Getting your macOS system and disk information from the terminal is straightforward once you know the right commands. Here's a quick reference.

System Info

system_profiler SPSoftwareDataType — Displays macOS version, build number, kernel version, boot volume, and uptime. Good for confirming your OS details quickly.

Use like this in your terminal …

Introduction

When most beginners open Claude for the first time, they type a question and wait for an answer. That is a perfectly valid starting point. But if that is all you have been doing, you are using a fraction of what is actually there.

Claude is not just a …

TLDR;

GitHub Token

To pull container images from GitHub's registry, you need a Personal Access Token (PAT).

1. Go to GitHub Token Settings
2. Click Generate new token (classic)
3. Give it a descriptive name and set an expiry
4. Under scopes, check read:packages
5. Click Generate token and copy it right away — you …

Ollama is a lightweight, open-source LLM runner. Its :cloud model suffix lets you route prompts to free-tier hosted models — no GPU, no paid API key required. Useful for learning, prototyping, and small projects on modest hardware.

This post covers the full Ubuntu setup: manual install, service startup, chatting with Kimi …

Most Claude Code projects start with a CLAUDE.md and nothing else. Here is the full structure that turns Claude from a coding assistant into an engineering partner.

The complete directory

your-project/
├── CLAUDE.md
├── CLAUDE.local.md
├── mcp.json
└── claude/
    ├── settings.json
    ├── rules/
    │   ├── code-style.md
    │   ├── testing.md
    │   └── api-conventions.md
    ├── commands …

When you send a prompt to an LLM, three layers shape how fast you get a response: the hardware (GPUs, TPUs, LPUs), the model size and architecture, and the inference engine strategies sitting on top. Most of the latency battle is fought at that third layer — and the core problem …

PromptTemplate is one of those ideas that sounds technical but is actually something you already understand from everyday life. Here are three ways to see it clearly.

Cookie Cutter 🍪

The Shape — A star-shaped cookie cutter that never changes. You press it into any dough and get the same star, every …

If you are shipping agentic systems in 2026 and these six terms are fuzzy, you are building on sand. This is the foundational vocabulary — not hype, not vendor marketing, just the concepts that actually show up when you are designing, debugging, or scaling an agent pipeline.

The Six Terms

Model …

We encode information every single day — and we almost never think about it.

A student called me to get her account unlocked. She dictated her password over the phone: apple1234. I typed it in. Login failed. We went back and forth, both confused. Then she clarified: she meant appleOne2Three4.

Same …

The multi-agent space is fracturing fast. Teams pick LangGraph one quarter, switch to CrewAI the next, then discover Google ADK or AWS Strands and wonder if they should migrate again. Every switch costs weeks — ripping out abstractions, rewriting orchestration logic, re-testing state management. This is the exact problem Terraform solved …