Advanced Bit Manipulation Interview Patterns: XOR Tricks, Bitmask Subsets, and Bit DP (2025)
Core Bit Operations Reference # Fundamental bit tricks n & (n-1) # clear lowest set bit (check power of 2: […]
Core Bit Operations Reference # Fundamental bit tricks n & (n-1) # clear lowest set bit (check power of 2: […]
Core Entities Ticket: ticket_id, title, description, status (OPEN, IN_PROGRESS, PENDING, RESOLVED, CLOSED), priority (P1/P2/P3/P4), category (BUG, FEATURE, INCIDENT, QUESTION, CHANGE),
Naive String Search and Why to Avoid It Naive string search: for each position i in text (0..n-m), compare pattern[0..m-1]
Requirements and Scale Functional: real-time score updates ( millions of simultaneous reads). Read-to-write ratio: 100,000:1. The core challenge is fan-side
Binary Indexed Tree (Fenwick Tree / BIT) A BIT supports prefix sum queries and point updates in O(log n) time
1D DP Space Optimization # Fibonacci: O(n) -> O(1) space def fib(n: int) -> int: if n int: prev2 =
What is a Knowledge Graph? A knowledge graph stores entities (nodes) and typed relationships (edges) between them. Examples: Google Knowledge
Core Entities User: user_id, name, email, role (EMPLOYEE, MANAGER, ADMIN), hourly_rate (default), timezone, created_at. Project: project_id, name, client_id, status (ACTIVE,
Dijkstra’s Algorithm – Shortest Path (Non-negative Weights) import heapq from collections import defaultdict def dijkstra(graph: dict, start: int, n: int)
Requirements and Scale Functional: shorten long URLs, redirect short URLs to originals, track click analytics (count, geography, device, referrer), support
Core Entities Survey: survey_id, creator_id, title, description, status (DRAFT, ACTIVE, PAUSED, CLOSED), settings (JSONB: allow_anonymous, one_response_per_user, show_progress_bar, randomize_questions, response_limit), start_date,
Heap Fundamentals A heap is a complete binary tree where every parent satisfies the heap property (min-heap: parent = children).
GCD, LCM, and Euclidean Algorithm import math def gcd(a: int, b: int) -> int: while b: a, b = b,
Core Entities Poll: poll_id, creator_id, question, poll_type (SINGLE_CHOICE, MULTIPLE_CHOICE, RANKED, RATING), status (DRAFT, ACTIVE, CLOSED), is_anonymous, allow_change_vote, visibility (PUBLIC, PRIVATE,
String Fundamentals for Interviews Strings are immutable in Python and Java — concatenating in a loop is O(n^2). Use a