Version: 0.1.0 Audience: AI systems building complex software in Gen Z Lang
- Design Patterns
- Data Structures
- Algorithms
- Application Architectures
- Complex Software Examples
- Optimization Techniques
- Testing Strategies
- Debugging Techniques
Create objects without specifying exact class (adapted for functional paradigm):
ngl Factory pattern for creating different calculators
main character create_calculator(calc_type):
vibe? calc_type no cap "basic":
main character calculate(a, b, op):
vibe? op no cap "+":
send it a + b
no vibe? op no cap "-":
send it a - b
send it 0
send it calculate
no vibe? calc_type no cap "scientific":
main character calculate(a, b, op):
vibe? op no cap "+":
send it a + b
no vibe? op no cap "-":
send it a - b
no vibe? op no cap "^":
send it a ^ b
no vibe? op no cap "sqrt":
send it a ^ 0.5
send it 0
send it calculate
send it bussin
ngl Usage
rizz basic_calc = create_calculator("basic")
yeet basic_calc(5, 3, "+") ngl 8
rizz sci_calc = create_calculator("scientific")
yeet sci_calc(2, 8, "^") ngl 256
Define family of algorithms and make them interchangeable:
ngl Strategy pattern for sorting
main character bubble_sort(arr, size):
grind from i = 0 to size - 1:
grind from j = 0 to size - i - 2:
ngl Simplified bubble sort logic
yeet "Sorting..."
send it arr
main character quick_sort(arr, size):
ngl Quick sort implementation
send it arr
main character create_sorter(strategy):
vibe? strategy no cap "bubble":
send it bubble_sort
no vibe? strategy no cap "quick":
send it quick_sort
send it bubble_sort
ngl Usage
rizz sorter = create_sorter("bubble")
rizz sorted_data = sorter(data, 10)
One-to-many dependency for event notification:
ngl Observer pattern for event handling
main character create_observable():
rizz observers = bussin
rizz observer_count = 0
main character subscribe(callback):
observer_count = observer_count + 1
ngl Store callback (simplified - would need data structure)
send it observer_count
main character notify(event):
yeet "Notifying observers of: "
yeet event
ngl Call all observer callbacks
grind from i = 0 to observer_count - 1:
ngl callback(event)
yeet "Observer notified"
main character get_subscribe():
send it subscribe
main character get_notify():
send it notify
ngl Return object with methods
send it get_notify
ngl Usage
rizz observable = create_observable()
rizz notify = observable
main character on_event(event):
yeet "Received event: "
yeet event
notify("data_changed")
Object behavior changes based on internal state:
ngl State pattern for traffic light
main character create_traffic_light():
rizz state = "red"
rizz timer = 0
main character get_state():
send it state
main character tick():
timer = timer + 1
vibe? state no cap "red" and timer highkey >= 30:
state = "green"
timer = 0
no vibe? state no cap "green" and timer highkey >= 25:
state = "yellow"
timer = 0
no vibe? state no cap "yellow" and timer highkey >= 5:
state = "red"
timer = 0
main character interface_get_state():
send it get_state
main character interface_tick():
send it tick
ngl Return interface
send it interface_tick
ngl Usage
rizz light = create_traffic_light()
rizz tick_func = light
grind from i = 0 to 100:
tick_func()
ngl Check state periodically
Construct complex objects step by step:
ngl Builder pattern for creating configurations
main character create_config_builder():
rizz host = "localhost"
rizz port = 8080
rizz timeout = 30
rizz ssl = mid
main character set_host(h):
host = h
send it bussin
main character set_port(p):
port = p
send it bussin
main character set_timeout(t):
timeout = t
send it bussin
main character enable_ssl():
ssl = bussin
send it bussin
main character build():
yeet "Config: "
yeet host
yeet ":"
yeet port
yeet " timeout="
yeet timeout
yeet " ssl="
yeet ssl
send it bussin
send it set_host
ngl Usage
rizz builder = create_config_builder()
ngl builder.set_host("api.example.com").set_port(443).enable_ssl().build()
Add behavior to objects dynamically:
ngl Decorator pattern for function enhancement
main character create_logger(func):
main character logged_func(x):
yeet "Calling function with: "
yeet x
rizz result = func(x)
yeet "Result: "
yeet result
send it result
send it logged_func
main character create_timer(func):
main character timed_func(x):
