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Jev-style models
Trends
- 1
Ollaya is a project being discussed on Hacker News, described as 'Ollama for open-source, Jev-style decision models'. The framing suggests a tool that makes decision-making models as easy to run locally as Ollama made large language models, though the single post title gives little detail. With 537 likes and a high rank, commenters appear interested in the analogy to Ollama, but the posts collected do not explain what the tool actually does or why it is generating attention.
- 2Developer calls for prompt caching in Jevons-style AI models●Please add prompt caching to Jev-style models https://emschwartz.me/please-add-prompt-caching-to-jev-style-models/ # Sof
Software engineer Evan Schwartz has published a blog post urging makers of Jev-style AI models — lightweight open models whose efficiency drives heavier overall usage, echoing the Jevons paradox — to add prompt caching. Caching previously processed prompts would cut redundant computation, lower latency and reduce serving costs. The post is being shared among AI and open-source engineering communities, where efficiency and inference costs are active topics of debate.
Repos
- nokia-applied-research/AnyJev Turn any LLM into a Jev-style decision model: typed decisions, real probabilities, no training. (continue updating, welc