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Spaces is an opinionated CLI that the authors adapted to be usable both by humans and by LLM-based coding agents. Key additions include flag equivalents for interactive prompts (e.g., --components and a -y mode), an introspectable plugin registry, and generated context.json and AGENTS.md so agents can discover project structure and run end-to-end automation (including generating config.yaml, CI, and deploying to Koyeb).
Applied AI's Proto team built an autonomous agent on top of Mistral's open-source coding assistant Vibe that reads Rails code, generates or improves RSpec tests, validates style and coverage (via RuboCop and SimpleCov), and runs in CI/CD with no human intervention, operating in parallel across files. They used repository-level AGENTS.md for context and separate file-type 'skills' to improve test completeness and quality, raising their internal quality score from 0.68 to 0.74.
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