Hero emotional-safety guardrail + calmer card polish
Hero guardrail (core to the promise, not cosmetic): - New hero.py: the lead story is chosen with a stricter filter than the rest of the brief — very low cortisol/ragebait and no grief/medical/violence terms (cancer, glioblastoma, death, diagnosis, ...). Such constructive-but-charged stories stay among the five; they just never lead by default. - /api/brief applies user avoid-terms FIRST, then lead_with_gentle, so personal boundaries always take precedence over the general guardrail. - Verified live: the brief no longer leads with a glioblastoma story. Card polish (per review): - Secondary cards with no real image are now text-first (no row of empty media bands); hero still always shows media or a typographic fallback. - Inline tuning actions are quiet until hover/focus on pointer devices, and stay visible (softer) on touch — less interface machinery. Tests: hero safety + lead reordering (70 total). Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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@@ -30,6 +30,7 @@ from pydantic import BaseModel
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from . import feeds, queries
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from .db import connect, init_db
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from .filters import filter_articles, prefs_from_json
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from .hero import lead_with_gentle
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from .llm import LocalModelClient
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from .moods import MOODS
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from .taxonomy import FLAVORS, TOPICS
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@@ -280,7 +281,11 @@ def create_app() -> FastAPI:
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items = data["items"]
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if not fp.is_empty():
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# MVP: filter the stored brief DOWN; no refill from outside the brief.
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# Runs before hero selection, so personal avoid-terms take precedence.
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items = filter_articles(items, fp, datetime.now(timezone.utc))
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# Lead with an emotionally-safe story (constructive-but-charged stories
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# stay in the five, just not as the first thing seen).
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items = lead_with_gentle(items)
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return BriefResponse(
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brief_date=data["brief_date"],
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title=data["title"],
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@@ -0,0 +1,53 @@
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"""Hero (lead-story) emotional-safety guardrail.
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The single most prominent thing on the page must feel safe to encounter before
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coffee. A story can be objectively hopeful — a cancer breakthrough, say — and
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still be personally painful to meet unprompted at the top of the page.
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So the lead is chosen with a STRICTER filter than the rest of the brief: it must
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be very calm and must not mention grief/medical/violence terms. Such stories are
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still welcome among the five — they just don't lead by default. Per-user
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avoid-terms are applied to the brief before this runs, so a reader's personal
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boundaries always take precedence.
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"""
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from __future__ import annotations
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from .filters import text_matches_avoid_terms
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# Terms too emotionally charged to lead with, even inside a constructive story.
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HERO_GUARD_TERMS = [
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"cancer", "glioblastoma", "tumor", "tumour", "carcinoma", "chemotherapy", "chemo",
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"death", "died", "dies", "dying", "dead", "fatal", "terminal", "deadly",
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"diagnosis", "diagnosed", "dementia", "alzheimer", "parkinson",
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"suicide", "murder", "killed", "killing", "war", "assault", "abuse",
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"overdose", "hospice", "palliative", "disease",
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]
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HERO_MAX_CORTISOL = 1
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HERO_MAX_RAGEBAIT = 1
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def safe_to_lead(article: dict) -> bool:
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"""True if an article is calm enough to be the page's lead."""
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if (article.get("cortisol_score") or 0) > HERO_MAX_CORTISOL:
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return False
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if (article.get("ragebait_score") or 0) > HERO_MAX_RAGEBAIT:
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return False
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blob = f"{article.get('title') or ''} {article.get('description') or ''}"
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return not text_matches_avoid_terms(blob, HERO_GUARD_TERMS)
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def lead_with_gentle(items: list[dict]) -> list[dict]:
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"""Reorder so the highest-ranked lead-safe item is first (the hero).
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The remaining items keep their ranked order. If nothing qualifies, the list
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is returned unchanged — the brief still needs a lead, and we never drop a
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constructive story, we only decline to make a charged one the first thing seen.
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"""
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for i, article in enumerate(items):
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if safe_to_lead(article):
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if i > 0:
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return [items[i], *items[:i], *items[i + 1:]]
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return items
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return items
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