# NPU

DeepSeek V3 + bolt.html: A Practical Guide to Generating Beautiful Web Pages with Zero Code

Learn how DeepSeek V3-0324 and open-source tool bolt.html combine to generate beautiful HTML pages with zero code using prompt engineering techniques.

AI-Generated 2D Game Animations & Scen…

AI-Generated 2D Game Animations & Scenes: A Practical Guide for Indie Developers

Compare two AI approaches for 2D game character animation and learn how to create parallax scrolling scenes with AI tools for import into Godot engine—a cost-effective guide for indie developers.

Product Reviews

Claude Code 2.0 Complete Breakdown: Ch…

Claude Code 2.0 Complete Breakdown: Checkpoint Rollback, Context Visualization, and Other Core Features Explained

Deep dive into Claude Code 2.0's core features: checkpoint rollback, context window visualization, usage tracking, native VS Code extension, and MCP server integration, with comparisons to Cursor and Codex.

CrewAI Multi-Agent Collaboration in Pr…

CrewAI Multi-Agent Collaboration in Practice: Core Concepts, Model Comparison & API Deployment

A deep dive into CrewAI's four core concepts for multi-agent collaboration, with hands-on FastAPI deployment and a comparison of GPT-4o-mini, Qwen MAX, and Llama 3.1.

Product Reviews

Claude Opus 4.8 Deep Dive: A Comprehen…

Claude Opus 4.8 Deep Dive: A Comprehensive Review of Judgment, Honesty, and Cost-Effectiveness

Deep dive into Claude Opus 4.8's core upgrades: improved judgment, optimized honest feedback, and Fast Mode costs cut to one-third. Compared with DeepSeek and GPT-5.5 for AI coding and long-context reasoning.

Deep Dives

memU Memory Framework Explained: Unify…

memU Memory Framework Explained: Unifying Multi-Modal Agent Memory with a File System

Deep dive into the memU open-source memory framework: how it organizes Agent memory as a file system with three-layer semantic abstraction, dual-loop collaboration, and two retrieval modes.

Practical Guide to Building Multi-Agen…

Practical Guide to Building Multi-Agent Collaborative Applications with CrewAI + FastAPI

Learn how to build a multi-Agent collaborative system with CrewAI and FastAPI. Covers Agent, Task, Crew concepts, GPT/Tongyi Qianwen/Ollama integration, with complete code examples and model comparisons.

Research

Optimize Anything: One API to Unify Op…

Optimize Anything: One API to Unify Optimization of Code, Prompts, and Agent Architectures

UC Berkeley and Stanford propose Optimize Anything, a universal text optimization framework that unifies optimization of CUDA kernels, agent architectures, and prompts through one declarative API.

Building an Agent Framework from Scrat…

Building an Agent Framework from Scratch: Breaking Down the Four Core Modules with Code Implementation

Learn how to split AI Agent capabilities into four modules—Tool Registry, Message Store, Agent Runtime, and Built-in Tools—and build a reusable, extensible Agent framework using Python decorators.

Deep Dives

Hermes Self-Evolution Framework: An Op…

Hermes Self-Evolution Framework: An Open-Source Solution for Automated AI Agent Prompt Optimization

Deep dive into NousResearch's open-source Hermes Agent self-evolution framework, using DSPy and GEPA for automated prompt optimization with five-layer safety mechanisms.

Generic Agent: A Self-Evolving AI Agen…

Generic Agent: A Self-Evolving AI Agent Built with Just 3,000 Lines of Code

Generic Agent builds a self-evolving AI agent with just 3,000 lines of code, 9 atomic tools, and a five-layer memory architecture — using only one-sixth the tokens of competitors.

Codex + Claude Code + Cursor: A Practi…

Codex + Claude Code + Cursor: A Practical Breakdown of a Three-Tool AI Coding Workflow

A deep breakdown of Codex, Claude Code, and Cursor — their positioning, collaboration methods, and a complete practical workflow with pricing and role-based pairing recommendations.

Deep Dive into Claude Code SDK: A New …

Deep Dive into Claude Code SDK: A New AI Programming Paradigm for Auto-Writing Code and Reviewing PRs

In-depth analysis of Anthropic's Claude Code SDK & GitHub Action: piping, structured output, permissions, session resumption, and fully automated Issue-to-PR workflows.

AI Agent Learning Roadmap: From Beginn…

AI Agent Learning Roadmap: From Beginner to Enterprise-Level Development in Three Months

A detailed three-month AI Agent learning roadmap covering LLM basics, ReAct paradigm, LangChain, memory mechanisms, tool calling, and multi-agent collaboration with practical project suggestions.

Gemini Omni Video Editing Arrives in India: An Upload-and-Edit AI Experience

Gemini Omni Video Editing Arrives in India: An Upload-and-Edit AI Experience

Google launches Gemini Omni video editing in India, letting users upload and edit videos with AI. Explore the feature details, India market strategy, and the multimodal AI shift from understanding to creation.

The Complete Guide to Cursor 2.0: Plan…

The Complete Guide to Cursor 2.0: Plan, Agent, and Ask — Three AI Modes Explained

A detailed guide to Cursor 2.0's three AI modes (Plan, Agent, Ask) and core features including inline editing, multi-Agent parallelism, project rules, and version control for efficient AI-powered development.

Product Reviews

Cursor 2.0-2.3 Core Evolution: AI Prog…

Cursor 2.0-2.3 Core Evolution: AI Programming Enters the Era of Fleet Command

Deep dive into Cursor 2.0-2.3: multi-agent parallel programming, auto-evaluation, built-in browser, runtime debugging—pushing developers from coders to AI fleet commanders.

June AI Showdown: Mythos, Sonnet 4.8, …

June AI Showdown: Mythos, Sonnet 4.8, and GPT-5.6 All Revealed

June 2025 becomes AI's densest release month: Anthropic Mythos nears launch, Claude Sonnet/Opus 4.8 skip-level upgrades, GPT-5.6 rapid iteration, DeepSeek V4 Pro permanent 75% price cut.

Claude Opus 4.8 Deep Dive: Honesty Mat…

Claude Opus 4.8 Deep Dive: Honesty Matters More Than Benchmarks

Claude Opus 4.8 core upgrade: code bug oversight rate reduced 4x, model becomes more honest. Covers Dynamic Workflows parallel orchestration, Claude Code quota reset, effort control, and upcoming Miscells model.

Complete Tutorial: Using GPT to Automa…