Specsmaxxing – On overcoming AI psychosis, and why I write specs in YAML

acai.sh
May 3, 2026
9 min read
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Summary
The complete documentation index for acai.sh is available at https://acai.sh/llms.txt. Users can utilize this file to discover all available pages for further exploration.
Key Takeaways
- Acai.sh is an open-source toolkit designed to address challenges in software specification and development processes.
- The toolkit includes a flexible template for feature specifications called feature.yaml and a tiny CLI to enhance CI and agent capabilities.
- The author emphasizes the importance of writing detailed and structured documentation to improve software engineering outcomes.
- The development process involves creating ambitious specifications that focus on concrete and testable requirements rather than minor details.
Coverage & discussions
Hacker News · acai.sh
Community discussions
Community Sentiment
Positives
- The emphasis on writing specifications in YAML highlights the need for clear documentation, which can enhance collaboration and reduce misunderstandings in AI-driven projects.
- The discussion around agent-generated code lacking institutional memory underscores the importance of maintaining human oversight and intent in AI development.
- The idea of using specifications as a source of truth reflects a growing recognition of the complexities in AI systems, where clarity and intent are crucial for effective implementation.
Concerns
- There is skepticism about the effectiveness of YAML as a specification language, with some arguing that code itself should serve as the definitive specification to ensure clarity and maintainability.
- Concerns are raised that overly complex specifications can slow down development, suggesting a potential inefficiency in relying heavily on documentation in AI workflows.
- The mention of 'AI psychosis' indicates a troubling trend where developers may become overwhelmed by the rapid evolution of AI tools, leading to confusion and ineffective practices.




