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#spec-driven

4 posts

Ralph: Put a Coding Agent in a While Loop and Walk Away

Jun 27, 2026 · Shingo Nakamura · AI

Ralph is a brutally simple technique — loop the same prompt into a coding agent until the task is done. What it is, how the two main implementations (Anthropic's ralph-wiggum plugin and snarktank/ralph) actually differ, the anecdotal numbers behind the hype, and an honest critical review of where it breaks.

claude-codellmagentsautonomous
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Spec Kitty: A Governed Software Factory for AI Coding Agents

Jun 21, 2026 · Shingo Nakamura · AI

Spec Kitty is an open-source Python CLI that turns product intent into a repo-native, spec-driven workflow — spec, plan, tasks, review, accept, merge — with isolated git worktrees for parallel agents, a local kanban dashboard, and governance gates. What it is, how it works, use cases, and where it fits versus lighter tools.

spec-kittyspec-drivenagentsworktrees
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