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…
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…
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…
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…
Best Daily Study Routine for AWS AIF-C01 Exam Preparation
Preparing for the AWS Certified AI Practitioner (AIF-C01) exam isn’t about long study hours—it’s about consistent, structured execution. Most candidat…
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…
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…
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 …
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…
War Story: Saving $200k/Year on AWS by Migrating 50% of Workloads to Graviton4 with Terraform 1.10
In Q3 2024, our 14-person platform engineering team at a mid-sized fintech slashed annual AWS spend by $203,417 — a 34% reduction — by migrating 52% o…
SQL Basics: Talking to a Database for the First Time
Every company you will ever work for stores its data in a database. Not CSV files. Not Excel sheets. A database. Tables of users. Tables of transactio…
Product Hunt Launch Complete Guide — Indie Dev Strategy for Day-1 Top 10
Product Hunt Launch Complete Guide — Indie Dev Strategy for Day-1 Top 10 Product Hunt is the go-to community for discovering new products. With the ri…
n8n's 5 Hidden Workflow Patterns Nobody Teaches (186K Stars, But 90% Use It Wrong)
The Tool Nobody's Talking About (But Everyone Should Be) When I tell developers about n8n -- a workflow automation platform with over 186,000 GitHub s…
Idea for Managing Policies Across Nearly 1,000 AWS Organizations — A Reseller's Perspective
"A Note from the Author" I work in the Technical Support division of an AWS reseller operating under the AWS Solution Provider Program in Japan. This …
Cold Starts Are Dead
It never fails. Every time I talk about serverless, someone pushes back with the cold start argument. I still see it in forums, in blog comments, in a…
How to Set Up Full-Text Search with Meilisearch 1.5 and Next.js 15 for Documentation
\n Documentation search is the silent killer of developer experience: 68% of users abandon docs sites that take more than 2 seconds to return search r…
Serverless Data Processing: Azure CosmoDB, Azure Functions, and Azure Service Bus
1. Introduction An event-driven architecture using Azure Cosmos DB, Azure Functions, and Azure Service Bus is the enterprise standard for designing hi…
Prisma Broke at 570 Models. I Rebuilt Its Generator in 500ms.
Prisma didn't slow down. It didn't degrade. It just… stopped working. RangeError: Cannot create a string longer than 0x1fffffe8 characters That's not …