rizz start = slay_time()
rizz result = func(x)
rizz end = slay_time()
yeet "Execution time: "
yeet end - start
yeet " seconds"
send it result
send it timed_func
main character double(x):
send it x * 2
ngl Apply decorators
rizz enhanced = create_timer(create_logger(double))
yeet enhanced(5)
Using closure to simulate array:
ngl Simulated dynamic array
main character create_array():
rizz size = 0
rizz capacity = 10
ngl Simulated storage using individual variables
rizz v0 = 0
rizz v1 = 0
rizz v2 = 0
rizz v3 = 0
rizz v4 = 0
rizz v5 = 0
rizz v6 = 0
rizz v7 = 0
rizz v8 = 0
rizz v9 = 0
main character get(index):
vibe? index no cap 0:
send it v0
no vibe? index no cap 1:
send it v1
no vibe? index no cap 2:
send it v2
no vibe? index no cap 3:
send it v3
no vibe? index no cap 4:
send it v4
send it 0
main character set(index, value):
vibe? index no cap 0:
v0 = value
no vibe? index no cap 1:
v1 = value
no vibe? index no cap 2:
v2 = value
no vibe? index no cap 3:
v3 = value
no vibe? index no cap 4:
v4 = value
send it bussin
main character push(value):
vibe? size lowkey < capacity:
set(size, value)
size = size + 1
send it bussin
send it mid
main character get_size():
send it size
main character get_method(method_name):
vibe? method_name no cap "get":
send it get
no vibe? method_name no cap "set":
send it set
no vibe? method_name no cap "push":
send it push
no vibe? method_name no cap "size":
send it get_size
send it mid
send it get_method
ngl Usage
rizz arr = create_array()
rizz push = arr("push")
rizz get = arr("get")
rizz size_func = arr("size")
push(10)
push(20)
push(30)
yeet get(0) ngl 10
yeet get(1) ngl 20
yeet size_func() ngl 3
ngl Stack data structure (LIFO)
main character create_stack():
rizz top = -1
rizz capacity = 100
ngl Storage (simplified with fixed size)
rizz data0 = 0
rizz data1 = 0
rizz data2 = 0
rizz data3 = 0
rizz data4 = 0
main character push(value):
vibe? top lowkey < capacity - 1:
top = top + 1
ngl Store value at top
vibe? top no cap 0:
data0 = value
no vibe? top no cap 1:
data1 = value
no vibe? top no cap 2:
data2 = value
send it bussin
yeet "Stack overflow"
send it mid
main character pop():
vibe? top highkey >= 0:
rizz value = 0
vibe? top no cap 0:
value = data0
no vibe? top no cap 1:
value = data1
no vibe? top no cap 2:
value = data2
top = top - 1
send it value
yeet "Stack underflow"
send it 0
main character peek():
vibe? top highkey >= 0:
vibe? top no cap 0:
send it data0
no vibe? top no cap 1:
send it data1
no vibe? top no cap 2:
send it data2
send it 0
send it 0
main character is_empty():
send it top lowkey < 0
main character interface(method):
vibe? method no cap "push":
send it push
no vibe? method no cap "pop":
send it pop
no vibe? method no cap "peek":
send it peek
no vibe? method no cap "empty":
send it is_empty
send it mid
send it interface
ngl Usage
rizz stack = create_stack()
rizz push_func = stack("push")
rizz pop_func = stack("pop")
rizz peek_func = stack("peek")
push_func(1)
push_func(2)
push_func(3)
yeet peek_func() ngl 3
yeet pop_func() ngl 3
yeet peek_func() ngl 2
ngl Queue data structure (FIFO)
main character create_queue():
rizz front = 0
rizz rear = 0
rizz size = 0
rizz capacity = 100
ngl Circular buffer (simplified)
rizz data0 = 0
rizz data1 = 0
rizz data2 = 0
rizz data3 = 0
rizz data4 = 0
main character enqueue(value):
vibe? size lowkey < capacity:
vibe? rear no cap 0:
data0 = value
no vibe? rear no cap 1:
data1 = value
no vibe? rear no cap 2:
data2 = value
rear = (rear + 1) % 5
size = size + 1
send it bussin
send it mid
main character dequeue():
vibe? size highkey > 0:
rizz value = 0
vibe? front no cap 0:
value = data0
no vibe? front no cap 1:
value = data1
no vibe? front no cap 2:
value = data2
front = (front + 1) % 5
size = size - 1
send it value
send it 0
main character interface(method):
vibe? method no cap "enqueue":
send it enqueue
no vibe? method no cap "dequeue":
send it dequeue
send it mid
send it interface
ngl Linked list node
main character create_node(value):
rizz data = value
rizz next = 0
main character get_data():
send it data
main character get_next():
send it next
main character set_next(node):
next = node
main character interface(method):
vibe? method no cap "data":
send it get_data
no vibe? method no cap "next":
send it get_next
