{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"hn-46532755","slug":"an-llm-response-cache-that-s-aware-of-dynamic-data","name":"An LLM response cache that's aware of dynamic data","type":"product","url":"https://blog.butter.dev/on-automatic-template-induction-for-response-caching","page_url":"https://unfragile.ai/an-llm-response-cache-that-s-aware-of-dynamic-data","categories":["automation"],"tags":["hackernews","show-hn"],"pricing":{"model":"unknown","free":false,"starting_price":null},"status":"pending_review","verified":false},"capabilities":[{"id":"hn-46532755__cap_0","uri":"capability://memory.knowledge.dynamic.data.aware.llm.response.caching","name":"dynamic data-aware llm response caching","description":"This capability utilizes a context-aware caching mechanism that dynamically updates stored responses based on real-time data changes. It employs a combination of event-driven architecture and a key-value store to ensure that cached responses are relevant and accurate, adapting to changes in the underlying data that may affect the output of the LLM. This approach minimizes redundant API calls and enhances response times by serving cached responses when applicable.","intents":["How can I reduce API calls while ensuring my LLM responses are up-to-date?","What is the best way to cache LLM responses that depend on frequently changing data?","How do I implement a caching mechanism that adapts to dynamic data inputs?"],"best_for":["developers building applications that rely on real-time data and LLM responses"],"limitations":["Requires careful management of cache invalidation to ensure data accuracy, which can add complexity."],"requires":["Node.js 14+","Redis or similar key-value store for caching"],"input_types":["text","structured data"],"output_types":["text","structured data"],"categories":["memory-knowledge","data-caching"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":23,"verified":false,"data_access_risk":"low","permissions":["Node.js 14+","Redis or similar key-value store for caching"],"failure_modes":["Requires careful management of cache invalidation to ensure data accuracy, which can add complexity.","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":"2026-05-24T12:16:23.326Z","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=an-llm-response-cache-that-s-aware-of-dynamic-data","compare_url":"https://unfragile.ai/compare?artifact=an-llm-response-cache-that-s-aware-of-dynamic-data"}},"signature":"vegOwvEE5dONSM7HzaCqHqhjbypxKMcNaQSv4lHtdTWsBNygMnieYmBqj4EE1TGG6W81/KL1UqVKHwvf9Qi/Bg==","signedAt":"2026-06-19T10:00:56.575Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/an-llm-response-cache-that-s-aware-of-dynamic-data","artifact":"https://unfragile.ai/an-llm-response-cache-that-s-aware-of-dynamic-data","verify":"https://unfragile.ai/api/v1/verify?slug=an-llm-response-cache-that-s-aware-of-dynamic-data","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"}}