Self-Hosted LLM Guide: Setup, Tools & Cost Comparison (2026)
Enterprise spending on LLMs has exploded. Model API costs alone doubled to $8.4 billion in 2025, and 72% of companies plan to increase their AI budget…
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🚀 Introducing AI Codebase Analyst: Understand Any GitHub Repository in Under 60 Seconds
🚀 AI Codebase Analyst: Understand Any GitHub Repository in Under 60 Seconds Ever spent hours digging through a new GitHub repository just to understan…
I built a zero-dependency validation library for every Indian developer
Indian developer building a form has hit the same wall. You need to validate a PAN number. Or an Aadhaar. Or a GSTIN. Or an IFSC code. So you Google i…
Most of this project was built by collaborating with Claude as a coding agent.
Building an AI Audio Dubbing Web App Using Claude as a Coding Agent Recently I built a small AI project that automatically generates dubbed audio from…
Running LLMs Locally: A Rigorous Benchmark of Phi-3, Mistral, and Llama 3.2 on Ollama
Abstract This report presents a comprehensive evaluation of three small language models (SLMs) – Llama 3.2 (3B), Phi-3 mini, and Mistral 7B – running …
HTTPX Project at Risk: How Maintainer Disengagement and Security Concerns Threaten Its Future
Current State of HTTPX: Signs of Stagnation The HTTPX project, once a thriving initiative, now shows clear signs of maintainer disengagement, kinda ca…
Diagnosing Multiple GPUs on Linux: How to Detect and Monitor Integrated and Dedicated GPUs
If you run Linux on a system with both an integrated GPU and a dedicated GPU , you may have noticed something strange: some monitoring tools only show…
MiroFish: The Open-Source AI Engine That Builds Digital Worlds to Predict the Future
MiroFish is an open-source AI prediction engine that takes real-world data (news, reports, even novels), spawns thousands of AI agents with unique per…
I built a self-hosted cloud that installs in ONE command (Nextcloud alternative)
Tired of paying for Google Drive or Dropbox? Cloud Shakes is an open-source, self-hosted private cloud — your files, your server, your rules. ⭐ WebSit…
Agent Format: Kubernetes-Style Declarative Definitions for AI Agents
If you've built AI agents across multiple teams or projects, you've probably hit this: every framework defines agents differently, and switching frame…
The Missing Protocol: How BFCP Unlocked Dual-Monitor Conferencing for Enterprise Room Systems
Enterprise room systems like Polycom and Lifesize support dual monitors — one for video, one for screen share. But when they joined a web conference t…
NebulaPicker: A Self-Hosted App to Easily Generate Filtered RSS Feeds
RSS is still one of the best ways to follow websites without relying on algorithms or centralized platforms. But if you follow many feeds, the signal-…
Luminary: Week 2 — Building the Core
Welcome back to another week of work on the luminary project, for those of us who are new here, welcome again and you might ask; What is Luminary Lumi…
50 Hours Building a Next.js Boilerplate So You Can Ship in 30 Minutes!
Next.js Boilerplate: The Ultimate SaaS Starter Kit Looking for the best Next.js Boilerplate to launch your next project? You've found it. This product…
Copilot CLI Weekly: PR Workflows, Extensions, and Multi-Turn Background Agents
The 1.0 Era Accelerates One week after the focus shifted to safety and hardening , GitHub dropped v1.0.5 yesterday with a feature set that feels more …
How I built a PII anonymization gateway for LLMs (and why every EMEA developer needs one)
The problem nobody talks about in EMEA AI development Every tutorial about building LLM-powered apps assumes the same thing: you can freely send your …
We Scanned 17 Popular MCP Servers — Here's What We Found
The Model Context Protocol (MCP) is quickly becoming the standard for connecting AI agents to external tools. Claude Desktop, Cursor, Windsurf, and do…
Por que não fui pelo caminho comum
O momento atual no desenvolvimento de software empurra muitos devs para dois caminhos: microsaas (ou produto fechado) para monetizar rápido, ou aposta…
HuntOS: an automated job application tool; and my experience vibe coding
A few months ago, a close friend of mine lost his job. The kicker? He wasn't just laid off; he was essentially replaced by an AI programming agent. It…
Why I replaced Nexus with a 32MB binary
Every artifact registry I've used is bloated. Nexus wants 4GB RAM. Artifactory is even heavier. I just want to store Docker images and Maven JARs. So …
I Discovered the Ultimate Multi-Agent Coding Setup with Budget Controls 🔥
Your team uses Claude Code for refactoring. Cursor for autocomplete. GitHub Copilot for quick fixes. All good tools. Then the bill arrives. This is th…
A 13MB Cursor Monitor: AppKit, Undocumented APIs, Zero Dependencies
My company recently started supporting Cursor, so I jumped in. But checking usage meant opening the dashboard every time — and if Max mode was on with…
Skill-Driven Development: Transferring your Craft to AI Agents
Every project has its own way of doing things — migration patterns, transaction handling, deployment quirks, that one PDF template workflow nobody wan…
Real-Time Video Anonymization at 30 FPS on a $35 Computer
Most privacy pipelines I encountered before building PrivacyGuard shared the same assumption: you have a server. They pipe video frames to the cloud, …
Share Your Repo and I'll Show You What Would Break If You Enforced Code Standards
You want to enforce rules like "Detects hardcoded secrets (API keys, tokens, credentials) in code." or "Ensures APIs are protected by rate limiting." …
[pt-BR] A nova era do Linux
eaeh caba bom 🤙 Dentro da área de tecnologia, sempre usamos um sistema operacional que será funcional e que nos agrade em vários aspectos. Desde estud…