NemoClaw is NVIDIA's agent sandbox that lets you run AI assistants locally using your own inference backend — Ollama, llama.cpp, or cloud providers. It bundles OpenShell as a gateway and OpenClaw as the agent runtime, all orchestrated through Docker containers.

Here's a walkthrough of setting it up from scratch.

Setup …

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 …