Can We Solve Fake GitHub Stars?
GitHub stars were supposed to be a simple signal. A project with more stars should, in theory, be more visible, more trusted, and more likely to be us…
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How i built a Real-Time Anomaly Detection Engine for Cloud Storage
As part of my HNG DevSecOps task, I built a real-time anomaly detection engine to protect a Nextcloud instance from unusual traffic spikes and potenti…
For Manufacturing Systems, I Start With One Workflow Before I Touch the Full Suite
For Manufacturing Systems, I Start With One Workflow Before I Touch the Full Suite A dashboard, an order system, and ERP integration can all be valid …
I built a read-only MCP server for Akamai
I had 200+ CDN properties in Akamai and an agent that couldn't find any of them. Akamai's Property Manager API lists properties by group and contract,…
7 AI Gateway Platforms for Enterprise AI (And How They Compare)
Building LLM-powered applications starts simple. You pick a model, connect an API, and ship a feature. Maybe it’s a chatbot, a summarizer, or an inter…
Claude Code with Local LLMs and ANTHROPIC_BASE_URL: Ollama, LM Studio, llama.cpp, vLLM
Native Anthropic endpoints, tool-call compatibility, and context-window sizing for local Claude Code. Last tested: April 2026. See Changelog at the bo…
Moving Beyond Official MSAL: A Better Way to Handle Entra ID in Next.js
Microsoft's official MSAL libraries are powerful, but they were not built with the Next.js App Router in mind. Developers attempting to integrate @azu…
How I Secured WordPress Media Files by Building My Own Upload Restriction Plugin
How I Secured WordPress Media Files by Building My Own Upload Restriction Plugin Security is one of those things you don't think about deeply until so…
How to Start Your Google Cloud from the Right Foot
Setting up a GCP landing zone from scratch — a step-by-step approach for DevOps engineers new to GCP. Let's consider a familiar situation: a company h…
MCP Connects Agents to Tools. A2A Connects Agents to Each Other. Here's Why That Distinction Changes Everything
This is a submission for the Google Cloud NEXT Writing Challenge I've spent the past week digging into every major announcement from Google Cloud NEXT…
18 Ways Your LLM App Can Be Hacked (And How to Fix Them)
You spent weeks building your LLM-powered app. You tested the happy path. Users love it. But did you ask: what happens when someone tries to break it?…
When I Tried Doing Everything With AI, It Backfired
There was a phase where I started pushing AI into everything. Writing with AI. Planning with AI. Coding with AI. Research with AI. Even thinking throu…
Tauri v2 vs Electron After 6 Months of Real Development — My Honest Take
All tests run on an 8-year-old MacBook Air. I've shipped multiple Mac apps with Tauri v2. I evaluated Electron seriously before choosing Tauri. Here's…
Why We Banned 'Within the Realm of...' From Our AI Game Descriptions
A small portal's accidental brush with Google's scaled-content-abuse algorithm — and the 11-rule prompt change that fixed it. TL;DR We run a 6,800-gam…
Why Most IoT Visibility Stacks Stall at Level 2 (And What Climbing to Level 3 Actually Looks Like in Code)
I've spent the last decade-plus designing IoT tracker hardware and protocol payloads for logistics, fleet, and cold chain customers across more than a…
How I Revamped a Local Cram School Website Using AI (Claude, Gemini, and Codex)
Introduction I recently took on the challenge of modernizing the website for my parents' cram school in rural Japan. As an IT professional specializin…
🚀 From Prompt to Production: Building an AI App with Gemini & Vertex AI (Google Cloud NEXT ’26 Deep Dive)
There were many big AI announcements at Google Cloud NEXT '26—but what really impressed me was how simple it is now to turn your idea into an actual w…
The Automation Paradox: You Cannot Prompt Your Way Out of an Architecture Problem
The Automation Paradox: You Cannot Prompt Your Way Out of an Architecture Problem The Forum Is Always the Same Open any AI developer community right n…
Why Data Quality is Becoming More Important Than Model Size in Modern AI Systems
For years, progress in artificial intelligence was closely tied to scaling laws, where increasing model size, dataset size, and compute power led to c…
Debugging HTTP Requests in ASP.NET Core Across Environments
When the same HTTP request works in dev but fails in production, debugging gets messy fast. Example: a request returns 200 in dev but 400 in prod beca…
Nine Seconds: What PocketOS Tells Us About the Limits of Agent Authorization
On April 25, a Cursor-based agent running Claude Opus 4.6 destroyed PocketOS's production database and backups within nine seconds through one API cal…
Opinion: Why You Should Use NATS 2.10 Over Kafka for Edge Messaging
After benchmarking 12 edge messaging workloads across 400+ IoT nodes, I’ve found NATS 2.10 delivers 11x lower p99 latency and 94% less memory overhead…
Why Soft Deletes Are Breaking Your SaaS Database (And How to Fix It) 🛑
The Soft Delete Trap In Laravel, enabling SoftDeletes is as easy as adding a trait to your Eloquent model and a deleted_at timestamp to your migration…
Cloudflare R2 vs S3: VPS-Friendly Object Storage
If you’re deploying apps on a VPS, cloudflare r2 vs s3 quickly becomes less about “features” and more about what hurts at scale: egress, latency, and …
Add identity-based pricing to your MCP server in 5 minutes
The pain You ship an MCP tool. A week later you've got two hundred callers a day. Maybe five of them are people. The rest are scrapers, rate-limit pro…
I built 33 free browser gaming tools with Next.js, Here's what I learned about SEO and PageSpeed
A few days ago I launched toolsbracker.com — 33 free browser-based gaming benchmark tools. CPS test, reaction time, WPM test, aim trainer, memory test…
Dart Sealed Classes Guide — Type-Safe State Management with Pattern Matching
Dart Sealed Classes Guide — Type-Safe State Management with Pattern Matching Dart 3's sealed classes are the evolution of enums. They restrict subtypi…
Escaping the Containment Trap: Building Agentic Contact Centers with Amazon Connect and Bedrock
If you look at the operational dashboards of most modern contact centers, the metrics often paint a comforting picture: high containment rates and def…
Supabase Database Functions Guide — Serverless Logic with RPC and PL/pgSQL
Supabase Database Functions Guide — Serverless Logic with RPC and PL/pgSQL Supabase Database Functions let you move complex business logic into Postgr…
The Hidden Cost of AI-Assisted Coding: When Your Codebase Becomes a Black Box
There's a specific kind of technical debt that doesn't show up in your linter, doesn't trigger a failing test, and doesn't announce itself until the t…