Buffer live learning events until the turn completes so remembered/recalled notes appear after the assistant response, and trim redundant user prefixes from memory titles.
Emit learning events from memory, recall, and skill tool completions, render them as subtle italic transcript lines, and show learning stats/provenance in the TUI.
Keep installed skills as quiet inventory while promoting remembered facts, recalled sessions, reused skills, and connected integrations as the primary ledger rows.
Surface existing memories, skills, recalls, and integrations as a read-only growth ledger so Hermes' accumulated context is visible without changing agent behavior.