Spent a day prototyping a concept to solve a recurring bottleneck: the heavy lead time in early-stage Techno-Economic Analysis (TEA). "ProcessSketch-TEA" is a lightweight MVP that takes simple text/YAML inputs to instantly generate a Process Flow Diagram (PFD), run mass balances, and output financial metrics like NPV and IRR. Built the backend engine with Python (FastAPI) and the UI with ReactFlow. It's just a quick proof-of-concept for now, but it proves how easily we can accelerate initial feasibility studies and strategic decision-making. #ProcessEngineering #TEA #FinancialModeling #Python #ReactFlow #Devlog

Predict the Output! 🐍💻 x = [1, 2, 3] y = x y.append(4) print(x) What gets printed? 🖨️ A) [1, 2, 3] B) [1, 2, 3, 4] C) Error ❌ This is a classic Python trap regarding Mutable Objects. 🪤 👇 **Comment A, B, or C!** No Googling! Be honest! 🤐 #PythonQuiz #CodingChallenge #Developer #Programming #Tech

Python dependency management just hit 100mph. 🚀 Still waiting minutes for pip install to finish? It’s time to meet uv. Written in Rust by the Astral team (the creators of Ruff), uv is more than just a package manager—it’s a single binary that replaces: ✅ pip (but 10-100x faster) ✅ pyenv (manages Python versions for you) ✅ poetry/pipenv (handles lockfiles and virtualenvs) ✅ pipx (runs tools in isolated environments via uvx) Why I’m switching: Blazing Speed: It resolves dependencies almost instantly, even for massive projects. Zero-Config: No more juggling five different tools just to start a project. Universal Lockfiles: Reproducible builds that actually work across teams. If you haven’t tried uv yet, your CI/CD pipelines (and your patience) will thank you for making the switch. Have you made the jump to uv yet, or are you sticking with the classics? 👇 #Python #SoftwareEngineering #DeveloperTools #Rust #Astral #uv

I’ve been tinkering with a tool to make our Solaris workflow a bit more manageable. When you’re working within a fixed studio pipeline, the goal isn’t always to reinvent the wheel—it’s just about making it spin a bit smoother. I recently added some features to "Env Asset Studio" to help with bulk asset collection and visualization. It also includes a simple "recycling" workflow, so we can easily pick up and reuse assets from previous tasks instead of hunting them down or starting from scratch every time. It’s just a lightweight Python UI to keep the scene graph organized and save a few clicks. #Houdini #Solaris #USD #Python #TechArt #VFX

Prototyping an LLM is easy. Getting it to work reliably in production is where 80% of teams fail. The difference? In production, you face hallucinations, latency spikes, and bizarre failures. Debugging is a nightmare because you're dealing with probabilities, not deterministic code. My take: The real work isn't the model, it's the observability. You need to trace every prompt, response, and cost to understand why it failed. What practical tools are you using for this? Read more: https://lnkd.in/ehR5b7HY #LLM #Python #DataAnalytics #TechTrends Auto-generated post — I built the agent behind this in n8n. Want one? DM me ✉️

Logic in its simplest form. I’ve been refining this Python script for a Rock, Paper, Scissors game. Beyond just the win/loss mechanics, I focused on making the user experience smoother—adding loops for continuous play and validation checks to handle unexpected inputs. It’s a small project, but a great reminder of how foundational conditional logic builds the backbone of any software. #PythonDevelopment #CodeSnippet #ProgrammingLogic #SoftwareEngineering #Python3 #LearnToCode

🚀 LeetCode Practice: Problem #145 – Binary Tree Postorder Traversal I recently solved LeetCode 145, a classic tree traversal problem that strengthens understanding of Depth-First Search (DFS) and recursion. 📌 Problem Statement Given the root of a binary tree, return the postorder traversal of its nodes’ values. Postorder Traversal Order: 👉 Left → Right → Root 🧠 Technique Used: Depth-First Search (Recursive Approach) Approach Explanation: If the current node is None, return. Recursively traverse the left subtree. Recursively traverse the right subtree. Visit (append) the root node value at the end. This traversal ensures that child nodes are processed before their parent node. Time Complexity: O(n) Space Complexity: O(h) (Where h is the height of the tree due to recursion stack) #LeetCode #Python #DSA #ValidAnagram #ProblemSolving #Algorithms #DataStructures #CodingPractice #100DaysOfCode #InterviewPreparation #SoftwareEngineering #DeveloperJourney #TechCommunity #LearningByDoing

FastAPI Dependency Injection: Power Tool or Footgun? FastAPI’s dependency injection is incredibly powerful — and often misused. Used well: • Clean separation of concerns • Testable business logic • Infrastructure easily mocked or swapped Used poorly: • Hidden execution paths • Hard-to-debug request flows • Accidental global state Rule of thumb: • Inject behavior, not logic • Keep dependencies shallow • Avoid side effects during injection Modern frameworks don’t remove design principles. They demand them more. #FastAPI #Python #CleanCode #BackendEngineering #APIDesign #SoftwareArchitecture

✨ Day 8 of #GeekStreak60 Today’s Problem of the Day focused on determining whether two strings are Isomorphic. 🔍 Problem Statement Given two strings s1 and s2 of equal length, check whether they are isomorphic. Two strings are isomorphic if: • Each character in s1 maps to exactly one character in s2 • The mapping is consistent and preserves order • No two characters in s1 map to the same character in s2 💡 Approach ✔️ Compared the pattern of first occurrences in both strings ✔️ Used list comprehension with index() to capture structural patterns ✔️ Verified if both patterns match — ensuring isomorphism 🚀 Key Insight Instead of directly mapping characters, comparing structural patterns simplifies the solution and keeps the code clean and efficient. 🎯 Outcome Clean logic ➝ Minimal code ➝ Maximum clarity 📈 Progress Update Day 8 completed successfully! Consistency is the key to building strong problem-solving skills 💪 #GeeksforGeeks #GeekStreak60 #Day8 #ProblemSolving #Python #CodingJourney #NPCI