The Agentic Lair
The Agentic Lair
If you use Claude Code, you’ve probably added development standards to your CLAUDE.md file. Something like “always fix root causes” or “no half solutions.” And you’ve probably noticed Claude ignoring them mid-session. This isn’t a bug in your instructions. It’s…
Most commit messages are useless. “fix stuff” “update code” “changes” They work in the moment. They fail six (actually one) months later. Commit messages are not for today or for something special. They are for: your future self your teammates…
Understanding Django’s Architecture Beyond the File Structure When developers first encounter Django, the framework feels clean, powerful, and “batteries-included.” But after the initial excitement, confusion starts. Why? Because most tutorials explain what the files are, not why they exist. This…
In the era of AI, theoretical knowledge is more important than ever. Recently, while solving the Reverse Integer problem, I realized the real challenge wasn’t reversing digits but understanding 32-bit overflow and memory limits. Python hides overflow with dynamic integers,…
AI tools have become a core part of modern software development. Developers rely on them throughout the life cycle, from writing and refactoring code to testing, documentation, and analysis. Once experimental add-ons, these tools now function as everyday assistants and…
Hashtag Jakarta EE #320 Welcome to issue number three hundred and twenty of Hashtag Jakarta EE! Ooops, I amn an little late publishing Hashtag Jakarta EE number 320. I am currently on my way home from Johannesburg and a successful JakartaOne…
Introduction Pandas 3.0 made a game-changing decision: PyArrow-backed strings are now the default. Instead of storing strings as Python objects (the old object dtype), pandas now uses Apache Arrow’s columnar format with the new string[pyarrow] dtype. But here’s the question…
This is a submission for the GitHub Copilot CLI Challenge What I Built Reporails is a validator for AI agent instruction files: CLAUDE.md, AGENTS.md, copilot-instructions.md. It scores your files, tells you what’s missing, and helps you fix it. The project…
[Boost] Joachim Zeelmaekers ・ Feb 16 #softwareengineering #saas #programming #webdev
This is a submission for the GitHub Copilot CLI Challenge. ## What I Built I built WikiPilot, a local-first, AI-powered CLI that generates a structured wiki for real codebases with source-grounded evidence. Instead of manually writing docs that drift over…
Imagine a user opening a mental health app while feeling overwhelmed with anxiety. The very first thing they encounter is a screen with a bright, clashing colour scheme, followed by a notification shaming them for breaking a 5-day “mindfulness streak,”…
Hey there, fellow Laravel developer! Are you still spending weeks building the same boring admin panel features for every client project? User management, role management, permissions, blog systems, media libraries… the list goes on. What if I told you there’s…
This is a submission for the GitHub Copilot CLI Challenge What I Built Cognitive Guard – A CLI tool that analyzes code complexity and blocks commits when complex functions lack documentation. It uses cognitive complexity (not just lines of code)…
After using Cursor and Claude Code daily, I’ve noticed that when an AI coding agent drifts or forgets constraints, we assume it’s a model limitation. In many cases, it’s context management. A few observations: Tokens are not just limits. They’re…
OpenClaw memungkinkan kita menggunakan berbagai AI provider secara fleksibel. Namun, dalam beberapa kasus kita ingin memakai provider alternatif seperti Sumopod untuk alasan biaya, performa, atau model tertentu. Pada tutorial ini, kita akan mengkonfigurasi OpenClaw agar berjalan menggunakan custom provider Sumopod.…