The formulation assistant now uses TypeSafe Jev for several AI judgments: ranking knowledge-base passages for chat answers (clearly better retrieval in both English and Hungarian, with no added latency), choosing the right formulation playbook, skipping ingredient-list extraction when none is present, and double-checking generated formulas against the checklist. Confidential formula data is never sent to Jev, and every Jev call falls back to the local model if it fails. Live since 2026-10-05.

A round of small reliability and polish fixes for the tutorial library: - clearer messages for very long searches; - the page no longer hangs when the server is slow; - the video reliably starts at the right moment; - logging out returns you to the page you came from; - faster catalogue loading; - correct search highlighting for accented letters; - more robust video publishing.

Every page in the application now has a written help description, not just a one-line placeholder — 124 in total. Each was written from that page's own behaviour, so the assistant can now explain things that were not documented anywhere before: why a raw material cannot be deleted, why saving a material sends its approved playbook back to draft, the difference between a master production record and a single batch, where a deleted product can be restored, and the file rules for a safety assessor's certificate. Checked live on the production assistant in both Hungarian and English: six such questions were answered from the new content rather than guessed. Live since 2026-09-24.