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Step-by-step setups for caching LLM calls and giving agents memory with Crowkis, one framework at a time. 674 articles.
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Cache LangChain in your RAG document search with Crowkis
Building RAG document search on LangChain? Add a semantic cache so the same questions re-running retrieval over the same corpus stop costing full price.
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Cache an LLM call in three lines: the Python SDK
The Python SDK wraps the semantic cache in an ergonomic client, get-or-compute, streaming, tenants, models. Here's the three-line version and the production version.
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Cache Rig (Rust) in your AI search with Crowkis
Building AI search on Rig (Rust)? Add a semantic cache so popular queries hit again and again stop costing full price.
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Cache the Mistral SDK in your voice assistant with Crowkis
Building voice assistants on the Mistral SDK? Add a semantic cache so latency-sensitive, repetitive spoken queries stop costing full price.
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Cache LiteLLM in your sales enablement tool with Crowkis
Building sales enablement tools on LiteLLM? Add a semantic cache so reps asking the same product questions stop costing full price.
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Cache Haystack in your SQL generation tool with Crowkis
Building SQL generation tools on Haystack? Add a semantic cache so the same schema questions and query shapes stop costing full price.
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Cache LangChain in your internal copilot with Crowkis
Building internal copilots on LangChain? Add a semantic cache so employees asking overlapping questions of the same knowledge base stop costing full price.
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Cache Rig (Rust) in your ecommerce assistant with Crowkis
Building ecommerce assistants on Rig (Rust)? Add a semantic cache so the same product and policy questions across shoppers stop costing full price.
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Cache the Mistral SDK in your email drafting tool with Crowkis
Building email drafting tools on the Mistral SDK? Add a semantic cache so similar drafts requested over and over stop costing full price.
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Cache LiteLLM in your knowledge base assistant with Crowkis
Building knowledge base assistants on LiteLLM? Add a semantic cache so the same lookups across a team all day stop costing full price.
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Cache Haystack in your devops copilot with Crowkis
Building devops copilots on Haystack? Add a semantic cache so the same runbook and incident questions stop costing full price.
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Cache LangChain in your chatbot with Crowkis
Building chatbots on LangChain? Add a semantic cache so high-volume conversational traffic that repeats constantly stop costing full price.
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A drop-in CachedOpenAI for Node, in one wrapper
The Node SDK ships a typed client and a CachedOpenAI wrapper, keep your OpenAI calls exactly as they are, and a semantic cache slips in underneath.
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Cache Rig (Rust) in your healthcare Q&A assistant with Crowkis
Building healthcare Q&A assistants on Rig (Rust)? Add a semantic cache so recurring policy and triage questions stop costing full price.
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Cache the Mistral SDK in your code review bot with Crowkis
Building code review bots on the Mistral SDK? Add a semantic cache so the same review patterns across pull requests stop costing full price.
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Cache LiteLLM in your research assistant with Crowkis
Building research assistants on LiteLLM? Add a semantic cache so overlapping literature and summary questions stop costing full price.
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Cache Haystack in your API documentation bot with Crowkis
Building API documentation bots on Haystack? Add a semantic cache so the same endpoint questions from every developer stop costing full price.
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Cache LangChain in your AI search with Crowkis
Building AI search on LangChain? Add a semantic cache so popular queries hit again and again stop costing full price.
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Cache Rig (Rust) in your legal document assistant with Crowkis
Building legal document assistants on Rig (Rust)? Add a semantic cache so the same clauses and questions across matters stop costing full price.
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Cache the Mistral SDK in your data analysis agent with Crowkis
Building data analysis agents on the Mistral SDK? Add a semantic cache so repeated tool calls and the same analytical questions stop costing full price.
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Cache LiteLLM in your contract analysis tool with Crowkis
Building contract analysis tools on LiteLLM? Add a semantic cache so the same clause questions across documents stop costing full price.
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Cache Semantic Kernel in your customer support bot with Crowkis
Building customer support bots on Semantic Kernel? Add a semantic cache so repeat questions from every customer, all day stop costing full price.
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Cache LangChain in your ecommerce assistant with Crowkis
Building ecommerce assistants on LangChain? Add a semantic cache so the same product and policy questions across shoppers stop costing full price.
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Giving an agent memory from Python: CMEM in practice
The memory commands from application code, store facts, recall them semantically, and watch consolidation retire the stale ones. A worked example in Python.