LearnNewsExamplesServices
Frontmatter
id9773
titleRefactor Operational Mandates to Remove Colloquial AI Terminology
stateClosed
labels
documentationenhancementai
assigneestobiu
createdAtApr 8, 2026, 12:31 AM
updatedAtApr 8, 2026, 12:31 AM
githubUrlhttps://github.com/neomjs/neo/issues/9773
authortobiu
commentsCount0
parentIssuenull
subIssues[]
subIssuesCompleted0
subIssuesTotal0
blockedBy[]
blocking[]
closedAtApr 8, 2026, 12:31 AM

Refactor Operational Mandates to Remove Colloquial AI Terminology

Closeddocumentationenhancementai
tobiu
tobiu commented on Apr 8, 2026, 12:31 AM

Problem

The recent update to the Pre-Commit operational mandates introduced the colloquial term "AI slop" (e.g., "Anti-Slop Gate"). While meaningful to human engineers, cultural memes and colloquialisms decrease instruction clarity for foundation models. It is better to use precise, operational terminology to define the exact failure mode we are trying to prevent.

Goal

Refactor the phrasing in the operational mandates (AGENTS.md, AGENTS_STARTUP.md) to replace "Anti-Slop" with concrete instruction tuning terminology, such as "Contextual Completeness" or "Semantic Degradation", which map directly to the technical constraints of the Knowledge Base.

Execution

  • Replace "Anti-Slop" with "Contextual Completeness" throughout AGENTS.md.
  • Update the Pre-Flight Check thought process to use objective terminology ("undocumented, context-less code" instead of "AI slop").
  • Synchronize the phrasing changes in AGENTS_STARTUP.md.
tobiu added the documentation label on Apr 8, 2026, 12:31 AM
tobiu added the enhancement label on Apr 8, 2026, 12:31 AM
tobiu added the ai label on Apr 8, 2026, 12:31 AM
tobiu referenced in commit fefaa84 - "docs(ai): refactor colloquial slop references to strict semantic gates (#9773)" on Apr 8, 2026, 12:31 AM
tobiu assigned to @tobiu on Apr 8, 2026, 12:31 AM
tobiu closed this issue on Apr 8, 2026, 12:31 AM