🚀 Day 59 at @ChaiCodeHQ ☕💻 This class was taught by @surajtwt_ Sir, where we explored how AI-powered applications work behind the scenes and how modern systems combine retrieval, automation, databases, and intelligent workflows to create smarter developer experiences. 📚 Topics Covered: 🧠 What is LLM → Understanding the foundation of modern AI systems 🔍 RAG Pipeline → Learning how retrieval improves AI responses 📌 Vector Embedding → Exploring how information is represented and processed 🎯 Query Embedding → Understanding smarter search and matching ⚡ Indexing → Learning techniques for faster retrieval 🗄️ Neon → Exploring modern database infrastructure 🔗 GitHub App Connection → Integrating applications with GitHub workflows ⚙️ Inngest Workflows → Automating tasks through event-driven execution A valuable session that gave me a better understanding of how modern AI applications are designed and built. Excited to continue learning and applying these concepts in future projects 🚀 Special thanks to @Hiteshdotcom Sir and @piyushgarg_dev Sir for creating such an amazing learning environment through @ChaiCodeHQ ☕💻 #ChaiAurCode #AI #LLM #RAG #VectorEmbedding #GitHub #Neon #Inngest #CodeReview #FullStackDeveloper #LearningInPublic #BuildInPublic

AI-enabled engineering is not vibe coding. It is faster engineering with better checkpoints. The real advantage is not that AI writes code. The real advantage is that AI can help you move through the engineering loop faster: Understand the repo. Write a spec. Generate a small change. Inspect the diff. Add tests. Run validation. Review risks. Ship. Observe. But only if you keep control of the loop. An AI-enabled engineer still needs fundamentals: APIs. Databases. Debugging. System design. Testing. Security. Production judgment. Without those, AI just helps you create bigger mistakes faster. The roadmap is practical: 1. Strengthen engineering fundamentals 2. Learn the AI toolchain 3. Write specs before prompts 4. Use AI for codebase navigation 5. Build with small verified steps 6. Make tests the control layer 7. Review AI code like production code 8. Automate repeatable loops 9. Ship and observe 10. Teach the workflow to your team The best AI-enabled engineers are not replacing engineering discipline. They are compressing the time between intent, implementation, validation, and learning. That is the real leverage. Not faster typing. Audited speed. #SoftwareEngineering #AIEngineering #AICoding #DeveloperProductivity #AIAgents #EngineeringLeadership #CodeReview #Testing #DevTools #GenerativeAI

Names describe intent. Wiring defines behaviour. How a 2026 AI coding tool "fixed" a button that compiled, passed review, and never ran once #SoftwareEngineering #AICoding #DotNet #LegacyModernization #CodeReview linkedin.com/posts/sukumar-t…

⑤ Hugging Face、GitHubネイティブなAIコードレビュー「Serge」を公開 Hugging Faceは6月12日、GitHubの通常のプルリクレビュー体験に沿って動くAIコードレビュー支援ツール「Serge」を公開した。GitHub Action、GitHub App、ステージドWebアプリの3形態を用意し、人による公開前確認も組み込める。 ソース: huggingface.co/blog/huggingf… #HuggingFace #CodeReview #AI開発 #LLM

Use Visual Studio Pro's integrated code review tools to catch bugs early, improve code quality, and foster team collaboration. Leverage inline comments and automated suggestions for efficient, constructive feedback. #CodeReview #VisualStudioPro #DevTips @visualstudio

🚀 Day 58 at @ChaiCodeHQ ☕💻 Today’s session with Suraj Kumar Jha Sir marked the start of an exciting new project — building an AI-powered Code Review platform from scratch. Instead of rushing into features, today was focused on building the right foundation because great products are built with strong systems and thoughtful decisions. 💡 Today we focused on: ⚙️ Structuring the application 🔐 Setting up authentication 🌐 Connecting through proxy setup 📊 Creating the dashboard foundation One thing I’m starting to realize — behind every smooth AI experience, there’s a lot of architecture, planning, and engineering happening behind the scenes. Excited to continue building, learning, and seeing this project evolve in the upcoming sessions 🚀 Big thanks to @ChaiCodeHQ ☕, @Hiteshdotcom Sir, and @piyushgarg_dev Sir for creating such an amazing learning experience. #ChaiAurCode #AI #CodeReview #FullStack #NextJS #BuildInPublic #LearningInPublic

🤖 Claude Code going full agent mode with repo access tests is cool… until it confidently changes 12 files and declares victory. Guardrails matter—because I’d like fewer “oops” commits. #Windows #Microsoft #AI windowsforum.com/threads/cla… #CodeReview #AgenticCoding

Alibaba used this internally for 2 years with tens of thousands of devs before open-sourcing it. open-code-review caught millions of real bugs in production. Two-layer system: deterministic rules handle the easy stuff (NPE, XSS, SQL injection), then an LLM agent goes after logic bugs using tool use. Pinpoints exact lines. Works with any OpenAI-compatible endpoint. ⭐ 6.5K #CodeReview #AI #OpenSource github.com/alibaba/open-code… Follow for daily dev finds 🔔

GitHub Copilot Code Review introduces new controls for org runners, content exclusion options, and no more character limits on custom repo instructions—streamlining how you tailor your AI-assisted code reviews. #GitHub #Copilot #CodeReview 🤖🔧 ⬇️

Code review for security: look for string concatenation in queries, unsanitised output to HTML, hardcoded secrets, insecure deserialization, missing authorisation checks, and unsafe use of eval. These seven patterns cause most AppSec vulnerabilities. #CodeReview #AppSec

Introducing Haystack: the tool designed to streamline your code reviews by highlighting PRs that need your attention! 🛠️ Say goodbye to missed updates and hello to efficient collaboration. Focus on what matters most in your development workflow. #CodeReview #DevTools

Found this in the codebase - if(customerData.get() != null) customerData is declared as Optional<Customer>. What's the issue with this code? How would you refactor it? #Java #CodeReview #SpringBoot #CleanCode

Finally wrote a proper write up on my stored XSS on Mozilla. Check it out - profile-chi-jade.vercel.app/… #bugbounty #codereview #security

İyi PR küçüktür. 400 satırı geçince inceleme kalitesi çöker; büyük işi anlamlı parçalara bölün. #Kariyer #CodeReview

🌟 Wednesday, June 10, 2026 🌟 Day 160 of Year 3 Day 891 of my coding journey since 1/1/24 Every bug solved is another step toward becoming a stronger programmer. #Python #CodeInPlace #Programming #ComputerScience #PythonProgramming #Debugging #CodeReview #Mentorship

🌟 Sunday, June 7, 2026 🌟 Day 157 of Year 3 Day 888 of my coding journey since January 1, 2024. Great code isn't just about making it work—it's about making it understandable. #Python #CodeInPlace #Programming #ComputerScience #PythonProgramming #CodeReview #Mentorship

🌟 Wednesday, June 3, 2026 🌟 Day 153 of Year 3 Day 884 of my coding journey since January 1, 2024. 🚀 Every code review is a chance to learn something new—both for the student and the mentor. #Python #CodeInPlace #Programming #ComputerScience #CodeReview #Debugging

Claude Code Harness: 계획과 구현, 검토와 출시를 강제하는 Claude Code 개발 하네스 (by 9bow님) d.ptln.kr/10648 #claudecode #codingagent #codereview #harness #specdriven #claudecodeharness #tdd

On top of guaranteed uptime, you'll get better review capabilities: interdiffs between revisions, region commenting on images and docs, built-in support for stacked changes. Stay unblocked with Review Board. reviewboard.org/get/ #CodeReview #SoftwareDevelopment #DevTools