Defanging an IP Address with Python

Today, we will learn how if, elif, and else work in Python by applying them to a real-life scenario. Using a simple attendance system, we will see how programs make decisions based on conditions—just like rules in real life. This practice helps us understand how logic is converted into working code. Small steps, strong fundamentals 🚀 #Python #IfElse #ProgrammingBasics #LearningByDoing #GoogleColab #BeginnerPython #CodeLogic

Quick Test Run with a New PDF Ran DocAssist today with a completely new PDF just to validate the pipeline again - and it worked smoothly Upload→ Ask → Get answers in seconds. Always satisfying to see a RAG system behave consistently on unseen documents. Check code implementation: 👇 Repo : https://lnkd.in/g7sqbkiD #DocAssist #RAG #Testing #LLM #LangChain #ChromaDB #AIProject #GenerativeAl #Python

🎥 Week 4 | Phase 0 Foundation (Python) | Mini Project video is up. Three weeks of code. All in separate folders. Disconnected. This week I stitched it all together into one reusable package. Built llm-test-utils - a single Python package bundling everything from the past 3 weeks: → Prompt formatter (Week 1) → Test case organizer (Week 2) → llm response validator (Week 3) → All wrapped in a proper package structure Modules. __init__.py. Virtual environments. The stuff that turns scripts into actual software. If you're following along, try building it yourself first. Video's there if you get stuck or want a different perspective. Link in comments. #GenAITesting #LearnInPublic #LLMTesting #Python #AITesting #QAEngineer #QAEngineer #SoftwareTesting #52WeekChallenge

✓ Week 4 Complete From scripts to software. This week was about structure - modules, packages, virtual environments. The stuff that turns messy code into something reusable. Built llm-test-utils - a Python package that bundles everything from the past 4 weeks: → Prompt formatters (Week 1) → Test data organizers (Week 2) → Response validators (Week 3) → All wrapped in a clean package structure (Week 4) Phase 0 (Python Foundation) Still stacking bricks. Code's in the repo - link in comments. #GenAITesting #LearnInPublic #LLMTesting #Python #AITesting #QAEngineer #LearningInPublic #GenAI #SoftwareTesting #52WeekChallenge

Day 4 of LeetCode 🚀 | Divide Two Integers Today’s challenge was Divide Two Integers — performing division without using *, /, or %. Approach: Handle sign using XOR Convert numbers to absolute values Use bit shifting to subtract the largest possible multiple Take care of 32-bit overflow Time Complexity: O(log n) Space Complexity: O(1) #LeetCode #Day4 #DSA #ProblemSolving #Python #CodingJourney

✅ Problem: Single Number (LeetCode #136) 🧠 Concept Used: Bit Manipulation (XOR) ⚡ Approach: XOR of two same numbers = 0 XOR with 0 = number itself Result: the unique element survives ⏱️ Time Complexity: O(n) 📦 Space Complexity: O(1) This problem reinforced how powerful bitwise operations can be for writing clean and optimal code. Consistency > Motivation. Day 4 done. On to Day 5 💪 #100DaysOfCode #LeetCode #DSA #ProblemSolving #Python #CodingJourney #Consistency

Day 32 of #100DaysOfCode 🚀 Today’s LeetCode lesson wasn’t about algorithms — it was about reading errors carefully. 🔍 Problem: Minimum Removals to Balance Array 💡 Approach: Sorting + Sliding Window (Two Pointers) But I hit a Runtime Error even though my logic was correct. Takeaways: Always match the exact function name expected by the platform Don’t panic on runtime errors — read the driver message carefully Logic can be perfect, but naming matters 🧠 Final solution uses: Sorting Two pointers O(n log n) time complexity Consistency > Speed. Small details > Big mistakes. On to the next problem 💪 #100DaysOfCode #LeetCode #Python #DSA #ProblemSolving #CodingJourney #LearningByDoing

🔲 Beginner-Friendly Guide 'Maximum Side Length of a Square' – LeetCode 1292 (C++, Python, JavaScript) By Om Shree Finding the perfect sub-section of a data grid is a classic challenge in computer science. In this problem, we explore how to efficiently calculate the sums of various squares within a matrix to find the largest one that stays under a specific limit. You're given: A 2D matrix of integers called m... https://lnkd.in/efYwHyVc

"We'll prototype in Python and then rewrite it in C++." Famous last words. This classic promise often creates a synchronization hell. The research team iterates on the Python prototype for months, adding features and changing logic. By the time the quant dev team starts the "rewrite," it's a moving target. The strategy isn't inherently wrong, but without strict API contracts, shared test suites, and paired programming, you build two different models. The key is to design the Python prototype as if it were the C++ kernel from day one. Has a "rewrite later" strategy ever backfired on you? What was the lesson? #QuantFinance #QuantDev #SoftwareEngineering #Prototyping #KernelDevelopment #FinancialEngineering

Week 3 | Phase 0 Foundation (Python) | Mini Project video is up. Built an LLM Response Validator, a library that checks if responses are valid JSON, right length, contain required keywords, and have no forbidden words. Control flow. Functions. List comprehensions. If you're following along, try it yourself first. Video's there if you get stuck. Link in comments. #GenAITesting #LearnInPublic #LLMTesting #Python #AITesting #QAEngineer #LearningInPublic #GenAI #SoftwareTesting #52WeekChallenge