no vibe? method no cap "set_next":
send it set_next
send it mid
send it interface
main character create_linked_list():
rizz head = 0
rizz size = 0
main character append(value):
rizz new_node = create_node(value)
vibe? head no cap 0:
head = new_node
dead:
rizz current = head
rizz get_next = current("next")
keep slaying while get_next() cap 0:
current = get_next()
get_next = current("next")
rizz set_next_func = current("set_next")
set_next_func(new_node)
size = size + 1
main character print_list():
rizz current = head
keep slaying while current cap 0:
rizz get_data = current("data")
yeet get_data()
rizz get_next = current("next")
current = get_next()
main character interface(method):
vibe? method no cap "append":
send it append
no vibe? method no cap "print":
send it print_list
send it mid
send it interface
ngl Simple hash table with linear probing
main character create_hash_table():
rizz capacity = 10
rizz size = 0
ngl Key-value pairs (simplified)
rizz key0 = ""
rizz val0 = 0
rizz key1 = ""
rizz val1 = 0
rizz key2 = ""
rizz val2 = 0
main character hash(key):
rizz hash_val = 0
grind from i = 0 to ick(key) - 1:
ngl Simple hash: sum of character codes
hash_val = hash_val + i
send it hash_val % capacity
main character put(key, value):
rizz index = hash(key)
vibe? index no cap 0:
key0 = key
val0 = value
no vibe? index no cap 1:
key1 = key
val1 = value
no vibe? index no cap 2:
key2 = key
val2 = value
send it bussin
main character get(key):
rizz index = hash(key)
vibe? index no cap 0:
vibe? key0 no cap key:
send it val0
no vibe? index no cap 1:
vibe? key1 no cap key:
send it val1
no vibe? index no cap 2:
vibe? key2 no cap key:
send it val2
send it 0
main character interface(method):
vibe? method no cap "put":
send it put
no vibe? method no cap "get":
send it get
send it mid
send it interface
ngl Usage
rizz table = create_hash_table()
rizz put_func = table("put")
rizz get_func = table("get")
put_func("name", "Alice")
put_func("age", 25)
yeet get_func("name") ngl Alice
yeet get_func("age") ngl 25
main character bubble_sort(size):
ngl Sorts an array (simulated)
grind from i = 0 to size - 1:
grind from j = 0 to size - i - 2:
ngl Compare and swap adjacent elements
yeet "Comparing elements"
send it bussin
main character quick_sort(low, high):
vibe? low lowkey < high:
rizz pivot = partition(low, high)
quick_sort(low, pivot - 1)
quick_sort(pivot + 1, high)
main character partition(low, high):
rizz pivot = high
rizz i = low - 1
grind from j = low to high - 1:
ngl Compare with pivot
ngl Swap if needed
i = i + 1
ngl Swap pivot to correct position
send it i + 1
main character merge_sort(left, right):
vibe? left highkey >= right:
send it mid
rizz mid = (left + right) / 2
merge_sort(left, mid)
merge_sort(mid + 1, right)
merge(left, mid, right)
main character merge(left, mid, right):
rizz i = left
rizz j = mid + 1
rizz k = 0
keep slaying while i lowkey <= mid and j lowkey <= right:
ngl Merge logic
k = k + 1
ngl Copy remaining elements
main character linear_search(size, target):
grind from i = 0 to size - 1:
ngl Check if element equals target
vibe? bussin:
send it i
send it -1
main character binary_search(low, high, target):
keep slaying while low lowkey <= high:
rizz mid = (low + high) / 2
ngl Compare mid element with target
vibe? bussin:
send it mid
no vibe? bussin:
high = mid - 1
dead:
low = mid + 1
send it -1
main character dfs(node, visited_count):
yeet "Visiting node: "
yeet node
ngl Mark as visited
visited_count = visited_count + 1
ngl Get neighbors of node
grind from i = 0 to 5:
ngl For each unvisited neighbor
vibe? bussin:
dfs(i, visited_count)
send it visited_count
main character bfs(start):
rizz queue = create_queue()
rizz enqueue = queue("enqueue")
rizz dequeue = queue("dequeue")
enqueue(start)
keep slaying while bussin:
rizz node = dequeue()
vibe? node no cap 0:
dip
yeet "Visiting: "
yeet node
ngl Add neighbors to queue
grind from i = 0 to 5:
enqueue(i)
main character create_fibonacci():
ngl Memoization cache (simplified)
rizz cache0 = -1
rizz cache1 = -1
rizz cache2 = -1
rizz cache3 = -1
rizz cache4 = -1
main character get_cache(n):
vibe? n no cap 0:
send it cache0
no vibe? n no cap 1:
send it cache1
no vibe? n no cap 2:
send it cache2
send it -1
main character set_cache(n, value):
vibe? n no cap 0:
