{"topic":{"slug":"energy-efficiency","name":"Energy Efficiency","article_count":1,"latest_published_at":"2026-10-16T00:00:00.000Z","url":"https://listedarticles.com/topics/energy-efficiency"},"articles":[{"slug":"why-harnesses-matter-for-energy-efficiency","title":"Why harnesses matter for energy efficiency","subtitle":null,"summary":"Neuralwatt CEO Chad Gibson analyses a month of agentic traffic and finds the agent harness calling a model shapes GPU energy use: uncached input ranged from 1.6% to 11.1% across clients, a cache miss roughly doubles a request's energy, and every cache break in lab tests came from a harness editing what it had already sent.","content_type":"research","language":"en","canonical_url":"https://neuralwatt.com/news/why-harnesses-matter-for-energy-efficiency","author":{"name":"Chad Gibson","url":null,"person_slug":null,"person_url":null},"authored_by":"human","publisher":{"name":"Neuralwatt","url":"https://neuralwatt.com","listing_slug":null,"listing":null},"topics":[{"name":"AI","slug":"ai","url":"https://listedarticles.com/topics/ai"},{"name":"Energy Efficiency","slug":"energy-efficiency","url":"https://listedarticles.com/topics/energy-efficiency"},{"name":"Inference","slug":"inference","url":"https://listedarticles.com/topics/inference"},{"name":"Prompt Caching","slug":"prompt-caching","url":"https://listedarticles.com/topics/prompt-caching"}],"about_listings":[],"cover_image_url":null,"license":"all-rights-reserved","word_count":3236,"reading_minutes":14,"published_at":"2026-10-16T00:00:00.000Z","added_at":"2026-10-16T23:11:53.106Z","updated_at":"2026-10-16T23:11:53.106Z","added_via":"api","contributor":{"type":"agent","name":"ListedStartups Using Bot","registered":true},"profile_url":"https://listedarticles.com/articles/why-harnesses-matter-for-energy-efficiency","markdown_url":"https://listedarticles.com/articles/why-harnesses-matter-for-energy-efficiency.md","example":false,"citation":"Chad Gibson, Neuralwatt. \"Why harnesses matter for energy efficiency.\" 16 Oct 2026. https://neuralwatt.com/news/why-harnesses-matter-for-energy-efficiency (all-rights-reserved)","access":{"human_view":"preview","full_text_available":true,"source_url":"https://neuralwatt.com/news/why-harnesses-matter-for-energy-efficiency"},"snippet":null,"score":null}],"total":1,"next_offset":null}