
+
+    def _calculate_relevance(self, text: str, query: str) -> float:
+        """Calculate relevance score"""
+        text_lower = text.lower()
+        query_lower = query.lower()
+
+        if query_lower in text_lower:
+            return 1.0
+
+        query_words = query_lower.split()
+        matches = sum(1 for word in query_words if word in text_lower)
+        return matches / len(query_words) if query_words else 0
+
+    def get_all_topics(self) -> List[str]:
+        """Get list of all available topics"""
+        topics = []
+
+        for md_file in self.skills_dir.glob("*.md"):
+            topics.append(md_file.stem.replace("_", " ").title())
+
+        return sorted(topics)
+
+    def get_content(self, topic: str) -> Optional[str]:
+        """Get content for a specific topic"""
+        topic_file = self.skills_dir / f"{topic.lower().replace(' ', '_')}.md"
+
+        if topic_file.exists():
+            return topic_file.read_text(encoding="utf-8")
+
+        for md_file in self.skills_dir.glob("*.md"):
+            if topic.lower() in md_file.stem.lower():
+                return md_file.read_text(encoding="utf-8")
+
+        return None
+
+    def get_random_entry(self) -> Optional[Dict]:
+        """Get a random knowledge entry"""
+        import random
+
+        files = list(self.skills_dir.glob("*.md"))
+        if not files:
+            return None
+
+        file = random.choice(files)
+        content = file.read_text(encoding="utf-8")
+
+        return {"source": file.name, "content": content}

src/knowledge/version_tracker.py

@@ -0,0 +1,129 @@
+"""Version Tracker - Track versions and changelog"""
+
+import json
+from pathlib import Path
+from typing import List, Dict, Optional
+from dataclasses import dataclass
+from datetime import datetime
+
+
+@dataclass
+class Change:
+    """Represents a single change entry"""
+
+    version: str
+    change_type: str
+    description: str
+    date: str
+
+
+class VersionTracker:
+    """Track software versions and changelog"""
+
+    CURRENT_VERSION = "1.0.0"
+    VERSION_FILE = "version.json"
+
+    CHANGELOG = [
+        {
+            "version": "1.0.0",
+            "date": "2025-01-01",
+            "changes": [
+                "Initial release",
+                "Core agent functionality",
+                "Terminal animations",
+                "Knowledge base integration",
+            ],
+        },
+        {
+            "version": "0.9.0",
+            "date": "2024-12-15",
+            "changes": [
+                "Beta release",
+                "Myanmar language support",
+                "Basic animations",
+            ],
+        },
+    ]
+
+    def __init__(self, data_dir: Optional[Path] = None):
+        if data_dir:
+            self.data_dir = data_dir
+        else:
+            self.data_dir = Path.home() / ".burme_coder"
+
+        self.data_dir.mkdir(parents=True, exist_ok=True)
+        self._ensure_version_file()
+
+    def _ensure_version_file(self):
+        """Ensure version tracking file exists"""
+        version_file = self.data_dir / self.VERSION_FILE
+
+        if not version_file.exists():
+            version_file.write_text(
+                json.dumps({"version": self.CURRENT_VERSION, "last_updated": datetime.now().isoformat()}, indent=2)
+            )
+
+    def get_current_version(self) -> str:
+        """Get current version"""
+        return self.CURRENT_VERSION
+
+    def get_changelog(self) -> List[Dict]:
+        """Get full changelog"""
+        return self.CHANGELOG
+
+    def get_changes_for_version(self, version: str) -> Optional[Dict]:
+        """Get changes for a specific version"""
+        for entry in self.CHANGELOG:
+            if entry["version"] == version:
+                return entry
+        return None
+
+    def is_update_available(self, remote_version: str) -> bool:
+        """Check if update is available"""
+        current = self._version_tuple(self.CURRENT_VERSION)
+        remote = self._version_tuple(remote_version)
+        return remote > current
+
+    def _version_tuple(self, version: str) -> tuple:
+        """Convert version string to tuple for comparison"""
+        parts = version.replace("-", ".").split(".")
+        return tuple(int(p) if p.isdigit() else 0 for p in parts)
+
+    def get_roadmap(self) -> List[Dict]:
+        """Get project roadmap"""
+        return [
+            {
+                "version": "1.1.0",
+                "planned_features": [
+                    "Enhanced animations",
+                    "More language support",
+                    "Improved knowledge base",
+                ],
+            },
+            {
+                "version": "1.2.0",
+                "planned_features": [
+                    "API server",
+                    "Web interface",
+                    "REST API",
+                ],
+            },
+            {
+                "version": "2.0.0",
+                "planned_features": [
+                    "Full model training",
+                    "Production deployment",
+                ],
+            },
+        ]
+
+    def get_deprecations(self) -> List[Dict]:
+        """Get list of deprecated features"""
+        return [
+            {
+                "feature": "old_animation_api",
+                "version": "0.9.0",
+                "replacement": "new_animation_api",
+                "removal_version": "1.2.0",
+            }
+        ]