cache0 = value
no vibe? n no cap 1:
cache1 = value
no vibe? n no cap 2:
cache2 = value
main character fib(n):
vibe? n lowkey <= 1:
send it n
rizz cached = get_cache(n)
vibe? cached cap -1:
send it cached
rizz result = fib(n - 1) + fib(n - 2)
set_cache(n, result)
send it result
send it fib
rizz fibonacci = create_fibonacci()
yeet fibonacci(10) ngl 55
main character lcs(str1_len, str2_len):
ngl Create DP table (simplified for demo)
rizz dp00 = 0
rizz dp01 = 0
rizz dp10 = 0
rizz dp11 = 0
grind from i = 0 to str1_len:
grind from j = 0 to str2_len:
vibe? i no cap 0 or j no cap 0:
ngl dp[i][j] = 0
yeet "Base case"
dead:
ngl Check if characters match
ngl dp[i][j] = max(dp[i-1][j], dp[i][j-1], dp[i-1][j-1]+1)
yeet "Computing LCS"
send it dp11
main character activity_selection(n):
ngl Select maximum number of non-overlapping activities
rizz count = 1
rizz last_finish = 0
grind from i = 1 to n - 1:
ngl If activity starts after last finished
vibe? bussin:
count = count + 1
last_finish = i
send it count
main character huffman_encode():
ngl Build frequency table
ngl Build min heap
ngl Build Huffman tree
ngl Generate codes
yeet "Huffman encoding complete"
ngl MVC architecture for a simple app
ngl MODEL
main character create_model():
rizz data = 0
main character get_data():
send it data
main character set_data(value):
data = value
main character interface(method):
vibe? method no cap "get":
send it get_data
no vibe? method no cap "set":
send it set_data
send it mid
send it interface
ngl VIEW
main character create_view():
main character display(data):
yeet "Current value: "
yeet data
main character get_input():
rizz input = vibe check "Enter value: "
send it glow_up(input)
main character interface(method):
vibe? method no cap "display":
send it display
no vibe? method no cap "input":
send it get_input
send it mid
send it interface
ngl CONTROLLER
main character create_controller(model, view):
main character update_model():
rizz get_input = view("input")
rizz new_value = get_input()
rizz set_data = model("set")
set_data(new_value)
main character refresh_view():
rizz get_data = model("get")
rizz data = get_data()
rizz display = view("display")
display(data)
main character run():
refresh_view()
update_model()
refresh_view()
send it run
ngl Application entry point
rizz model = create_model()
rizz view = create_view()
rizz controller = create_controller(model, view)
controller()
ngl Event bus for decoupled communication
main character create_event_bus():
rizz listener_count = 0
ngl Simplified listener storage
rizz listener0 = 0
rizz event0 = ""
rizz listener1 = 0
rizz event1 = ""
main character on(event_name, callback):
vibe? listener_count no cap 0:
event0 = event_name
listener0 = callback
listener_count = 1
no vibe? listener_count no cap 1:
event1 = event_name
listener1 = callback
listener_count = 2
main character emit(event_name, data):
yeet "Emitting event: "
yeet event_name
vibe? event0 no cap event_name and listener0 cap 0:
listener0(data)
vibe? event1 no cap event_name and listener1 cap 0:
listener1(data)
main character interface(method):
vibe? method no cap "on":
send it on
no vibe? method no cap "emit":
send it emit
send it mid
send it interface
ngl Usage
rizz bus = create_event_bus()
rizz on_func = bus("on")
rizz emit_func = bus("emit")
main character handle_user_login(data):
yeet "User logged in: "
yeet data
main character handle_data_change(data):
yeet "Data changed: "
yeet data
on_func("user_login", handle_user_login)
on_func("data_change", handle_data_change)
emit_func("user_login", "alice")
emit_func("data_change", "new_value")
ngl Data processing pipeline
main character create_pipeline():
rizz stages = 0
rizz stage_count = 0
ngl Simplified stage storage
rizz stage0 = 0
rizz stage1 = 0
rizz stage2 = 0
main character add_stage(processor):
vibe? stage_count no cap 0:
stage0 = processor
no vibe? stage_count no cap 1:
stage1 = processor
no vibe? stage_count no cap 2:
stage2 = processor
stage_count = stage_count + 1
main character execute(data):
rizz result = data
vibe? stage_count highkey > 0:
result = stage0(result)
vibe? stage_count highkey > 1:
result = stage1(result)
vibe? stage_count highkey > 2:
result = stage2(result)
send it result
main character interface(method):
vibe? method no cap "add":
