Specsmaxxing is an effective method for overcoming AI psychosis by promoting structured documentation through YAML.

Specsmaxxing – On overcoming AI psychosis, and why I write specs in YAML https://acai.sh/blog/specsmaxxing #HackerNews #Specsmaxxing #AI #Psychosis #YAML #Writing

Specsmaxxing – On overcoming AI psychosis, and why I write specs in YAML https://acai.sh/blog/specsmaxxing #ai

Specsmaxxing – On overcoming AI psychosis, and why I write specs in YAML - https://acai.sh/blog/specsmaxxing #hackernews

Specsmaxxing – On overcoming AI psychosis, and why I write specs in YAML L: https://acai.sh/blog/specsmaxxing C: https://news.ycombinator.com/item?id=47994012 posted on 2026.05.03 at 02:33:38 (c=2, p=3)

Specsmaxxing – On overcoming AI psychosis, and why I write specs in YAML ---- - 46 minutes ago | 4 points | 2 comments - URL: https://acai.sh/blog/specsmaxxing - Discussions: https://news.ycombinator.com/item?id=47994012 - Summary: The article introduces "Specsmaxxing," a methodology for improving AI-assisted coding by moving beyond prompt-based generation to rigorous specification-driven development. The author argues that while "Peak Slop" has passed, developers still face context window limitations and inconsistent output when relying solely on conversational prompts. The solution involves writing detailed acceptance criteria in a structured `feature.yaml` format using ACIDs (Acceptance Criteria IDs)—unique identifiers that create traceability between specifications and implementation code. The open-source Acai.sh toolkit provides a CLI, web dashboard, and REST API for managing these specs across teams, branches, and environments. The workflow follows four steps: Specify (write concrete requirements), Ship (code with ACID references), Review (validate requirements via dashboard rather than file-by-file), and Iterate (update specs rather than re-prompting). Unlike alternatives such as GitHub SpecKit or OpenSpec, Acai.sh focuses specifically on tracking acceptance coverage across multiple implementations. While the approach requires maintaining stable numbering and omits design details, it shifts developer attention from generating code to defining precisely what software should do.