guidesApr 27, 2026· 4m
Cache LlamaIndex in your AI search with Crowkis
Building AI search on LlamaIndex? Add a semantic cache so popular queries hit again and again stop costing full price.
Notes from the nest · 980 posts
The Roost
Engineering notes written by the people building Crowkis. Comparisons, use cases, economics, internals, security, operations, and nothing written just to rank.
guidesApr 27, 2026· 5m
How to cache the Mistral SDK LLM calls with Crowkis
Add a semantic cache to the Mistral SDK so repeated and reworded questions are served for free, no rewrite, self-hosted.
engineeringApr 27, 2026· 3m
Streaming cache hits: instant answers that still feel like typing
Users expect LLM answers to arrive as a typing stream. CGETSTREAM serves cached answers chunk by chunk, so a sub-millisecond hit doesn't break the interface's rhythm.
use casesApr 27, 2026· 3m
Voice assistants: caching as a conversational necessity
Voice gives you about a second before silence feels broken. Model round-trips don't fit. Cache hits do, with room to spare for the speech stack.
guidesApr 26, 2026· 4m
Cache Spring AI in your data analysis agent with Crowkis
Building data analysis agents on Spring AI? Add a semantic cache so repeated tool calls and the same analytical questions stop costing full price.
guidesApr 26, 2026· 4m
Cache the OpenAI Python SDK in your contract analysis tool with Crowkis
Building contract analysis tools on the OpenAI Python SDK? Add a semantic cache so the same clause questions across documents stop costing full price.
guidesApr 26, 2026· 4m
Cache Instructor in your customer support bot with Crowkis
Building customer support bots on Instructor? Add a semantic cache so repeat questions from every customer, all day stop costing full price.
guidesApr 26, 2026· 4m
Cache LlamaIndex in your ecommerce assistant with Crowkis
Building ecommerce assistants on LlamaIndex? Add a semantic cache so the same product and policy questions across shoppers stop costing full price.
guidesApr 26, 2026· 5m
Give the Mistral SDK agents long-term memory with Crowkis
Durable, per-user memory for the Mistral SDK agents that survives restarts and consolidates contradictions, self-hosted, zero egress.
guidesApr 25, 2026· 4m
Cache Spring AI in your HR assistant with Crowkis
Building HR assistants on Spring AI? Add a semantic cache so the same policy questions from every employee stop costing full price.
guidesApr 25, 2026· 4m
Cache the OpenAI Python SDK in your onboarding assistant with Crowkis
Building onboarding assistants on the OpenAI Python SDK? Add a semantic cache so every new hire asking the same first questions stop costing full price.
guidesApr 25, 2026· 4m
Cache Instructor in your coding assistant with Crowkis
Building coding assistants on Instructor? Add a semantic cache so the same explanations and boilerplate reasoning, dozens of times a day stop costing full price.
guidesApr 25, 2026· 4m
Cache LlamaIndex in your healthcare Q&A assistant with Crowkis
Building healthcare Q&A assistants on LlamaIndex? Add a semantic cache so recurring policy and triage questions stop costing full price.
guidesApr 25, 2026· 5m
How to cache LangChain.js LLM calls with Crowkis
Add a semantic cache to LangChain.js so repeated and reworded questions are served for free, no rewrite, self-hosted.
vs the fieldApr 25, 2026· 3m
Crowkis vs Gemini context caching: renting memory by the hour
Google bills cached context per token per hour, a parking meter for your own prompts. Compare that with a cache you simply own.
guidesApr 24, 2026· 4m
Cache Spring AI in your IT helpdesk bot with Crowkis
Building IT helpdesk bots on Spring AI? Add a semantic cache so the same tickets and fixes, endlessly stop costing full price.
guidesApr 24, 2026· 4m
Cache the OpenAI Python SDK in your meeting-notes summarizer with Crowkis
Building meeting-notes summarizers on the OpenAI Python SDK? Add a semantic cache so similar summaries requested repeatedly stop costing full price.
guidesApr 24, 2026· 4m
Cache Instructor in your RAG document search with Crowkis
Building RAG document search on Instructor? Add a semantic cache so the same questions re-running retrieval over the same corpus stop costing full price.
guidesApr 24, 2026· 4m
Cache LlamaIndex in your legal document assistant with Crowkis
Building legal document assistants on LlamaIndex? Add a semantic cache so the same clauses and questions across matters stop costing full price.
guidesApr 24, 2026· 5m
Give LangChain.js agents long-term memory with Crowkis
Durable, per-user memory for LangChain.js agents that survives restarts and consolidates contradictions, self-hosted, zero egress.