src/knowledge/web_updater.py

@@ -0,0 +1,154 @@
+"""Web Updater - Update knowledge from web sources"""
+
+import re
+import time
+import hashlib
+from pathlib import Path
+from typing import Optional, List, Dict
+from dataclasses import dataclass
+from datetime import datetime
+
+import requests
+from bs4 import BeautifulSoup
+
+
+@dataclass
+class WebSource:
+    """Web source configuration"""
+
+    name: str
+    url: str
+    selector: str = "article"
+    update_interval: int = 3600
+
+
+class WebUpdater:
+    """Update knowledge from web sources"""
+
+    DEFAULT_SOURCES = [
+        WebSource(
+            name="python_docs",
+            url="https://docs.python.org/3/",
+            selector="main",
+        ),
+        WebSource(
+            name="javascript_docs",
+            url="https://developer.mozilla.org/en-US/docs/Web/JavaScript",
+            selector="article",
+        ),
+    ]
+
+    def __init__(self, cache_dir: Optional[str] = None):
+        if cache_dir:
+            self.cache_dir = Path(cache_dir)
+        else:
+            self.cache_dir = Path.home() / ".burme_coder" / "cache"
+
+        self.cache_dir.mkdir(parents=True, exist_ok=True)
+        self.last_fetch: Dict[str, datetime] = {}
+
+    def fetch_content(self, source: WebSource) -> Optional[str]:
+        """Fetch content from a web source"""
+        cache_file = self.cache_dir / f"{source.name}.html"
+
+        if self._is_cache_valid(cache_file):
+            return cache_file.read_text(encoding="utf-8")
+
+        try:
+            response = requests.get(
+                source.url, timeout=30, headers={"User-Agent": "Burme-Coder/1.0"}
+            )
+            response.raise_for_status()
+
+            soup = BeautifulSoup(response.text, "lxml")
+            content_tag = soup.select_one(source.selector)
+
+            if content_tag:
+                text = self._clean_text(content_tag.get_text())
+                cache_file.write_text(text, encoding="utf-8")
+                self.last_fetch[source.name] = datetime.now()
+                return text
+
+        except requests.RequestException as e:
+            print(f"Error fetching {source.name}: {e}")
+
+        return None
+
+    def _is_cache_valid(self, cache_file: Path, max_age: int = 3600) -> bool:
+        """Check if cache file is still valid"""
+        if not cache_file.exists():
+            return False
+
+        mtime = datetime.fromtimestamp(cache_file.stat().st_mtime)
+        age = (datetime.now() - mtime).total_seconds()
+
+        return age < max_age
+
+    def _clean_text(self, text: str) -> str:
+        """Clean and format text content"""
+        text = re.sub(r"\n{3,}", "\n\n", text)
+        text = re.sub(r" {2,}", " ", text)
+        return text.strip()
+
+    def fetch_all(self) -> Dict[str, str]:
+        """Fetch content from all configured sources"""
+        results = {}
+
+        for source in self.DEFAULT_SOURCES:
+            content = self.fetch_content(source)
+            if content:
+                results[source.name] = content
+
+        return results
+
+    def update_markdown_files(
+        self, output_dir: Path, force: bool = False
+    ) -> List[str]:
+        """Update markdown files from web sources"""
+        output_dir.mkdir(parents=True, exist_ok=True)
+        updated_files = []
+
+        for source in self.DEFAULT_SOURCES:
+            content = self.fetch_content(source)
+
+            if content:
+                md_file = output_dir / f"{source.name}.md"
+
+                if md_file.exists() and not force:
+                    if self._content_changed(md_file, content):
+                        md_file.write_text(content, encoding="utf-8")
+                        updated_files.append(md_file.name)
+                else:
+                    md_file.write_text(content, encoding="utf-8")
+                    updated_files.append(md_file.name)
+
+        return updated_files
+
+    def _content_changed(self, file: Path, new_content: str) -> bool:
+        """Check if content has changed"""
+        old_content = file.read_text(encoding="utf-8")
+        old_hash = hashlib.md5(old_content.encode()).hexdigest()
+        new_hash = hashlib.md5(new_content.encode()).hexdigest()
+        return old_hash != new_hash
+
+    def scrape_url(self, url: str, selectors: List[str]) -> Optional[str]:
+        """Scrape specific content from a URL"""
+        try:
+            response = requests.get(url, timeout=30)
+            response.raise_for_status()
+
+            soup = BeautifulSoup(response.text, "lxml")
+
+            for selector in selectors:
+                element = soup.select_one(selector)
+                if element:
+                    return self._clean_text(element.get_text())
+
+        except requests.RequestException as e:
+            print(f"Error scraping {url}: {e}")
+
+        return None
+
+    def get_last_fetch_time(self, source_name: str) -> Optional[datetime]:
+        """Get the last fetch time for a source"""
+        return self.last_fetch.get(source_name)

