#Intent Debt
130 related articles
·3 min
Modern Web Guidance: Getting AI to Generate Better Front-End Code
Google Developer Expert Raudy shares Modern Web Guidance at Google I/O Connect Berlin: a framework steering AI coding assistants to use native HTML/CSS over outdated JavaScript patterns.
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·3 min
Codex Practical Guide: A Complete Roadmap from Beginner to Advanced AI Programming
Master Codex AI programming assistant with this complete guide: CLI setup, slash commands, agents.md governance, MCP protocol, multi-agent systems, and enterprise plugin development.
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·3 min
Vibe Coding: Enterprise-Level Practices and a Skill Progression Guide for AI-Driven Frontend Development
A deep dive into Vibe Coding: how AI-led development workflows are reshaping frontend engineers' value. From interview hot topics to a three-tier competency model for the AI era.
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·3 min
One-Prompt Apps: Demos Are Easy, Shipping Is the Real Test
Is one-prompt app generation really that powerful? We break down three tiers of AI dev tools, expose the gap between demo and production, and compare top domestic platforms including Baidu Miaoda and Ant Lingguan.
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·4 min
Agent Loop in Practice: A Guide to Building Self-Improving Automation with Guardrails
A deep dive into building verifiable, self-evolving Agent automation loops with Claude Code and Codex — covering Loop Contracts, four trigger types, three-phase execution architecture, and Evolve Loops.
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·2 min
GPT-5.6 Launch Triggers Industry Chain Reactions: The New Competition Landscape of Compute, Energy, and Open Source
GPT-5.6 raises frontier model expectations, Anthropic extends Fable 5; data center power bottlenecks emerge; open-source GLM5.2 rivals top closed models; AI review burden overlooked.
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·2 min
Vibe Coding for Beginners: Build Software with AI Using Natural Language — No Coding Experience Required
Vibe Coding lets non-technical users build software through natural language conversations with AI. Learn what it is, what you can create, and how to get started with your first mobile webpage project.
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Can Vibe Coding Build a Hit Product? T…
·2 min
Can Vibe Coding Build a Hit Product? The Truth Behind a Messaging App's 350K Monthly Active Users
A carrier pigeon messaging app built with vibe coding hit 350K MAU and high revenue? We break down the case, the real engineering limits of AI coding, and what it means for indie developers.
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·3 min
Code Written for Humans: Maintainability Is the Core of Software Development
Code is read far more than it's written. This article explores the core principles of maintainability — clarity, naming, consistency, and how to evaluate AI-generated code quality.
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·2 min
Comcast Splits Off NBCUniversal: A Media Giant's Strategic Pivot and Capital Logic
Comcast announces splitting its broadband business from NBCUniversal's entertainment assets, ending a decade-long "marriage." A deep dive into the strategy behind this media shakeup.
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·6 min
Spec-Driven Development in Practice: The New AI Coding Paradigm from Andrew Ng × JetBrains
Andrew Ng partners with JetBrains to launch a Spec-Driven Development course, teaching how to direct AI coding agents via spec files to boost intent fidelity and build maintainable production apps.
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·5 min
GPT-5.6 Launches: Comprehensive Upgrades to ChatGPT Work, Sites, and Desktop Client
OpenAI releases the GPT-5.6 model family, launching enterprise-focused ChatGPT Work, one-click ChatGPT Sites, and a major desktop client upgrade, with coding now ahead of rivals. Meta, Google, and Kimi follow intensively.
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·3 min
Cognitive Debt in the Age of AI Programming: Comprehension Is the Real Bottleneck
When AI generates massive amounts of code in short time, the developer's real challenge isn't computing power but comprehension. This article explores "cognitive debt" in the AI programming era.
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·6 min
Cross-Model Review Between Claude and Codex: A Practical Workflow to Systematically Eliminate AI Code Bugs
Vibe Coding saves time but leaves piles of bugs? This article details the cross-model review workflow: Claude generates, Codex auto-reviews, with Stop Hook and Skill mechanisms building an AI code review system that intercepts problems automatically.
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·6 min
Vibe Coding in Practice at Big Tech: How Frontend Engineers Can Avoid Being Replaced in the AI Era
A big-tech interviewer reveals: junior/mid frontend dev is being replaced by AI. This article breaks down 3 core Vibe Coding interview questions to help you master key skills for the AI-assisted coding era.
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·4 min
9 Proven Methods to Make Hermes Agent Actually Work for You
9 battle-tested methods from hundreds of hours with Hermes Agent: model selection (Opus/ChatGPT/GLM), multi-agent failover, cross-device coordination via Tailscale, and reverse prompting workflows.
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·2 min
$10K a Week Just to Delete AI Code: Technical Debt Is Eating Your Team Alive
When AI coding tools make code generation nearly free, maintenance costs are skyrocketing. One consulting team charges $10K/week to delete AI code — revealing the real cost of AI technical debt.
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·7 min
The Five Pillars of Production-Grade AI Agents: A Battle-Tested Guide from Demo to Deployment
Databricks tech lead Sandy shares a five-pillar framework for production-grade AI Agents—evaluation, observability, data foundation, orchestration, and governance—with a £85K retail banking failure case to bridge the demo-to-production gap.
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·6 min
The AI Coding Era: Does Code Written by Claude Count as Yours?
The Reddit meme "did you or Claude build it" struck a chord with developers. This article explores how AI coding assistants reshape workflows, where the boundary of human-AI contribution lies, and how programmers can find irreplaceable value in the AI era.
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·6 min
Rereading The Mythical Man-Month in the AI Era: Can the Strongest Copper Bullet Break Brooks's Law?
Does The Mythical Man-Month still hold 50 years on? A deep analysis of Brooks's Law, the second-system effect, and conceptual integrity in the AI coding era.
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