{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"hn-47899803","slug":"llms-consume-5-4x-less-mobile-energy-than-ad-suppo","name":"LLMs consume 5.4x less mobile energy than ad-supported web search","type":"webapp","url":"https://dupr.at/thermodynamic-efficiency-inversion","page_url":"https://unfragile.ai/llms-consume-5-4x-less-mobile-energy-than-ad-suppo","categories":["automation"],"tags":["hackernews","show-hn"],"pricing":{"model":"unknown","free":false,"starting_price":null},"status":"pending_review","verified":false},"capabilities":[{"id":"hn-47899803__cap_0","uri":"capability://data.processing.analysis.energy.efficient.mobile.search.comparison","name":"energy-efficient mobile search comparison","description":"This capability analyzes and compares the energy consumption of LLMs against ad-supported web search on mobile devices by leveraging thermodynamic efficiency metrics. It utilizes a data-driven approach to quantify energy usage, focusing on the computational demands of both LLMs and traditional search engines. The distinct aspect lies in its empirical analysis that provides a clear, quantifiable metric (5.4x less energy) for users to understand the efficiency of LLMs in mobile contexts.","intents":["How can I evaluate the energy efficiency of different mobile search methods?","What are the energy consumption metrics for LLMs compared to traditional web search?","Can I get insights on optimizing mobile applications for energy usage?"],"best_for":["developers building energy-efficient mobile applications","researchers studying computational efficiency","product managers evaluating search technologies"],"limitations":["Limited to mobile energy consumption analysis; does not cover desktop or server environments","Data may vary based on device specifications and usage patterns"],"requires":["Access to mobile device energy monitoring tools","Basic understanding of energy consumption metrics"],"input_types":["text","numerical data"],"output_types":["structured data","comparative reports"],"categories":["data-processing-analysis","energy-efficiency"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":23,"verified":false,"data_access_risk":"low","permissions":["Access to mobile device energy monitoring tools","Basic understanding of energy consumption metrics"],"failure_modes":["Limited to mobile energy consumption analysis; does not cover desktop or server environments","Data may vary based on device specifications and usage patterns","builder identity is not verified yet","artifact is still pending review","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.36,"quality":0.02,"ecosystem":0.21000000000000002,"match_graph":0.25,"freshness":0.5,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.35,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"pending_review","updated_at":"2026-05-24T12:16:23.327Z","last_scraped_at":"2026-05-04T08:09:56.918Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=llms-consume-5-4x-less-mobile-energy-than-ad-suppo","compare_url":"https://unfragile.ai/compare?artifact=llms-consume-5-4x-less-mobile-energy-than-ad-suppo"}},"signature":"s/RzyFBpXFAXH3s3F/JE/VfZlFGd9I60uon8mCdOu59GHKwGhgkko7e5R2BrFIra35SoJsCCEuX7yp38IIs0DA==","signedAt":"2026-07-09T07:00:53.553Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/llms-consume-5-4x-less-mobile-energy-than-ad-suppo","artifact":"https://unfragile.ai/llms-consume-5-4x-less-mobile-energy-than-ad-suppo","verify":"https://unfragile.ai/api/v1/verify?slug=llms-consume-5-4x-less-mobile-energy-than-ad-suppo","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}