src/ui/__init__.py

@@ -0,0 +1,7 @@
+"""UI module - Colors, Layout, and Thanking System"""
+
+from . import colors
+from . import layout
+from . import thanking
+
+__all__ = ["colors", "layout", "thanking"]

src/ui/colors.py

@@ -0,0 +1,195 @@
+"""ANSI Color Codes for Terminal Output"""
+
+from enum import Enum
+from typing import Optional
+
+
+class Colors(Enum):
+    """Standard ANSI color codes"""
+
+    RESET = "\033[0m"
+    BOLD = "\033[1m"
+    DIM = "\033[2m"
+    ITALIC = "\033[3m"
+    UNDERLINE = "\033[4m"
+
+    BLACK = "\033[30m"
+    RED = "\033[31m"
+    GREEN = "\033[32m"
+    YELLOW = "\033[33m"
+    BLUE = "\033[34m"
+    MAGENTA = "\033[35m"
+    CYAN = "\033[36m"
+    WHITE = "\033[37m"
+
+    BG_BLACK = "\033[40m"
+    BG_RED = "\033[41m"
+    BG_GREEN = "\033[42m"
+    BG_YELLOW = "\033[43m"
+    BG_BLUE = "\033[44m"
+    BG_MAGENTA = "\033[45m"
+    BG_CYAN = "\033[46m"
+    BG_WHITE = "\033[47m"
+
+    BRIGHT_BLACK = "\033[90m"
+    BRIGHT_RED = "\033[91m"
+    BRIGHT_GREEN = "\033[92m"
+    BRIGHT_YELLOW = "\033[93m"
+    BRIGHT_BLUE = "\033[94m"
+    BRIGHT_MAGENTA = "\033[95m"
+    BRIGHT_CYAN = "\033[96m"
+    BRIGHT_WHITE = "\033[97m"
+
+
+class ColorStr:
+    """String with color formatting"""
+
+    def __init__(self, text: str, color: Optional[str] = None):
+        self.text = text
+        self.color = color or ""
+
+    def __str__(self) -> str:
+        if self.color:
+            return f"{self.color}{self.text}{Colors.RESET.value}"
+        return self.text
+
+    def __repr__(self) -> str:
+        return f"ColorStr({self.text!r}, {self.color!r})"
+
+
+def colorize(text: str, *styles: str) -> str:
+    """Add color/styling to text"""
+    style_codes = []
+    for style in styles:
+        style = style.upper().replace("_", "-")
+        try:
+            style_codes.append(getattr(Colors, style).value)
+        except AttributeError:
+            pass
+
+    return "".join(style_codes) + text + Colors.RESET.value
+
+
+def red(text: str) -> str:
+    """Red colored text"""
+    return colorize(text, "RED")
+
+
+def green(text: str) -> str:
+    """Green colored text"""
+    return colorize(text, "GREEN")
+
+
+def yellow(text: str) -> str:
+    """Yellow colored text"""
+    return colorize(text, "YELLOW")
+
+
+def blue(text: str) -> str:
+    """Blue colored text"""
+    return colorize(text, "BLUE")
+
+
+def magenta(text: str) -> str:
+    """Magenta colored text"""
+    return colorize(text, "MAGENTA")
+
+
+def cyan(text: str) -> str:
+    """Cyan colored text"""
+    return colorize(text, "CYAN")
+
+
+def bold(text: str) -> str:
+    """Bold text"""
+    return colorize(text, "BOLD")
+
+
+def dim(text: str) -> str:
+    """Dim text"""
+    return colorize(text, "DIM")
+
+
+def error(text: str) -> str:
+    """Error styled text (red bold)"""
+    return colorize(text, "BOLD", "RED")
+
+
+def success(text: str) -> str:
+    """Success styled text (green bold)"""
+    return colorize(text, "BOLD", "GREEN")
+
+
+def warning(text: str) -> str:
+    """Warning styled text (yellow)"""
+    return colorize(text, "YELLOW")
+
+
+def info(text: str) -> str:
+    """Info styled text (cyan)"""
+    return colorize(text, "CYAN")
+
+
+def code(text: str) -> str:
+    """Code styled text"""
+    return colorize(text, "DIM", "CYAN")
+
+
+def header(text: str) -> str:
+    """Header styled text"""
+    return colorize(text, "BOLD", "CYAN")
+
+
+def prompt(text: str) -> str:
+    """Prompt styled text (green)"""
+    return colorize(text, "BOLD", "GREEN")
+
+
+def clear_line():
+    """Clear current line in terminal"""
+    print("\033[2K\r", end="")
+
+
+def move.cursor_up(lines: int = 1):
+    """Move cursor up"""
+    print(f"\033[{lines}A", end="")
+
+
+def move_cursor_down(lines: int = 1):
+    """Move cursor down"""
+    print(f"\033[{lines}B", end="")
+
+
+def move_cursor_right(cols: int = 1):
+    """Move cursor right"""
+    print(f"\033[{cols}C", end="")
+
+
+def move_cursor_left(cols: int = 1):
+    """Move cursor left"""
+    print(f"\033[{cols}D", end="")
+
+
+def save_cursor_position():
+    """Save cursor position"""
+    print("\033[s", end="")
+
+
+def restore_cursor_position():
+    """Restore cursor position"""
+    print("\033[u", end="")
+
+
+def clear_screen():
+    """Clear entire screen"""
+    print("\033[2J", end="")
+
+
+def hide_cursor():
+    """Hide cursor"""
+    print("\033[?25l", end="")
+
+
+def show_cursor():
+    """Show cursor"""
+    print("\033[?25h", end="")

