AI CLI Standardization: From Tool Lock-in to Portability

Introduction: From Web Chatbots to CLI Tools AI is a powerful tool, and for IT professionals, the most effective way to leverage it is through CLI tools like GitHub Copilot CLI, Claude Code, Gemini CLI, or similar agents. In previous articles like GitHub Spec-Kit, I explored spec-driven development and structured AI workflows, but I realized I skipped fundamental concepts: why CLI tools beat web chatbots and how to standardize your AI setup for portability. ...

February 6, 2026 · 12 min · 2506 words · Matteo Bisi

ClawdBot → MoltBot → OpenClaw: A Case Study in Confusion Attacks and Security Risks

What is ClawdBot/MoltBot/OpenClaw? For those unfamiliar with the project, OpenClaw (formerly MoltBot, previously ClawdBot) is a personal AI assistant platform that integrates with multiple messaging channels including WhatsApp, Telegram, Discord, Slack, Signal, iMessage, and many others. The project is available at github.com/openclaw/openclaw and maintains a website at openclaw.ai. The tool is designed to be a “local-first, single-user assistant” with capabilities that include shell command execution, filesystem operations, browser automation, and integration with various cloud services. It’s essentially a bridge between AI models and your entire digital ecosystem. However, OpenClaw does not provide model access itself; users must configure it with their own API keys from providers like Anthropic, OpenAI, or others. ...

January 31, 2026 · 11 min · 2145 words · Matteo Bisi

GitHub Spec-Kit: Why Structured AI Development Beats Vibe Coding

Introduction: Spec-Driven Development vs. Vibe Coding If you’ve been working with AI coding assistants, you’ve probably experienced what some call “vibe coding”, throwing prompts at an LLM and hoping for the best. Sometimes it works brilliantly. Other times, you end up with code that technically runs but doesn’t align with what you actually needed, or worse, introduces architectural decisions that create technical debt down the road. Spec-Driven Development (SDD) flips this approach on its head. Instead of starting with code and documenting later (if at all), you begin with comprehensive specifications that define the what and why before anyone, human or AI, writes a single line of code. The specification becomes the single source of truth, guiding implementation and ensuring alignment across the entire team. ...

January 21, 2026 · 6 min · 1267 words · Matteo Bisi

Building My First AI Agent for Blog Publishing

AI is part of our daily life, and I’m not afraid to say that I’m using it regularly for personal tasks. Naturally, I keep and respect the confidentiality of data, and I use my knowledge to understand what AI is telling me back; AI without being driven the correct way can produce absolute garbage. Now I’m transitioning from chatbot to AI CLI usage. I’m a victim of Network Chuck’s enthusiasm, so I wanted to build my first AI agent for publishing content on my personal blog. See below how I did it in minutes. ...

November 9, 2025 · 8 min · 1657 words · Matteo Bisi

MarkItDown: An AI-Boosting Tool Tested on Apple Containers

Introduction As everyone, we are evolving and we are including AI into several workflows, so it’s essential having a way to pass data to the AI from various types of files. This is where Microsoft’s MarkItDown comes in as a powerful tool. It’s a lightweight Python utility that converts numerous file formats into Markdown, a format easily consumable by AI models. Whether you want to use it with an AI assistant like Claude through its MCP server, as a CLI tool, with Python code, or run it in a container, MarkItDown offers a lot of flexibility. ...

November 4, 2025 · 5 min · 1007 words · Matteo Bisi