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Anthropic Self-Hosted Sandboxes + MCP Tunnels: Enterprise AI Agents That Keep Your Data Behind Your Walls TL;DR Summary Anthropic now supports self-hosted sandboxes — agent orchestration stays on Anthropic’s side, but code execution runs on your own servers (Cloudflare, Vercel,…

The Problem We Were Actually Solving We traced a single match replay request through hy-trace and saw 16 ms stuck in two Java stack frames labeled zio.stream.internal.ZStream$$anon$1.nextBatch. The profiler snapshot from async-profiler showed 389 k allocations per second in the…

TL;DR: At some point, we crossed an interesting threshold. AI agents can now set up TeamCity build configurations and even full build chains, add build features, and configure parameters. This works because TeamCity documentation is structured and accessible through MCP…

The Early Access Program (EAP) for IntelliJ IDEA 2026.2 is now ongoing. The first EAP builds are already available in the Toolbox App, on the website, and as a snap for Ubuntu. As always, EAP builds are free to use…

As an engineering leader, you don’t need to be told your codebase needs attention. The issue isn’t awareness – it’s the rational risk calculation that follows. For four teams, that calculation kept producing the same answer: defer. They found a…

This is a submission for the GitHub Finish-Up-A-Thon Challenge What I Built FairLens AI is a premium, high-end SaaS platform designed for AI-powered bias auditing. I built this tool to help data scientists and researchers easily identify, quantify, and mitigate…

Docker with AI: A Practical Guide to Running LLMs, Agents and MCP Harsh Manvar Harsh Manvar Harsh Manvar Follow May 26 Docker with AI: A Practical Guide to Running LLMs, Agents and MCP #ai #docker #machinelearning #llm 1 reaction Comments Add Comment…

Based on your Merge Magic draft , here’s a cleaner CEO-style Markdown version: # Merge Magic: Resolving the Merge Conflicts That Shouldn’t Need a Human I built **Merge Magic** because I got tired of resolving the same merge-conflict pattern over…

AI Metrics Decoded: The Numbers That Actually Matter in Production Why You Need to Know This (Before Your First Production Incident) Picture this: your team picks a 70B parameter model for a new feature. It runs great on your MacBook.…

Redis is often a misunderstood tool in the backend developer’s arsenal. While many view it simply as a “topic” to be covered in an hour, its role in modern system design is pivotal for building high-performance, scalable applications. This article…

Most people use Claude like a chatbot. Ask a question. Get an answer. Maybe generate some code or summarize a PDF. That’s it. But after spending more time with Claude, I realized most users are barely scratching the surface of…

This is a submission for the Gemma 4 Challenge: Build with Gemma 4 What I Built Everbench Everbench is a low-cost, efficient document research platform for those concerned about privacy. I’ve been working on a project I called Everknown. It…

I’m an SRE at Sony Interactive Entertainment. After a week where my teammate had four incidents (and four RCAs), I built something for the blank-page problem after every outage. What RCAi does RCAi turns an incident timeline into a structured…

Last quarter at Zeppelin Labs, we shipped Orchestrator-15 — a multi-agent documentation generation platform that takes a codebase or idea spec and produces production-grade technical documentation using coordinated AI agents. This post covers the architecture, the mistakes, and the specific…

Over the past few months, I have been building a small AI news brief called DeepSignal. The idea started from a simple personal frustration: I was reading X, Hacker News, arXiv, OpenAI and Anthropic blogs, product launch pages, newsletters, and…

Cada vez que sale un CVE importante, alguien pega el vector CVSS en el chat del equipo y todos hacen como que lo entienden. Spoiler: la mayoría solo mira el número (9.1 CRITICAL) e ignora el resto. El problema es…

Introduction Imagine a classroom in a remote village. There’s a blackboard, a few passionate teachers, and curious students. What’s missing? A high-end physics lab. Even more challenging? A stable internet connection. Physics is a subject that demands exploration. It’s hard…

HiyokoKit includes Android remote control via scrcpy. Launching and managing scrcpy from a Tauri app has specific challenges. Here’s how I handle it. What scrcpy is scrcpy is an open-source tool that mirrors and controls an Android device screen over…

Meta Description: NVIDIA just open-sourced Nemotron-Labs Diffusion — a family of 3B, 8B, and 14B diffusion language models that merge autoregressive and diffusion generation for up to 6.4× faster inference. Here’s the complete technical deep dive into the architecture, training…

Many companies think they know fairly well what their users want and need, and how they make their decisions. Yet most of the time these are merely big assumptions and big hunches — with little real evidence to support them.…

*How Gemma 4 Could Bring Powerful AI Closer to People, Not Just Servers For a long time, using powerful AI has felt a bit like borrowing someone else’s computer from far away. Every question, image, or request had to travel…