# wrapper

Loving LLMs, Hating the Hype: How Engineers Rationally Evaluate Large Language Models

Engineers love LLMs for real productivity gains but hate the hype around AGI narratives, glossed-over hallucinations, and valuation bubbles. Here's how to find the rational balance.

Doubao AI Video Plugin Tested: 15-Second Generation & Watermark-Free Download Explained

Hands-on test of a Doubao AI video browser extension: generate 15-second videos beyond default limits and download watermark-free files. Full breakdown of how it works, usage flow, quota limits, and security risks.

AI Agent in 100 Lines of Lisp: Minimal…

AI Agent in 100 Lines of Lisp: Minimal Code Reveals the True Nature of Intelligent Agents

A fully functional AI Agent in just 100 lines of Lisp reveals the essence of the ReAct loop. Deep dive into Agent architecture, Lisp's unique strengths, and minimalist engineering philosophy.

Getting Started with Codex: A Comprehensive Comparison with Claude Code and How to Choose

A deep comparison of Codex vs. Claude Code on pricing, stability, and frontend/backend strengths — plus how to choose between Cursor, Claude Code, and Codex.

GPT Live Full-Duplex Voice AI: Speak and Listen at Once, Reason and Translate

OpenAI unveils GPT Live One voice model with full-duplex conversation—AI listens and responds while you speak. Real-time reasoning, web search, multitasking, and bidirectional translation redefine voice AI.

Anthropic's Project Glass Wing: The Arms Race in AI Code Security Auditing

Anthropic launches Project Glass Wing—its Mythos Preview model found over 10,000 critical infrastructure vulnerabilities in hours, spanning 150 organizations across 15 countries. A deep dive into AI security auditing.

The Cost Trap of AI Video Generation: A Complete Pricing Strategy Guide for iOS Apps

AI video generation costs ~$1 per 10 seconds. How should iOS developers price their apps? This deep dive covers unit economics, credit-based pricing, and vertical market strategies.

Jul 13, 2026·4 min

A Deep Dive into Claude Cookbooks: A Guide to the Official 47K-Star Hands-On Code Repository

Anthropic's open-source Claude Cookbooks project offers runnable Jupyter Notebook examples covering RAG, Tool Use, multimodal processing, and more—helping developers master Claude API best practices.

Is Free GPT5.6 a Trap? The Truth Behind AI Mirror Sites Exposed

The viral "free GPT5.6" videos hide real risks: the model doesn't exist, and the "treasure sites" are third-party proxy mirrors carrying data privacy leaks and account bans.

Vivo's India Joint Venture: A New Blueprint for Chinese Smartphone Brands Going Local

Vivo's India JV signals a new era for Chinese smartphone brands. We analyze the strategic logic, geopolitical context, and what it means for OPPO, Xiaomi, and India's manufacturing ambitions.

Langchain.js Agent Development: A Guide to Deconstructing the OpenClaw Engine Architecture

An in-depth analysis of AI agent development based on Langchain.js—comparing workflow agents and Agent Loops, deconstructing the TypeScript implementation path of an OpenClaw-like engine, covering structured output, MCP, and LangGraph.

Jul 12, 2026·4 min

E2AM: An Open-Source Tool to Quantify AI Training Energy Consumption and Carbon Emissions in Two Lines of Code

E2AM is a Green AI open-source tool that monitors AI model training energy use, carbon emissions, and accuracy-per-joule metrics in just two lines of code. Supports PyTorch and Hugging Face, runs locally with no server needed.

Jul 12, 2026·5 min

AI Tool Runs Amok: 171 Charges Totaling Nearly $1,800 — How to Avoid the Auto-Billing Trap

A user's American Express card was auto-charged 171 times by an AI service, totaling nearly $1,800 with no warning. This article analyzes pay-as-you-go risks and offers practical protection: spending limits, virtual cards, and automation monitoring.

GPT-5.6 Sol in Action: A 3D Interactive London Website Generated in 5 Minutes

A Reddit user tested GPT-5.6 Sol with a single prompt. In the Row-Bot framework, the model built a 3D interactive London website in 5 minutes—complete with browser verification and vision analysis. A deep dive into AI coding Agents.

Deep Dive into gRPC: Building High-Performance Microservice Communication with HTTP/2 + Protobuf

An in-depth analysis of gRPC's core architecture: HTTP/2 multiplexing, Protocol Buffers serialization, and unified multi-language implementation, covering microservice communication and cloud-native integration.

Jul 12, 2026·5 min

Advanced Machine Learning Reading List: How to Choose the Right Book Among These 4 Classics?

Torn between Géron, Chollet, and Raschka? This article breaks down 4 classic ML books for self-learners aiming at finetuning and small language models (SLM), helping you find the best advanced path.