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Building Lysis: A Review Engine Where AI Models Collaborate and Evolve

AI reviews have a memory problem. They can catch a bug, flag a weak plan, or point out a vague call to action. But in the next run, the system often starts from zero again. The same issue gets redisc

dev.to Apr 04, 2026 Read more →

Gemma 4 Just Dropped. It's the Sharpest Tool in the Shed. Do You Have a Plan?

Google released Gemma 4 on April 2nd — four models, Apache 2.0 licensed, running locally on your phone, your Raspberry Pi, your laptop. The 26B MoE model hits 88.3% on AIME 2026 with only 3.8B active

dev.to Apr 04, 2026 Read more →

The Hidden Cost of Import Chains

You open a seemingly simple file in your codebase: // src/api/user-profile.ts (52 lines) import { validateUser } from './validators'; import { formatResponse } from './formatters'; import { logRequ

dev.to Apr 04, 2026 Read more →

Most tutorials miss these Basic and important concepts about Dockerization.

Recently, I began learning Docker from scratch. I found that most tutorials only explain how to set up everything in a single container since it’s simpler, but they rarely teach you how to set up a st

dev.to Apr 04, 2026 Read more →

Platform Readiness: What Every Developer Needs Before Hitting Submit

You have built your game. It runs well, the QA pass is clean, and you are ready to ship. Then you submit to the App Store and get rejected for a missing privacy manifest. Or your PlayStation build fai

dev.to Apr 04, 2026 Read more →

16 GB VRAM LLM benchmarks with llama.cpp (speed and context)

Here I am comparing speed of several LLMs running on GPU with 16GB of VRAM, and choosing the best one for self-hosting. I have run these LLMs on llama.cpp with 19K, 32K, and 64K tokens context window

dev.to Apr 04, 2026 Read more →

How to Supervise AI Coding Agents Without Losing Your Mind

Running one AI coding agent on a task works great. You give it a focused problem, it writes code, you review it. Simple. Now try running three in parallel on the same repo. What Goes Wrong

dev.to Apr 04, 2026 Read more →

Why Gemma 4 Just Changed Every Android Developer's AI Workflow Forever

The Silent Deal-Breaker Nobody Was Talking About. Every Android developer using AI assistance had a hidden problem sitting quietly in their workflow — the cloud dependency. Token quotas. API keys. Cod

dev.to Apr 04, 2026 Read more →

I Analyzed 500 AI Coding Mistakes and Built an ESLint Plugin to Catch Them

Here's a pattern you've probably seen: const results = items.map(async (item) => { return await fetchItem(item); }); Looks fine, right? Your AI assistant wrote it. Tests pass. Code review a

dev.to Apr 04, 2026 Read more →

Seedance 2.0 Deep Dive: ByteDance AI Video That Tops Sora and Veo

Originally published at heyuan110.com In February 2026, ByteDance released Seedance 2.0. Within weeks, it hit #1 on the Artificial Analysis text-to-video leaderboard — beating Google Veo 3, OpenAI So

dev.to Apr 04, 2026 Read more →

Cursor Composer 2: The Kimi K2.5 Controversy and What It Means

Originally published at heyuan110.com On March 19, Cursor shipped Composer 2 with a triumphant blog post. Three days later, a developer found kimi-k2p5-rl-0317-s515-fast in the API config. That singl

dev.to Apr 04, 2026 Read more →

MCP vs Skills vs Hooks in Claude Code: Which Extension Do You Need?

Originally published at heyuan110.com Claude Code has three distinct extension mechanisms: MCP (Model Context Protocol), Skills, and Hooks. They look related on the surface, but they operate at funda

dev.to Apr 04, 2026 Read more →

OpenClaw Multi-Agent Configuration: Architecture and Production Patterns

Originally published at heyuan110.com Your single OpenClaw agent worked great for two weeks. Then it started hallucinating project context into unrelated conversations, confusing coding tasks with wr

dev.to Apr 04, 2026 Read more →

AI-Generated Interview Ethics: Why Disclosure Is Not Enough

The strangest thing about Esquire Singapore’s Mackenyu piece is not the sentence, “The following interview was produced with Claude, Copilot, and edited by humans.” It’s the calm, workmanlike tone of

dev.to Apr 04, 2026 Read more →

How to Write CLAUDE.md Files That Actually Work (Harness Engineering #2)

Originally published at heyuan110.com This is Part 2 of the Harness Engineering series. Most CLAUDE.md files are bad — not because people don't try, but because they optimize for the wrong thing. ET

dev.to Apr 04, 2026 Read more →

Master Your Wellness: Building a Health Knowledge Graph with LLMs and Neo4j 🧬

We are living in the golden age of personal telemetry. Our watches track our heart rates, our phones log our steps, and apps record every calorie. However, most of this data sits in "silos"—disconnect

dev.to Apr 04, 2026 Read more →

A Case Study in Solving the Riddle of FrancisTRDEV

Recently, a riddle was posted by @francistrdev on 1st April on dev.to that presented a unique challenge: a multi-line poem obscured by Caesar shifts. Riddle me this DEV and MLH Community [April

dev.to Apr 04, 2026 Read more →

What Is a Container? The OS-Level Truth Most Engineers Don't Know

"You Keep Using That Word" Dispelling Container Misconceptions at the OS Level Before we write a single line of code, we need to kill the buzzword fog. What a Container

dev.to Apr 04, 2026 Read more →

How to Understand Unwritten Rules at Work 💼

You read the onboarding wiki. You join your first few meetings. You nod along, follow the process — and still feel like you’re missing something. Everyone else seems to know how things really work, bu

dev.to Apr 04, 2026 Read more →

Zero-Trust Capability Delegation for MCP Agents: How I Built AgentBond

AgentBond makes agent delegation trust by contract, not trust by accident. The Problem Nobody Is Talking About Every on-call engineer who has handed off an investigation to an AI agen

dev.to Apr 04, 2026 Read more →
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