We published three technical articles about how SolverForge approaches constraint programming. 👉 The frontend story: Our quickstarts still use jQuery. Not because we haven't gotten around to modernizing—because transparency matters more than sophistication when you're teaching. When a developer opens devtools, they see exactly what's happening. No virtual DOM diffing, no state management abstractions, no build step artifacts. 👉 The backend story: SolverForge is written in Rust with a zero-erasure architecture. No Box<dyn Trait>, no Arc, no vtable lookups in hot paths. Every constraint compiles to specialized machine code. SERIO, our incremental scoring engine, recalculates only what changed—essential when evaluating millions of candidate moves per second. 👉 The practical story: A new Rust quickstart walks through employee scheduling from domain model to deployed solution, showing how the pieces connect. The ergonomics gap between Rust and Python is our current focus. We're addressing it from both directions: improving Rust's constraint DSL and building Python bindings that compile to the same native core. Links in the first comment! 👇
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Wrapped up a v1 Inventory System built in vanilla JavaScript, focused on time-safe state updates, normalized data with invariant enforcement, and async-safe UI flows. The app cleanly separates application state from UI control state and is architected to swap storage layers without UI rewrites. Next step: building a no-framework Python API to learn backend system fundamentals.
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Always have been fan of the jetbrains (pycharm/webstorm) platform. I believe I will move on to: VSCode with Claude code opus 4.5 (except for datagrip) This thing is amazing: - Claude code integrates perfectly with vs code - Helps you configure/optimize VSCode for you - Let's you refactor against the entire codebase - Does code reviews/suggestions - Fixes bugs - Creates entire features - Oh, and it does it remarkably well The cool thing is that you can see step by step what it is doing for you! I haven't had the feeling that I'm not in control anymore. Start by using it for boring monkey jobs like upgrading towards a new version of langgraph or angular and updating all the breaking changes or contract updates. What do you use as your setup? What is the craziest thing an LLM has done for you in your code? What I did today: Asked it tackle a python codebase that is not typesafe yet. Make it use pyright and update all the types that it can. And also configure your vs code settings to be optimized for pyright
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Happy to share an early working version of Agentifind. Agentifind is an LSP powered tool that scans your knowledge base and creates a map (CODEBASE.md file) so that the next time your context is fresh, your agent won't need to spend time and most importantly tokens to understand how your auth flow works or where the API routes are. The current version works with Python, TypeScript and JavaScript. The results? ~50% reduction in tokens and time for exploration, design, and debugging tasks. The more complex the task, the bigger the improvement. It's installed with a single command and works with your favorite coding agent. One command to install: npx skills add AvivK5498/Agentifind GitHub: https://lnkd.in/dKjA732K Would love feedback from anyone testing it on real codebases.
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Day 184: Moving Nodes and Counting Words I am now on Day 184! Today, I practiced more Linked List logic and started working with Strings. Here is what I did today in very simple steps: 1. Rotate List (LeetCode 61) 🔄 I learned how to take the end of a list and move it to the front. How? First, I find the length of the list. Then, I find the right place to "cut" the list and connect the end back to the start. 2. Swap Nodes in Pairs (LeetCode 24) 🤝 I learned how to swap every two nodes. For example, 1 -> 2 -> 3 -> 4 becomes 2 -> 1 -> 4 -> 3. The Trick: I used a "Sentinel" node to keep track of the head. I also tried a Recursive version, which made the code very short and clean! 3. Length of Last Word (LeetCode 58) 📏 I moved to Strings! I had to find the length of the very last word in a sentence. Manual Way: Instead of using easy shortcuts, I started from the end of the string, skipped the empty spaces, and counted the letters until I hit another space. It is a great way to practice loops. My takeaway: Whether it is cutting a list or counting letters backward, logic is all about finding the right starting point! #JavaScript #Coding #Programming #WebDevelopment #DataStructures #Algorithms #SoftwareEngineer #Logic #SimpleLearning #StringManipulation #LinkedList #TechCommunity #DailyCoding #ProblemSolving #CareerGrowth #CodeNewbie
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I built a working voice agent in under 45 seconds! `lk app create` gives you a complete agent project in Python or TypeScript from starter templates. Configure your STT, LLM, and TTS models. Add instructions. Run it. For Python agents, `uv run agent.py console` lets you test it locally in your terminal without building a frontend. Deploy to production with `lk agent create`. This is how fast it should be. Powered by LiveKit.
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🚀 How JavaScript Executes Your Code — Behind the Scenes Here’s the real flow. 👉 1. Parsing (Before code runs) Your code is first checked for errors and converted into a Syntax Tree (AST). 👉 2. JIT Compiler JavaScript uses a Just-In-Time compiler. It reads your code and prepares it for execution. 👉 3. Bytecode → Machine Code The engine converts your code into bytecode, then into machine code (CPU language). 👉 4. Execution Finally, the machine code runs and your program starts working. So the pipeline looks like this: Code → Parsing → Syntax Tree → JIT Compiler → Bytecode → Machine Code → Execution Keep learning. Keep building. 💪 #JavaScript #WebDevelopment #FullStackDevelopment #MERN #Programming #Developers #Learning #CodingJourney
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𝗢𝗽𝗲𝗻 𝗦𝗼𝗎𝗿𝗰𝗲 𝗣𝗿𝗼𝗷𝗲𝗰𝗍 You can fit a lot into a small space. I recently worked on a project where I fit Flappy Bird into a single QR code. You can use this project to learn more about coding and open source development. Some key skills you need for this project include: - web development - JavaScript - Python Source: https://lnkd.in/gFPbRENe
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A quick VS Code update ⚡ Claude Opus 4.6 is now available and rolling out in GitHub Copilot. Early signs show it handles agent-style coding and complex, multi-step tasks much better :) Hope this helps ✅️ Drop a Like if you found this post helpful! 👍 Follow Ram Maheshwari ♾️ for more 💎 #html #ai #javascript #coding #webdevelopment #programming
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Couldn’t make it to FOSDEM or want to rewatch a great talk? 🎥 In “Making Web Components work: a framework’s perspective”, Hayleigh Thompson explores how Lustre, a frontend framework built with Gleam, takes a different approach to Web Components. "Lustre - a frontend framework for the functional programming language Gleam - is bucking this trend; quietly using Web Components as a core building block of its runtime. In this talk we'll explore how Lustre can lean harder into the platform by adopting a different idea of what "components" should be, and how this can end up benefit framework users too." https://lnkd.in/ddekYQX4 #Gleam
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Deep in the weeds with JavaScript today—moving beyond basic UI to focus on data structures and backend integration The journey from "it works on my machine" to a deployed application continues! #WebDev #Programming #VSCode #JuniorDeveloper #TechJourney #CloudDatabase
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How We Build Frontends: jQuery in 2026 https://solverforge.org/blog/2026/01/21/how-we-build-frontends-jquery-in-2026/ The Future of Constraint Programming in Rust (and Python) https://solverforge.org/blog/2026/01/21/the-future-of-constraint-programming-in-rust/ Employee Scheduling in Rust (Quickstart) https://solverforge.org/docs/getting-started/employee-scheduling-rust/