Articles

How to Orchestrate AI Teams for Software Development with Gstack

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Gstack is an open-source AI orchestration framework created by Y Combinator CEO Garry Tan. It transforms Claude Code into a virtual software company with distinct AI personas. The framework includes role-based agents like CEO, Engineering Manager, and QA tester. A conductor agent enforces strategic thinking before any coding begins. Gstack GitHub repository homepage Gstack solves the problem of...

How to Get Native AirPods Integration on Windows with MagicPods

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MagicPods is a free open-source Windows application that adds native AirPods integration to Windows 10 and 11. It provides real-time battery status popups, automatic pause/play when removing earbuds, and smooth connection management. The tool works with all AirPods models and most Windows-compatible Bluetooth adapters. MagicPods runs quietly in the background, requiring no configuration after...

Flash-moe: How to Stream 397B MoE Models from SSD on MacBook Pro

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Flash-moe runs a 400-billion parameter model on a MacBook Pro by streaming weights from SSD. It turns a server-rack problem into a local one with pure C and Metal shaders. The engine streams Qwen3.5-397B-A17B from disk at 4.4 tokens per second. It achieves production-quality output including tool calling on consumer hardware. This breakthrough democratizes massive model inference for developers...

Code Review Graph: Add Local Project Context to Claude Code

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Code Review Graph builds a local dependency graph of your entire codebase for AI coding assistants like Claude Code. It eliminates redundant full-repository scanning and reduces hallucinations by providing precise context. The tool runs entirely locally using Tree-sitter parsing and incremental tracking. It delivers only relevant files to AI assistants via the Model Context Protocol. Developers...

Small Robust AI Agent Architecture with Claw Code Rust

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Claw Code is the public Rust implementation of the claw CLI agent harness used in flagship AI products. The project provides a transparent look at how production-grade AI agents are actually built. It serves as a rare educational resource for developers studying professional AI agent architecture. This isn’t a toy implementation but a real-world codebase from top-tier engineering teams...

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