Single-agent, tools, or a team? A practical comparison of AI coding setups
Single-agent, agent-with-tools, or multi-agent? The same feature through all three setups, the failure modes to watch for, and a decision matrix you can actually use.
Join me on a journey where every post brings a fresh perspective. This blog is for those who are driven by curiosity and a desire to learn.
Single-agent, agent-with-tools, or multi-agent? The same feature through all three setups, the failure modes to watch for, and a decision matrix you can actually use.
Single-agent, agent-with-tools, or multi-agent? The same feature through all three setups, the failure modes to watch for, and a decision matrix you can actually use.
Spec-Kit's extension system turns a structured spec-driven workflow into something you can customize end-to-end. Here's how extensions work, which ones are worth looking at, and a hands-on walkthrough of the Ralph Loop extension for autonomous implementation.
From vague prompts to reliable results: practical frameworks and mental models for working with LLMs, covering the 5 Principles, few-shot learning, Chain of Thought, RAG, context engineering, and how agents change everything.
Part 4 of our series on mastering AI-assisted development. Learn how teams collaborate with Spec-Kit, integrate with CI/CD pipelines (GitHub Actions & Azure DevOps), and apply advanced architectural patterns.
Part 3 of our series on mastering AI-assisted development. Learn advanced specification techniques, debugging strategies, iteration patterns, and real-world troubleshooting for production-ready AI-generated code.
Part 2 of our series on mastering AI-assisted development. A hands-on walkthrough of the complete Spec-Kit workflow: creating constitutions, writing specs, generating plans, and implementing production-ready code.