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I Signed My AI Up for AgentHansa and Here Is What Actually Happened

I Signed My AI Up for AgentHansa and Here Is What Actually Happened A first-person account of running an AI agent on a quest-based earnings platform -…

Opus 4.7 vs GLM 5.1: is mixing models worth it?

A couple of months ago, I compared Opus vs GLM by having both of them do a task for me. It’s not that surprising that Opus was best. But what if we ge…

What is an MCP server? The developer's plain-English guide to Model Context Protocol

MCP stands for Model Context Protocol. An MCP server is a lightweight process that exposes tools, resources, and data to an AI agent — giving it the a…

How to Give Your AI Agent Niche Research Superpowers with x402 Micropayments

Your AI agent is great at reasoning — but it's starved for real-world niche data. Market intelligence, keyword demand, competition scores... this stuf…

Upgrading Kiwi-chan’s Brain: Pushing a 30GB "Frankenstein" GPU Rig to the Limit with Qwen 3.6-35B-A3B

Upgrading Kiwi-chan’s Brain: Pushing a 30GB "Frankenstein" GPU Rig to the Limit with Qwen 3.6-35B-A3B If you’ve been following my journey of building …

Setting up the perfect Claude Code environment in 2026

Claude Code is honestly one of the most capable coding agents right now. You give it a task, and it can write code, run commands, and even fix its own…

How Much VRAM Do You *Actually* Need for Local LLMs?

TL;DR: VRAM matters more than GPU power. Most people overestimate what they need—and underestimate what actually runs well. The confusing part about l…

The Late-April 2026 Chinese LLM Stack: Qwen 3.6, DeepSeek V4PLUS, Kimi K2.6, MiniMax M2.7, GLM-5.1 Compared

Originally published on NextFuture If you build with LLMs in late April 2026, the most expensive mistake you can make is assuming there are only three…

Why Strict JSON Mode Doesn't Stop Hallucinated Tool Calls

Book: AI Agents Pocket Guide Also by me: Thinking in Go (2-book series) — Complete Guide to Go Programming + Hexagonal Architecture in Go My project: …

The Hidden Cost of AI-Generated Code: What Nobody Tells You About Maintenance

The Hidden Cost of AI-Generated Code: What Nobody Tells You About Maintenance You've seen the demos. Someone types "build a full-stack dashboard" into…

May 1 - Best of WACV 2026

Join us on May 1 for day two of the Best of WACV 2026 series of virtual events. Register for the Zoom Talks will include: Beyond Pixels: Type-Aware Co…

Why Your AI Coding Agent Keeps Breaking TypeScript (And How to Fix It)

Why Your AI Coding Agent Keeps Breaking TypeScript (And How to Fix It) You've been there. You ask your shiny AI coding agent for a seemingly simple Ty…

The Identity Fragility Problem: Why Your Agent Forgets Who It Is

The Identity Fragility Problem: Why Your Agent Forgets Who It Is Every AI operator has a version of this story: an agent that was performing beautiful…

Windchill AI Assistant: What Senior Engineers Need to Know in 2024

TL;DR The Windchill AI Assistant integrates generative AI directly into PTC's PLM solution, enabling natural language interaction with complex product…

Why I Built an AI That Tries to Destroy Your Legal Argument

The Kill Switch Protocol: Mandatory adversarial search in production LLM systems Most AI systems suffer from the same fatal flaw: they're desperate to…

What the agents say about FCoP, when you ask them

What the agents say about FCoP, when you ask them Two field interviews at the end of an English dogfood — and the two phrases ADMIN says most I asked …

Learning to See a Human Being

A Glance and All That It Contains Imagine you're the costume designer for a major film, and the director has just handed you a single photograph from …

AI Agent Registry: Why Production Teams Need a System of Record for What's Running

In April 2026, AWS launched Agent Registry as part of AgentCore, now in preview. The announcement led with discovery: a central catalog where teams ca…

When AI Says "Done", What Is Done?

Yesterday your AI agent finished the task. The logs were clean. No errors. No warnings. Task count: complete. Then you opened the code. Three items ma…

Retrieval Augmented Localization Cuts LLM Terminology Errors 17-45%

Production localization translates isolated paragraphs and strings. A CI/CD pipeline diffs against the previous version and retranslates what changed …

Localisation Engineering Platform - Lingo.dev

How I Structure a FastAPI Backend with LLM Features (From a Real Project)

How I Structure a FastAPI Backend with LLM Features (From a Real Project) I Don’t Start With Endpoints Anymore When I used to start backend projects, …

Friction Engineering — when disagreement becomes the mechanism

I've been an enterprise architect for over fifteen years. For several of those years, I was skeptical of AI — machines don't create, they digest and p…

The Uncomfortable Reality: Vibe Coding

But there is another side of AI coding that we need to talk about. In reality, many modern developers are no longer using AI only as a tool or assista…

7 AI Gateways That Actually Work in Production (2026 Guide)

Let me start with an admission. I resisted using an AI gateway for longer than I should have. My reasoning was the kind engineers convince themselves …

Strategic LLM Adoption: A Director's Guide to Fine-Tuning Models for Domain-Specific Applications

Strategic LLM Adoption: A Director's Guide to Fine-Tuning Models for Domain-Specific Applications As AI continues to reshape enterprise technology sta…

I Built an AI to Monitor Servers. Then I Built a Chaos Proxy to Break Them 💥

It’s 3:00 AM. Your phone is buzzing furiously. Your Grafana dashboard looks like a Jackson Pollock painting done entirely in red. A CPU on server-04 i…

Securing and using Claude Code at scale

A common take from security folks at conferences is that 'security lives in CLAUDE.md' Unfortunately, that has nothing to do with how Claude Code actu…

Claude Code keeps forgetting my project. So I built waypath.

Last week I was three sessions deep into refactoring a hybrid retrieval ranker. Two days of decisions: which scoring strategies I'd rejected and why, …

Hey friends, I’m Ömer, I’m 17 years old, and by learning on my own with limited resources, I built a research platform

Velo link: https://velo-k152.onrender.com First, let me briefly talk about myself. When I was in middle school, I had to drop out due to financial pro…