#kernel function

450 related articles

Jul 9, 2026·7 min

LangChain Hands-On Guide: From LLM Calls to Agent Development

Master LangChain from scratch: the three limitations of LLMs, init_chat_model unified interface config, the Message type system, and the path from LLM calls to Agent development.

Jul 9, 2026·6 min

Skill vs MCP: The Essential Difference Between Two Types of AI Agent Capabilities and How They Work Together

Skill and MCP are two core concepts for building AI Agents. Skill encapsulates task execution methodology, while MCP provides a standardized protocol for connecting external tools. This article breaks down their core differences, abstraction levels, and collaboration.

Jul 9, 2026·5 min

Embedded Linux vs. AI Agent Development: A Comprehensive Comparison of Salary, Job Availability, and Career Stability

Embedded Linux or AI Agent development? This in-depth comparison covers salary, job availability, and career stability to help developers pick the right path.

Jul 9, 2026·6 min

AMD Ryzen AI Halo Dev Kit: A $4,000 Local LLM Powerhouse Taking on Apple and NVIDIA

AMD officially unveils the Ryzen AI Halo local AI dev kit, priced around $4,000 with 128GB unified memory, capable of running 70B LLMs locally. An in-depth look at its specs, pricing, and market competition.

Jul 9, 2026·6 min

OpenAI's Head of Evals: We've Been Consistently Underestimating What AI Models Can Really Do

OpenAI Frontier Evals lead Tejal Patwardhan reveals AI models are systematically underestimated — reasoning breakthroughs, wet lab records, the internal AGI Index, and a progress curve far steeper than most realize.

Jul 9, 2026·5 min

DeepSeek DSpec Hands-On: How Speculative Decoding Accelerates LLM Inference by 6x

Hands-on report on DeepSeek's open-source inference acceleration toolkit DSpec: draft model + smart scheduling delivers lossless speedup, hitting acceptance length 6 on GSM8K and reproducing official data.

Jul 9, 2026·6 min

Decoding the Obfuscated Bash Script on a Uniqlo T-Shirt: Tech Easter Eggs and Security Lessons

A tech enthusiast decoded an obfuscated Bash script on a Uniqlo T-shirt. This article breaks down the reverse-analysis approach, obfuscation tricks, and safe-execution principles.

Jul 9, 2026·7 min

In-Depth Analysis of the GitLost Vulnerability: How GitHub AI Agents Were Tricked into Leaking Private Repositories

Security researchers disclose the GitLost attack, which uses prompt injection to trick GitHub AI agents into leaking private repository source code. An in-depth analysis of the attack principle, AI agent security risks, and developer defense recommendations.

Jul 9, 2026·7 min

Rowboat: An Open-Source, Local-First Alternative to Claude Desktop

Rowboat is an open-source, local-first AI desktop client positioned as a Claude Desktop alternative. Local data storage and fully transparent code help developers control privacy and workflows.

Jul 9, 2026·4 min

24 Hours, No AI, Zero to Rust: Building a Game from Scratch — A Full Account

A YouTuber spent 24 hours learning Rust from zero with no AI tools, mastering ownership, borrowing, and a game engine to build a complete Brick Breaker game. Full account of every challenge.

Jul 8, 2026·6 min

Claude Code Programming from Scratch: A Beginner-Friendly Git Setup Guide for Windows

A beginner-friendly guide to setting up Git on Windows before using Claude Code for AI programming. Covers git.git install, Git for Windows setup, common pitfalls, and verification.

Jul 8, 2026·4 min

Microsoft Fixes Windows 11 Storage Bloat Bug Caused by Runaway CapabilityAccessManager Database File

Microsoft's optional update KB5095093 fixes a Windows 11 bug where the CapabilityAccessManager.db-wal SQLite WAL file bloats to several GBs due to a failed checkpoint mechanism.

C++ Asymmetric Memory Barriers: Princi…

Jul 8, 2026·4 min

C++ Asymmetric Memory Barriers: Principles, Implementation, and Engineering Applications

A deep dive into C++ asymmetric memory barriers: core principles, Linux membarrier syscall, compiler vs hardware fences, and engineering applications in RCU and lock-free data structures.

Jul 8, 2026·5 min

Major Unsloth Update: NVFP4 Quantization Export and DeepSeek-V4 Training Support

Unsloth v0.1.48-beta released, adding NVFP4/FP8 quantization export, OpenAI-compatible API hot-swapping, 3-5x faster MoE training, and 1.3x faster GRPO, covering the full LLM fine-tuning, quantization, and local deployment pipeline.

Jul 8, 2026·6 min

Hands-On with Mixar: An AI-Native Blender Fork That Handles Baking and LOD with a Single Prompt

Mixar is an AI-native fork of Blender 5.0 that embeds AI into the kernel layer. This hands-on review tests texture baking, LOD generation, mood boards, image-to-3D, and more, comparing it to MCP. Fully open source and free.

Jul 8, 2026·4 min

Deep Dive into actions/checkout: The Core Foundation of GitHub Actions CI/CD

A comprehensive guide to GitHub Actions' actions/checkout: how it works, key parameters, and best practices covering fetch-depth, cross-repo checkout, security, and version pinning strategies.

Jul 8, 2026·7 min

The Birth of Claude Code: Design Philosophy from Internal Tool to AI Programming Assistant

An in-depth look at Claude Code's development and design philosophy: why the CLI form, how the "minimal scaffolding" architecture works, and how it balances safety with autonomy in AI programming.

Jul 8, 2026·2 min

PyTorch Hits 100K Stars: Unpacking the Dominance of the Leading Deep Learning Framework

PyTorch hits 100K GitHub stars, cementing its status as the leading deep learning framework. Explore why developers love PyTorch's dynamic graphs, GPU acceleration, and ecosystem.

Jul 8, 2026·3 min

WASM for Data Processing: Can Browsers Really Handle Big Data?

Can WASM really handle big data? This deep dive covers DuckDB-WASM's in-browser SQL capabilities, edge data processing architectures, and where WebAssembly fits in modern data engineering.

Jul 8, 2026·2 min

Unsloth v0.1.45 Released: Gemma 4 MTP Acceleration, Cross-Platform Fixes, and Studio Upgrades

Unsloth v0.1.45-beta adds Gemma 4 MTP support, AMD ROCm & NVIDIA Blackwell fixes, a new Hub download manager, and a compact RAG system for local LLM fine-tuning.