src/ui/feedback.py

@@ -0,0 +1,73 @@
+"""User Feedback Handler"""
+
+import time
+from typing import Optional, Dict
+from enum import Enum
+
+
+class FeedbackType(Enum):
+    """Types of user feedback"""
+
+    POSITIVE = "positive"
+    NEGATIVE = "negative"
+    NEUTRAL = "neutral"
+
+
+class FeedbackHandler:
+    """Handle user feedback"""
+
+    def __init__(self):
+        self.feedback_history: list[Dict] = []
+
+    def collect_feedback(
+        self, response_id: str, helpful: bool, comment: Optional[str] = None
+    ):
+        """Collect user feedback"""
+        feedback = {
+            "response_id": response_id,
+            "helpful": helpful,
+            "comment": comment,
+            "timestamp": time.time(),
+        }
+        self.feedback_history.append(feedback)
+        return feedback
+
+    def get_average_rating(self) -> float:
+        """Calculate average feedback rating"""
+        if not self.feedback_history:
+            return 0.0
+
+        positive = sum(1 for f in self.feedback_history if f["helpful"])
+        return positive / len(self.feedback_history)
+
+    def show_feedback_prompt(self):
+        """Show feedback prompt"""
+        print("\n[bold cyan]Was this response helpful?[/bold cyan]")
+        print("  [green]1.[/green] Yes 👍")
+        print("  [red]2.[/red] No 👎")
+        print("  [yellow]3.[/yellow] Skip ⏭️")
+
+    def process_quick_feedback(self, rating: int) -> Dict:
+        """Process quick feedback"""
+        feedback_map = {
+            1: (True, "positive"),
+            2: (False, "negative"),
+            3: (None, "neutral"),
+        }
+
+        helpful, ftype = feedback_map.get(rating, (None, "neutral"))
+
+        if helpful is not None:
+            return self.collect_feedback(
+                f"response_{int(time.time())}", helpful=helpful
+            )
+
+        return {"type": "skipped"}
+
+
+def quick_feedback_prompt():
+    """Quick feedback prompt"""
+    print("\n📊 Quick Feedback:")
+    print("  👍 This helped!")
+    print("  👎 Needs improvement")
+    print("  ⏭️  Skip")