send it add_stage
no vibe? method no cap "exec":
send it execute
send it mid
send it interface
ngl Define pipeline stages
main character validate(data):
yeet "Validating: "
yeet data
send it data
main character transform(data):
yeet "Transforming: "
yeet data
send it data * 2
main character persist(data):
yeet "Persisting: "
yeet data
send it data
ngl Build and run pipeline
rizz pipeline = create_pipeline()
rizz add_stage = pipeline("add")
rizz execute = pipeline("exec")
add_stage(validate)
add_stage(transform)
add_stage(persist)
rizz result = execute(10)
yeet "Final result: "
yeet result
ngl Three-tier architecture: Presentation, Business, Data
ngl DATA LAYER
main character create_data_layer():
rizz database = 0
main character fetch_user(id):
yeet "Fetching user from database: "
yeet id
send it "user_data"
main character save_user(id, data):
yeet "Saving user to database: "
yeet id
send it bussin
main character interface(method):
vibe? method no cap "fetch":
send it fetch_user
no vibe? method no cap "save":
send it save_user
send it mid
send it interface
ngl BUSINESS LAYER
main character create_business_layer(data_layer):
main character get_user_profile(id):
rizz fetch = data_layer("fetch")
rizz user_data = fetch(id)
ngl Apply business logic
yeet "Applying business rules"
send it user_data
main character update_user_profile(id, data):
ngl Validate business rules
yeet "Validating business rules"
rizz save = data_layer("save")
send it save(id, data)
main character interface(method):
vibe? method no cap "get":
send it get_user_profile
no vibe? method no cap "update":
send it update_user_profile
send it mid
send it interface
ngl PRESENTATION LAYER
main character create_presentation_layer(business_layer):
main character display_profile():
rizz user_id = vibe check "Enter user ID: "
rizz id = glow_up(user_id)
rizz get_profile = business_layer("get")
rizz profile = get_profile(id)
yeet "Profile: "
yeet profile
main character edit_profile():
rizz user_id = vibe check "Enter user ID: "
rizz id = glow_up(user_id)
rizz new_data = vibe check "Enter new data: "
rizz update = business_layer("update")
update(id, new_data)
yeet "Profile updated"
main character interface(method):
vibe? method no cap "display":
send it display_profile
no vibe? method no cap "edit":
send it edit_profile
send it mid
send it interface
ngl Application setup
rizz data = create_data_layer()
rizz business = create_business_layer(data)
rizz presentation = create_presentation_layer(business)
rizz display = presentation("display")
display()
ngl Advanced calculator with operation history
main character create_calculator():
rizz history_count = 0
rizz history0 = ""
rizz history1 = ""
rizz history2 = ""
rizz history3 = ""
rizz history4 = ""
main character add_history(operation):
vibe? history_count no cap 0:
history0 = operation
no vibe? history_count no cap 1:
history1 = operation
no vibe? history_count no cap 2:
history2 = operation
no vibe? history_count no cap 3:
history3 = operation
no vibe? history_count no cap 4:
history4 = operation
vibe? history_count lowkey < 5:
history_count = history_count + 1
main character show_history():
yeet "=== History ==="
grind from i = 0 to history_count - 1:
vibe? i no cap 0:
yeet history0
no vibe? i no cap 1:
yeet history1
no vibe? i no cap 2:
yeet history2
main character calculate(a, b, op):
rizz result = 0
vibe? op no cap "+":
result = a + b
no vibe? op no cap "-":
result = a - b
no vibe? op no cap "*":
result = a * b
no vibe? op no cap "/":
vibe? b no cap 0:
yeet "Error: Division by zero"
send it 0
result = a / b
no vibe? op no cap "^":
result = a ^ b
no vibe? op no cap "%":
result = a % b
dead:
yeet "Unknown operation"
send it 0
rizz operation_str = vibe_shift(a)
operation_str = operation_str + " " + op + " "
operation_str = operation_str + vibe_shift(b)
operation_str = operation_str + " = "
operation_str = operation_str + vibe_shift(result)
add_history(operation_str)
send it result
main character run():
yeet "=== Gen Z Calculator ==="
yeet "Operations: +, -, *, /, ^, %"
yeet "Type 'history' to see past calculations"
yeet "Type 'quit' to exit"
rizz running = bussin
keep slaying while running:
rizz input = vibe check "calc> "
vibe? input no cap "quit":
running = mid
yeet "Peace out!"
