AICORECMS

AI retrieval improvements

Nine independent retrieval and operations improvements for the AI and Core modules, none tied to a vendor, a model or a hosting choice.

State
Done
Progress
100%
Steps
42 / 42
Started
2026-11-02
Finished
2026-11-02
Modules
LaraAI, LaraCore, LaraCMS

Tasks.

  • Task 1: Dates in the query become a filter (Core, AI)4/4
  • Task 2: Optional relevance judge (AI)5/5
  • Task 3: Embedding drift guard (AI)4/4
  • Task 4: Declared languages on profiles (AI)4/4
  • Task 5: Keyword branch cleanup and unstemmed sub-field (Core)5/5
  • Task 6: Similarity floor per profile (Core, AI)4/4
  • Task 7: Chunk context for application content (AI, Core)5/5
  • Task 8: Near-duplicate images (AI)4/4
  • Task 9: Tokens per role and data egress indicator (AI)4/4
  • Task 10: Documentation and closing3/3

Read the full plan on GitHub