From e7610d2889e2a38dbeda5803318a265f5e08d62f Mon Sep 17 00:00:00 2001 From: jay Date: Sun, 7 Jun 2026 11:42:17 -0400 Subject: [PATCH] Classifier: reject body-horror / disease-threat; anxiety outweighs informative MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit The flesh-eating-parasite story slipped through as "calm public-health monitoring" — the gate had no body-horror class and let "informative/public health" rescue a viscerally alarming subject. Two fixes: * Reject visceral-threat hooks (outbreaks, parasites, infestations, contamination, recalls, poisonings, "flesh-eating" infections) even when calmly framed as monitoring/surveillance/awareness/public health — judge the reader's gut, not the prose. Keep genuine health wins (treatments, recovery, prevention, wellbeing): the line is the hook, not the topic. * A high cortisol_score is disqualifying on its own — anxiety outweighs how informative or constructive a piece is. Verified: 3 flesh-eating-parasite variants now REJECT (cortisol 8) while calm health/wellness (diabetes treatment, sleep tips, green-space study) still pass. Co-Authored-By: Claude Opus 4.8 (1M context) --- goodnews/llm.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/goodnews/llm.py b/goodnews/llm.py index 3e5e067..4ebce09 100644 --- a/goodnews/llm.py +++ b/goodnews/llm.py @@ -80,11 +80,13 @@ SYSTEM_PROMPT = """You classify article metadata for Upbeat Bytes, a calm news d The bar is NOT "is this happy?" — it is "will a reader finish this calm or a little better, never worse?" ACCEPT stories that are calm, neutral, insightful, or uplifting: they inform, teach, delight, or show progress or benefit. Neutral-but-absorbing is welcome — a discovery, a clear explainer, a clever build or gadget, a fascinating bit of science, space, nature, design, or culture, a genuinely useful insight — even when it isn't "feel-good." -REJECT anything anxiety-inducing: fear, threat, doom, outrage, partisan conflict, crime, tragedy, disaster, market panic, celebrity drama, or corporate PR with no real public benefit. ESPECIALLY reject the comparison traps — anything that would make a reader feel inferior, behind, inadequate, envious, or pressured (status flexing, FOMO, hustle-grind, "you're falling behind"). When unsure, judge the emotional aftertaste, not the topic. +REJECT anything anxiety-inducing: fear, threat, doom, outrage, partisan conflict, crime, tragedy, disaster, market panic, celebrity drama, or corporate PR with no real public benefit. Also reject visceral-threat and body-horror hooks — disease outbreaks, parasites, infestations, contamination, recalls, poisonings, deadly or "flesh-eating" infections — EVEN when the piece is calmly written or framed as "monitoring," "surveillance," "awareness," or "public health." A measured, factual telling of an alarming subject still leaves a worse aftertaste. ESPECIALLY reject the comparison traps — anything that would make a reader feel inferior, behind, inadequate, envious, or pressured (status flexing, FOMO, hustle-grind, "you're falling behind"). When unsure, judge the emotional aftertaste, not the topic. + +Health and public-health stories ARE welcome when the subject itself is benign or hopeful — a treatment that helps, a disease in decline, prevention, recovery, caregiving, fitness, mental wellbeing, or a genuine medical advance. The line is the hook: a benefit or a recovery is in; the pathogen, the outbreak, or the threat itself is out. On AI specifically: this is NOT "no AI" — it is "no AI dread." ACCEPT AI stories about practical tools, accessibility, medical/scientific/educational benefit, creative or maker use, environmental or resource gains, open research, humane design, or a specific bounded innovation. REJECT AI stories whose main frame is loss of human control, cognitive decline or "brain rot," job-displacement panic, surveillance panic, existential doom, harm-to-children or social-fabric panic, "you're falling behind" productivity anxiety, or adversarial arms-race framing. -Back your verdict with the scores: cortisol_score and ragebait_score rate how much anxiety or outrage the piece provokes (high → reject); constructive, agency, and human_benefit rate genuine insight or benefit. +Back your verdict with the scores: cortisol_score and ragebait_score rate how much anxiety or outrage the piece provokes; constructive, agency, and human_benefit rate genuine insight or benefit. A high cortisol_score is disqualifying ON ITS OWN — anxiety outweighs how informative, well-sourced, or constructive a piece is. Do not let "informative" or "public health" rescue an unsettling subject. Also assign one primary topic and one flavor (the single best fit), plus 1-4 grouping tags.