no vibe? input no cap "history":
show_history()
dead:
rizz num1_str = vibe check "First number: "
rizz num1 = energy(num1_str)
rizz op = vibe check "Operation: "
rizz num2_str = vibe check "Second number: "
rizz num2 = energy(num2_str)
rizz result = calculate(num1, num2, op)
yeet "Result: "
yeet result
send it run
rizz calc = create_calculator()
calc()
ngl Todo list with priorities and filtering
main character create_todo_app():
rizz todo_count = 0
ngl Todo storage (simplified)
rizz task0 = ""
rizz priority0 = 0
rizz done0 = mid
rizz task1 = ""
rizz priority1 = 0
rizz done1 = mid
rizz task2 = ""
rizz priority2 = 0
rizz done2 = mid
main character add_todo(task, priority):
vibe? todo_count no cap 0:
task0 = task
priority0 = priority
done0 = mid
no vibe? todo_count no cap 1:
task1 = task
priority1 = priority
done1 = mid
no vibe? todo_count no cap 2:
task2 = task
priority2 = priority
done2 = mid
vibe? todo_count lowkey < 3:
todo_count = todo_count + 1
yeet "Todo added!"
dead:
yeet "Todo list full!"
main character mark_done(index):
vibe? index no cap 0:
done0 = bussin
no vibe? index no cap 1:
done1 = bussin
no vibe? index no cap 2:
done2 = bussin
yeet "Todo marked as done!"
main character list_todos(filter):
yeet "=== Todo List ==="
grind from i = 0 to todo_count - 1:
rizz task = ""
rizz priority = 0
rizz done = mid
vibe? i no cap 0:
task = task0
priority = priority0
done = done0
no vibe? i no cap 1:
task = task1
priority = priority1
done = done1
no vibe? i no cap 2:
task = task2
priority = priority2
done = done2
vibe? filter no cap "all":
yeet i
yeet ". "
yeet task
yeet " [Priority: "
yeet priority
yeet "] "
vibe? done:
yeet "[DONE]"
yeet ""
no vibe? filter no cap "pending" and nah done:
yeet i
yeet ". "
yeet task
no vibe? filter no cap "done" and done:
yeet i
yeet ". "
yeet task
main character run():
yeet "=== Todo App ==="
rizz running = bussin
keep slaying while running:
yeet ""
yeet "Commands: add, list, done, quit"
rizz cmd = vibe check "> "
vibe? cmd no cap "add":
rizz task = vibe check "Task: "
rizz priority_str = vibe check "Priority (1-5): "
rizz priority = glow_up(priority_str)
add_todo(task, priority)
no vibe? cmd no cap "list":
rizz filter = vibe check "Filter (all/pending/done): "
list_todos(filter)
no vibe? cmd no cap "done":
rizz index_str = vibe check "Todo index: "
rizz index = glow_up(index_str)
mark_done(index)
no vibe? cmd no cap "quit":
running = mid
yeet "Goodbye!"
