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Apple's container: Run Linux Containers on Mac Without Docker Desktop

macOS containers Docker alternative Linux containers Mac

Apple shipped an official container tool at WWDC 2026. Each container gets its own lightweight VM, startup is sub-second, and it pulls standard OCI images from Docker Hub. Here's how it works, how it compares to Docker, and how to share containers publicly.

Self-Host Open Notebook: Run Your Own Private NotebookLM Alternative

NotebookLM Open Notebook self-hosted

Open Notebook is an open-source NotebookLM alternative with multi-model support, custom podcasts, and a REST API - all running on your own machine. Learn how to set it up with Docker and make it accessible from anywhere with Pinggy.

Picking the Right Hardware to Run LLMs Locally in 2026

local LLM self-hosted AI GPU for LLM

A practical hardware guide for self-hosting LLMs in 2026. Compare consumer GPUs, Apple Silicon, enterprise cards, and pre-built AI workstations. Find the right setup for 7B to 405B models at every budget.

Expose a Local MCP Server with Pinggy

MCP Model Context Protocol SSH tunnel

MCP servers run on localhost by default. Here's how to give yours a public HTTPS URL in one SSH command using Pinggy - no deploy, no infra.

Racing to a Trillion: OpenAI and Anthropic's Funding History

OpenAI Anthropic AI funding

A complete timeline of OpenAI and Anthropic's funding rounds, from OpenAI's 2019 Microsoft deal to Anthropic's $65 billion Series H in 2026. Covers round sizes, valuations, key investors, and what the capital is actually paying for.

Best AI Trading Agents in 2026: Do They Actually Make Money?

AI trading agents TradingAgents ai-hedge-fund

Explore the best open-source AI trading agents in 2026 - TradingAgents, ai-hedge-fund, FinRL, FinRobot, and FinRL-Trading. Full setup guide, architecture breakdown, real performance numbers, and an honest take on whether AI trading bots can generate returns.

Best Open Source CLI Coding Agents in 2026

CLI tools AI coding agents open source

The best open source command-line AI coding agents and harnesses in 2026, ranked by GitHub stars: OpenCode at 165k, the new Pi harness, OpenHands, Cline, Goose, Aider, Crush, Qwen Code and more - with honest notes on licenses, local models, and which projects are dying.