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engineering judgment

4 articles · Page 1 of 1
Data Bricklaying Diary
Data Bricklaying Diary
Sep 23, 2026 · R&D Management

AI Empowers Senior Developers, But How Do Juniors Learn Engineering Judgment?

A veteran developer reflects on how AI tools like Cursor and Claude Code have shifted their workflow from coding to design and verification, boosting confidence, but worries that juniors who only prompt AI will miss the crucial learning process of debugging, understanding system boundaries, and developing judgment—especially when business pressures prioritize short-term efficiency over long-term talent development.

AI-assisted developmentSpecification-Driven DevelopmentVibe Coding
0 likes · 12 min read
AI Empowers Senior Developers, But How Do Juniors Learn Engineering Judgment?
Data Bricklaying Diary
Data Bricklaying Diary
Aug 18, 2026 · R&D Management

Vibe Coding's Paradox: AI Speeds Code but Amplifies Missing Judgment

This article argues that Vibe Coding — rapid AI-driven code generation — increases anxiety because generation speed outpaces human judgment and verification. It distinguishes exploration from delivery, showing how missing problem definition, design baselines, and independent verification turn fast output into systemic chaos, and prescribes guardrails like explicit boundaries, acceptance criteria, and deliberate pauses to retain engineering control.

AI-assisted developmentVibe Codingdesign baselines
0 likes · 19 min read
Vibe Coding's Paradox: AI Speeds Code but Amplifies Missing Judgment
samdeepthink
samdeepthink
Aug 11, 2026 · R&D Management

Are Your Engineering Skills Fading? A Technical Manager’s Midnight Reflections

The article explores a technical manager’s late‑night anxieties about losing coding ability, explains why engineering skills decay while management skills endure, and offers concrete strategies—including a two‑year trial period and a critical time window—to retain hands‑on competence and safely transition between roles.

Technical Managementcareer adviceengineering judgment
0 likes · 4 min read
Are Your Engineering Skills Fading? A Technical Manager’s Midnight Reflections