#parametric thinking

53 related articles

Jun 3, 2026·2 min

Deconstructing an AI-Generated AE Script: The Real Value Is Parametric Thinking

Deconstructing an AI-generated After Effects 3D carousel script: 9 sliders unified by one variable. The real value isn't the code — it's parametric design thinking.

Jul 28, 2026·4 min

Deep Dive into AI Short Drama "Nido de Villanas": How AIGC Mass-Produces Binge-Worthy Content

Using AI-generated Spanish short drama Nido de Villanas as a case study to analyze AIGC script generation, character consistency, multilingual dubbing, and the commercial logic of scaled AI drama production.

Jul 27, 2026·4 min

GenAI Job Interview Gone Wrong: Interviewer Googles Gemini for Questions on the Spot — What's Broken in AI Hiring?

A fresh grad interviewing for a GenAI Trainer role faced prime number coding and activation function questions while the interviewer used Gemini to generate questions live — exposing AI hiring chaos.

Jul 27, 2026·3 min

Better Tools Actually Made Copilot Code Review Worse? GitHub's Counterintuitive Optimization

GitHub found that giving Copilot more specialized tools actually degraded code review quality. By migrating to Unix-style composable tools and evidence-driven workflows, they cut costs and improved results.

Jul 24, 2026·6 min

DiffusionGemma Character Motion Transfer in Practice: A ComfyUI Workflow Breakdown

Explore a character motion transfer experiment based on a DiffusionGemma custom node—swap identity in ComfyUI using just a static image, a reference video, and one prompt. A breakdown of the tech stack, control signal preservation, and real limitations for AI video creators.

Jul 23, 2026·7 min

The Complete Guide to LLM Application Engineer Interviews: Six High-Frequency Topics in the Agent Domain

A focused guide to the core interview topics for LLM application engineers, covering agent architecture, Multi-Agent, Langfuse evaluation & tracing, security, and RAG optimization.

Jul 23, 2026·7 min

The Complete Guide to LLM Application Engineer Interviews: Six High-Frequency Agent Topics

A focused guide to core LLM application engineer interview topics, covering agent architecture, Multi-Agent, Langfuse evaluation, security, and RAG optimization.

Jul 23, 2026·6 min

The AI Builder's Handbook: A Complete Guide to LLM Principles, RAG Architecture, and Agent Design

From the autocomplete nature of LLMs, tokens, and context windows to RAG vector databases, the MCP protocol, and AI agent loop design — this article uses vivid analogies to unpack the reality of AI engineering.

Jul 22, 2026·6 min

Claude Sonnet 5 In-Depth Testing: 8 Real-World Tasks Reveal Its True Capability Boundaries

Bilibili creator KaterSony tests Claude Sonnet 5 across 8 real-world tasks—image recognition, 3D modeling, web generation—comparing it against GPT-5.5, Gemini 3.1 Pro, and revealing its true capability limits and cost traps.

Jul 22, 2026·3 min

Codex, Claude Code, OpenHands, or Hermes: How to Choose the Right AI Agent

Comparing Codex, Claude Code, OpenHands, and Hermes? This guide breaks down each AI Agent's core purpose using a real-world scenario, with a selection checklist and three pitfalls to avoid.

Text-to-CAD: How AI Agents Are Reshapi…

Jul 22, 2026·3 min

Text-to-CAD: How AI Agents Are Reshaping Hardware Design Workflows

Explore how the open-source text-to-cad project wraps CAD modeling as AI agent skills, letting engineers generate 3D models from natural language descriptions.

Jul 17, 2026·3 min

The Complete Guide to Looping Engineering: Building Efficient Agent Loops from Scratch

A deep dive into Looping Engineering — covering the five core loop elements (Trigger, Goal, Judgment, Feedback, Memory), when to use loops, and a step-by-step guide to building a topic-selection loop with Claude Code.

Jul 16, 2026·3 min

Building 'Beat the Couch' with Claude: Can You Outperform Doing Nothing?

Beat the Couch is a minimalist web game built with Claude that challenges you to outperform a buy-and-hold strategy using real S&P 500 history. 25,000+ plays prove market timers almost always lose to the couch.

Jul 15, 2026·7 min

GPT Live Full-Duplex Voice: How AI Learns to Listen and Master Conversational Rhythm

OpenAI's GPT Live introduces full-duplex voice architecture supporting simultaneous listen-and-speak, real-time translation, and separated foreground/background reasoning. A deep dive into its tech, use cases, and safety boundaries.

Jul 14, 2026·3 min

Programmer to AI Engineer: You're Already 80% There — Here Are the 6 Skills You're Missing

Programmers transitioning to AI engineering aren't starting from scratch. Learn the 6 core skills — LLM APIs, RAG, prompt engineering, LLMOps — needed to make the leap.

3D Printing + Arduino Animatronic Mask…

Jul 14, 2026·3 min

3D Printing + Arduino Animatronic Mask DIY: A Complete Breakdown from Modeling to Electromechanical Integration

A maker used Nomad Sculpt, 3D printing, and Arduino servo control to build a blinking animatronic mask called "Shbeeve." This article breaks down the modeling, servo linkage, and hybrid elastic-cord drive system for beginner mechatronics DIYers.

Jul 13, 2026·3 min

LangChain V1.3 Hands-On Tutorial: A Complete Breakdown of RAG, Multi-Agents, and Engineering Mindset

An in-depth look at LangChain V1.3's core philosophy: from RAG to multi-agent workflows. Master LangGraph, Chain, and DeepAgent, learn token control and Human-in-the-loop, and become a true master of AI app development.

Jul 13, 2026·4 min

Getting Started with LangChain: LLM Limitations, Agent Principles, and Environment Setup in Practice

An in-depth look at LangChain's core value: the three limitations of LLMs, unified model interfaces, modular architecture, configuring the DeepSeek API, and understanding the SystemMessage/HumanMessage/AIMessage/ToolMessage system to build a foundation for Agent development.

Jul 12, 2026·4 min

A Complete Breakdown of the Engineering Challenges Behind RAG and Agent Interview Questions

Resume full of RAG and Agent but keep failing interviews? The issue is you only run demos and can't explain production engineering challenges. This article breaks down data cleaning, hybrid retrieval, hallucination protection, and agent loop breakers.

Jul 12, 2026·3 min

Building a Claude Code Skill from Scratch: Let AI Auto-Generate Daily News Reports

A detailed guide on building a custom Claude Code Skill to auto-fetch, filter, and generate daily AI news reports—covering execution logic, task decomposition, HTML visualization, and source tracing.