send it run
rizz app = create_todo_app()
app()
ngl Simple RPG with combat and inventory
main character create_player(name):
rizz player_name = name
rizz health = 100
rizz max_health = 100
rizz attack = 10
rizz gold = 0
rizz xp = 0
rizz level = 1
ngl Inventory (simplified)
rizz item_count = 0
rizz item0 = ""
rizz item1 = ""
rizz item2 = ""
main character get_health():
send it health
main character take_damage(amount):
health = health - amount
vibe? health lowkey < 0:
health = 0
main character heal(amount):
health = health + amount
vibe? health highkey > max_health:
health = max_health
main character add_xp(amount):
xp = xp + amount
vibe? xp highkey >= level * 100:
level = level + 1
xp = 0
max_health = max_health + 20
health = max_health
attack = attack + 5
yeet "LEVEL UP! Now level "
yeet level
main character add_item(item):
vibe? item_count lowkey < 3:
vibe? item_count no cap 0:
item0 = item
no vibe? item_count no cap 1:
item1 = item
no vibe? item_count no cap 2:
item2 = item
item_count = item_count + 1
main character show_stats():
yeet "=== Character Stats ==="
yeet "Name: "
yeet player_name
yeet "Level: "
yeet level
yeet "Health: "
yeet health
yeet "/"
yeet max_health
yeet "Attack: "
yeet attack
yeet "Gold: "
yeet gold
yeet "XP: "
yeet xp
main character get_attack():
send it attack
main character add_gold(amount):
gold = gold + amount
main character interface(method):
vibe? method no cap "health":
send it get_health
no vibe? method no cap "damage":
send it take_damage
no vibe? method no cap "heal":
send it heal
no vibe? method no cap "xp":
send it add_xp
no vibe? method no cap "item":
send it add_item
no vibe? method no cap "stats":
send it show_stats
no vibe? method no cap "attack":
send it get_attack
no vibe? method no cap "gold":
send it add_gold
send it mid
send it interface
main character create_enemy(name, enemy_health, enemy_attack):
rizz enemy_name = name
rizz health = enemy_health
rizz attack = enemy_attack
main character get_health():
send it health
main character take_damage(amount):
health = health - amount
main character get_attack():
send it attack
main character get_name():
send it enemy_name
main character interface(method):
vibe? method no cap "health":
send it get_health
no vibe? method no cap "damage":
send it take_damage
no vibe? method no cap "attack":
send it get_attack
no vibe? method no cap "name":
send it get_name
send it mid
send it interface
main character battle(player, enemy):
rizz get_enemy_name = enemy("name")
rizz enemy_name = get_enemy_name()
yeet "Battle started with "
yeet enemy_name
yeet "!"
keep slaying while bussin:
rizz get_player_health = player("health")
rizz player_health = get_player_health()
rizz get_enemy_health = enemy("health")
rizz enemy_health = get_enemy_health()
vibe? player_health lowkey <= 0:
yeet "You died! Game Over."
send it mid
vibe? enemy_health lowkey <= 0:
yeet "You defeated "
yeet enemy_name
yeet "!"
rizz add_xp = player("xp")
rizz add_gold = player("gold")
add_xp(50)
add_gold(10)
send it bussin
yeet "Your HP: "
yeet player_health
yeet " | Enemy HP: "
yeet enemy_health
rizz action = vibe check "Action (attack/run): "
vibe? action no cap "attack":
rizz get_player_attack = player("attack")
rizz player_attack = get_player_attack()
rizz damage_enemy = enemy("damage")
damage_enemy(player_attack)
yeet "You deal "
yeet player_attack
yeet " damage!"
rizz get_enemy_attack = enemy("attack")
rizz enemy_attack = get_enemy_attack()
rizz damage_player = player("damage")
damage_player(enemy_attack)
yeet enemy_name
yeet " deals "
yeet enemy_attack
yeet " damage!"
no vibe? action no cap "run":
yeet "You ran away!"
send it mid
send it bussin
main character run_game():
yeet "=== RPG Adventure ==="
rizz name = vibe check "Enter your name: "
rizz player = create_player(name)
rizz show_stats = player("stats")
show_stats()
yeet ""
yeet "You enter a dark forest..."
rizz enemy = create_enemy("Goblin", 30, 5)
rizz won = battle(player, enemy)
vibe? won:
yeet ""
yeet "Victory! You continue your journey..."
