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Linyb Geek Road
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Linyb Geek Road

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Recent Articles

Latest from Linyb Geek Road

94 recent articles
Linyb Geek Road
Linyb Geek Road
Jun 26, 2026 · Artificial Intelligence

What Is AI Orchestration? Concepts, Tools, and Common Pitfalls Explained

The article breaks down AI orchestration as a management layer that routes tasks, maintains state, executes tools, handles retries, and coordinates multiple agents, comparing frameworks like LangGraph and CrewAI while highlighting practical pitfalls and best‑practice advice for building reliable multi‑step AI workflows.

AI orchestrationCrewAILangGraph
0 likes · 20 min read
What Is AI Orchestration? Concepts, Tools, and Common Pitfalls Explained
Linyb Geek Road
Linyb Geek Road
Jun 25, 2026 · Backend Development

8 Hard‑Earned Rules for Using Spring @Transactional Correctly

Drawing on a decade of production experience, the article presents eight concrete rules for Spring @Transactional—covering transaction duration, proxy limitations, rollback settings, exception handling, read‑only flags, method visibility, bean separation for retries, and logging—to prevent common bugs and ensure reliable database operations.

@TransactionalJavaSpring
0 likes · 12 min read
8 Hard‑Earned Rules for Using Spring @Transactional Correctly
Linyb Geek Road
Linyb Geek Road
Jun 24, 2026 · Artificial Intelligence

Google Agent Skills Whitepaper: How Lightweight SKILL.md Files Transform AI Agent Development

The whitepaper explains how the SKILL.md‑based agent‑skill framework solves four major LLM pain points—prompt bloat, missing procedural memory, costly multi‑agent ops, and cross‑vendor migration—by introducing a three‑stage progressive loading mechanism, rigorous evaluation standards, and meta‑skill automation for scalable, low‑token AI agents.

AGENTS.mdAgent SkillsEvaluation
0 likes · 35 min read
Google Agent Skills Whitepaper: How Lightweight SKILL.md Files Transform AI Agent Development
Linyb Geek Road
Linyb Geek Road
Jun 24, 2026 · Artificial Intelligence

Why Misusing Agent Skills Is Worse Than Not Using Them (A Practical Guide)

The article analyzes common misuses of Agent Skills, critiques a recent SkillsBench study, explains what Skills actually are, and provides concrete, experience‑based guidelines for creating effective Skills that close knowledge gaps and eliminate repetitive work for LLM agents.

Agent SkillsAutomationClaude
0 likes · 12 min read
Why Misusing Agent Skills Is Worse Than Not Using Them (A Practical Guide)
Linyb Geek Road
Linyb Geek Road
Jun 22, 2026 · Industry Insights

Vibe Coding vs Spec Coding: How Should You Write Code in the AI Era?

The article compares Vibe Coding and Spec Coding—two AI‑driven programming philosophies—detailing their definitions, advantages, drawbacks, supporting data, suitable scenarios, a concrete login‑system example, and the emerging hybrid approach that blends rapid prototyping with disciplined specification.

AI code generationAI programmingCoding Practices
0 likes · 11 min read
Vibe Coding vs Spec Coding: How Should You Write Code in the AI Era?
Linyb Geek Road
Linyb Geek Road
Jun 22, 2026 · R&D Management

When Spec‑Driven Development Becomes a Detour to Writing Code

The article argues that overly detailed spec‑driven development merely shifts engineering challenges into exhaustive specifications, leading to waterfall‑like cycles, hidden blind spots, and unreliable AI‑generated code, and suggests a more pragmatic approach that treats specs as lightweight communication tools rather than a silver bullet.

AI code generationSoftware Engineeringspec-driven development
0 likes · 8 min read
When Spec‑Driven Development Becomes a Detour to Writing Code
Linyb Geek Road
Linyb Geek Road
Jun 20, 2026 · Backend Development

Step-by-Step Guide to Building a Maven Private Repository with Nexus

This tutorial explains why a private Maven repository is useful for Java teams, walks through downloading and installing Nexus on Linux, configuring repositories, managing firewall rules, setting up anonymous access, and publishing and retrieving artifacts using Maven settings and commands.

JavaMavenNexus
0 likes · 12 min read
Step-by-Step Guide to Building a Maven Private Repository with Nexus