What Actually Belongs in My AI Dev Stack in 2026

TL;DR A single AI tool cannot handle everything - a proper AI dev stack in 2026 needs distinct layers for spec writing, fast editing, heavy agentic work, cheap model tasks, review, research, and capture Spec-driven development is the most underused part: writing requirements and acceptance criteria before generation dramatically improves AI output and reduces wasted iterations Tools like Cursor AI handle fast, in-flow editing while Claude Code or Cline are better suited to multi-file refactors and autonomous implementation from specs Letting the same model that generated code also review it is a weak loop - a separate review pass with a different model or explicitly critical prompt is essential The real shift is treating AI not as a bolt-on assistant but as part of the workflow architecture itself, with each tool assigned a clear, specific responsibility There is a big difference between using AI for development and having an actual AI development stack. ...

April 5, 2026 · 9 min · James M

GitHub Spec Kit in 2026: SDD Goes Mainstream 🚀

TL;DR GitHub Spec Kit reached v0.5.0 in 2026, evolving from a documentation toolkit into a full extensibility platform for AI-assisted development Claude Code CLI is now a native skill within Spec Kit, making spec-to-code pipelines seamless and built-in The ecosystem has exploded with dedicated tools like AWS Kiro and Tessl, while multi-agent support covers Copilot, Cursor, Gemini CLI, and more Spec-Driven Development prevents architectural drift by making the spec the single source of truth - versioned, reviewable, and respected by AI agents Getting started is now low-effort: write a spec.md, pick any AI tool, and let the spec drive implementation Six months ago, we explored how GitHub Spec Kit was beginning to reshape software development. In early 2026, that promise isn’t just materializing - it’s accelerating. The project has hit version 0.5.0, the ecosystem has exploded, and Spec-Driven Development has transitioned from “interesting idea” to actual industry standard. ...

April 4, 2026 · 5 min · James M

GitHub Spec Kit and the Rise of Spec-Driven Development (SDD) 🤯

TL;DR GitHub Spec Kit is a structured framework of version-controlled markdown files (spec.md, constitution.md, boundaries.md, etc.) that serve as the single source of truth for a software project Spec-Driven Development (SDD) means writing the specification first, then generating and refactoring code in alignment with it - preventing architectural drift over time Integrating Spec Kit with Cursor AI turns the spec from a static document into an active constraint the AI understands and respects The spec-first loop (define, implement, refine, repeat) creates development that is clearer, faster, and easier to maintain than ad-hoc planning SDD is especially powerful for long-term projects and large teams where shared mental models and consistent architecture matter most Spec-Driven Development is starting to reshape how modern software is planned, built, and maintained. Among the tools pushing this shift forward, GitHub Spec Kit stands out as one of the clearest, cleanest ways to bring structure and intention into your workflow. It turns the usual chaos of planning into something organised, navigable, and repeatable - and when combined with AI-powered editors like Cursor, it becomes even more powerful. ...

December 3, 2025 · 4 min · James M