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Prep prose (services/journal_prep.py): - Emit explicit "WEATHER: none available — do NOT mention weather" absent-marker so a small model can't invent partly-cloudy/temperature prose when both configured locations have empty addresses. - Replace negative-only system rule with positive-anchored guidance forbidding weather/temp/precip mentions unless a numeric WEATHER section is present; also bans echoing parenthetical labels verbatim. - Reword overdue header to "(past their due date, still open — backlog, not today's work)" and render lines as "was due <date>, N day(s) overdue" with correct singular/plural. Supersedes the wording noted in Fable task #159. - Deterministic fabricated-weather reconciler: low-false-positive regex detects fabricated weather phrasing; on trip with an empty section, regenerate once with a corrective. Persistent fabrication logs ERROR rather than mangling prose. Journal route (routes/journal.py): - Override message_count with len(messages) in _day_payload. The chat path already does this; the journal path was hitting the Conversation.to_dict() fallback to 0 because messages aren't eager-loaded on that instance. Tests: - tests/test_journal_message_count.py — pins the model-level trap and the override contract (3 cases). - tests/test_journal_prep_hardening.py — 11 cases covering the fabricated-weather reconciler and absent-marker rendering. - tests/test_journal_prep_filtering.py — updated one stale assertion. Tracks Fable task #171. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>