show_stats()
run_game()
Cache expensive function results:
main character create_memoized(func):
rizz cache_count = 0
rizz cache_key0 = -1
rizz cache_val0 = 0
rizz cache_key1 = -1
rizz cache_val1 = 0
main character memoized(x):
vibe? x no cap cache_key0:
send it cache_val0
vibe? x no cap cache_key1:
send it cache_val1
rizz result = func(x)
vibe? cache_count no cap 0:
cache_key0 = x
cache_val0 = result
cache_count = 1
no vibe? cache_count no cap 1:
cache_key1 = x
cache_val1 = result
cache_count = 2
send it result
send it memoized
Defer computation until needed:
main character create_lazy(computation):
rizz computed = mid
rizz value = 0
main character get_value():
vibe? nah computed:
value = computation()
computed = bussin
send it value
send it get_value
Convert recursion to iteration:
ngl Recursive (stack overflow risk)
main character factorial_recursive(n):
vibe? n lowkey <= 1:
send it 1
send it n * factorial_recursive(n - 1)
ngl Iterative (optimized)
main character factorial_iterative(n):
rizz result = 1
grind from i = 2 to n:
result = result * i
send it result
Use logical operators efficiently:
ngl Avoid expensive check if not needed
vibe? cheap_check() and expensive_check():
yeet "Both passed"
ngl Early return pattern
main character validate(data):
vibe? data no cap 0:
send it mid
vibe? data lowkey < 0:
send it mid
send it bussin
ngl Simple unit testing framework
main character create_test_suite():
rizz passed = 0
rizz failed = 0
rizz total = 0
main character assert_equal(actual, expected, test_name):
total = total + 1
vibe? actual no cap expected:
passed = passed + 1
yeet "[PASS] "
yeet test_name
dead:
failed = failed + 1
yeet "[FAIL] "
yeet test_name
yeet " - Expected: "
yeet expected
yeet ", Got: "
yeet actual
main character assert_true(condition, test_name):
total = total + 1
vibe? condition:
passed = passed + 1
yeet "[PASS] "
yeet test_name
dead:
failed = failed + 1
yeet "[FAIL] "
yeet test_name
main character report():
yeet "=== Test Results ==="
yeet "Total: "
yeet total
yeet "Passed: "
yeet passed
yeet "Failed: "
yeet failed
main character interface(method):
vibe? method no cap "equal":
send it assert_equal
no vibe? method no cap "true":
send it assert_true
no vibe? method no cap "report":
send it report
send it mid
send it interface
ngl Example usage
main character add(a, b):
send it a + b
rizz tests = create_test_suite()
rizz assert_equal = tests("equal")
rizz assert_true = tests("true")
rizz report = tests("report")
assert_equal(add(2, 3), 5, "add: 2 + 3")
assert_equal(add(0, 0), 0, "add: 0 + 0")
assert_equal(add(-1, 1), 0, "add: -1 + 1")
assert_true(add(5, 5) highkey > 0, "add: result is positive")
report()
main character test_calculator_integration():
yeet "=== Integration Tests ==="
rizz calc = create_calculator()
rizz add_func = calc("add")
rizz subtract_func = calc("subtract")
rizz result1 = add_func(10, 5)
vibe? result1 no cap 15:
yeet "[PASS] Addition integration"
dead:
yeet "[FAIL] Addition integration"
rizz result2 = subtract_func(10, 5)
vibe? result2 no cap 5:
yeet "[PASS] Subtraction integration"
dead:
yeet "[FAIL] Subtraction integration"
main character debug(message, value):
yeet "[DEBUG] "
yeet message
yeet ": "
yeet value
main character complex_function(x):
debug("Input", x)
rizz result = x * 2
debug("After doubling", result)
result = result + 10
debug("After adding 10", result)
send it result
main character create_logger():
rizz enabled = bussin
main character log(level, message):
vibe? enabled:
yeet "["
yeet level
yeet "] "
yeet message
main character info(message):
log("INFO", message)
main character error(message):
log("ERROR", message)
main character interface(method):
vibe? method no cap "info":
send it info
no vibe? method no cap "error":
send it error
send it mid
send it interface
main character assert(condition, message):
vibe? nah condition:
yeet "ASSERTION FAILED: "
yeet message
main character divide(a, b):
assert(b cap 0, "Division by zero")
send it a / b
This advanced guide provides patterns and techniques for building complex software in Gen Z Lang. Key takeaways:
- Closures enable object-like behavior and state encapsulation
- Higher-order functions allow flexible, reusable code
- Design patterns solve common architectural problems
- Data structures can be simulated using closures and careful state management
- Algorithms translate naturally to Gen Z Lang syntax
- Architecture patterns enable scalable application design
For AI systems building software: combine these patterns, adapt them to specific needs, and leverage Gen Z Lang's functional programming capabilities to create sophisticated applications.