guidesApr 13, 2026· 4m
Cache Instructor in your code review bot with Crowkis
Building code review bots on Instructor? Add a semantic cache so the same review patterns across pull requests 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 13, 2026· 4m
Cache LlamaIndex in your research assistant with Crowkis
Building research assistants on LlamaIndex? Add a semantic cache so overlapping literature and summary questions stop costing full price.
guidesApr 13, 2026· 5m
How to cache Continue LLM calls with Crowkis
Add a semantic cache to Continue so repeated and reworded questions are served for free, no rewrite, self-hosted.
vs the fieldApr 13, 2026· 3m
Crowkis vs Kong AI Gateway: plugins are not engines
Kong added AI plugins to a great API gateway. A semantic-cache plugin in a proxy is a feature; a semantic cache engine is a product. The difference shows in production.
guidesApr 12, 2026· 4m
Cache n8n in your RAG document search with Crowkis
Building RAG document search on n8n? Add a semantic cache so the same questions re-running retrieval over the same corpus stop costing full price.
guidesApr 12, 2026· 4m
Cache the OpenAI Node SDK in your legal document assistant with Crowkis
Building legal document assistants on the OpenAI Node SDK? Add a semantic cache so the same clauses and questions across matters stop costing full price.
guidesApr 12, 2026· 4m
Cache Instructor in your data analysis agent with Crowkis
Building data analysis agents on Instructor? Add a semantic cache so repeated tool calls and the same analytical questions stop costing full price.
guidesApr 12, 2026· 4m
Cache LlamaIndex in your contract analysis tool with Crowkis
Building contract analysis tools on LlamaIndex? Add a semantic cache so the same clause questions across documents stop costing full price.
guidesApr 12, 2026· 5m
Give Continue agents long-term memory with Crowkis
Durable, per-user memory for Continue agents that survives restarts and consolidates contradictions, self-hosted, zero egress.
use casesApr 12, 2026· 3m
Answer-engine products: when the answer is the product, margin is the moat
If your product is answering questions, your COGS is the model bill and your UX is the latency. The cache moves both, which makes it strategy, not plumbing.
guidesApr 11, 2026· 4m
Cache n8n in your internal copilot with Crowkis
Building internal copilots on n8n? Add a semantic cache so employees asking overlapping questions of the same knowledge base stop costing full price.
guidesApr 11, 2026· 4m
Cache the OpenAI Node SDK in your education tutor with Crowkis
Building education tutors on the OpenAI Node SDK? Add a semantic cache so students asking the same concepts thousands of times stop costing full price.
guidesApr 11, 2026· 4m
Cache Instructor in your HR assistant with Crowkis
Building HR assistants on Instructor? Add a semantic cache so the same policy questions from every employee stop costing full price.
guidesApr 11, 2026· 4m
Cache LlamaIndex in your onboarding assistant with Crowkis
Building onboarding assistants on LlamaIndex? Add a semantic cache so every new hire asking the same first questions stop costing full price.
guidesApr 11, 2026· 5m
How to cache LangFlow LLM calls with Crowkis
Add a semantic cache to LangFlow so repeated and reworded questions are served for free, no rewrite, self-hosted.
guidesApr 10, 2026· 4m
Cache n8n in your chatbot with Crowkis
Building chatbots on n8n? Add a semantic cache so high-volume conversational traffic that repeats constantly stop costing full price.
guidesApr 10, 2026· 4m
Cache the OpenAI Node SDK in your multi-agent system with Crowkis
Building multi-agent systems on the OpenAI Node SDK? Add a semantic cache so a swarm of agents asking overlapping questions stop costing full price.
guidesApr 10, 2026· 4m
Cache Instructor in your IT helpdesk bot with Crowkis
Building IT helpdesk bots on Instructor? Add a semantic cache so the same tickets and fixes, endlessly stop costing full price.
guidesApr 10, 2026· 4m
Cache LlamaIndex in your meeting-notes summarizer with Crowkis
Building meeting-notes summarizers on LlamaIndex? Add a semantic cache so similar summaries requested repeatedly stop costing full price.
guidesApr 10, 2026· 5m
Give LangFlow agents long-term memory with Crowkis
Durable, per-user memory for LangFlow agents that survives restarts and consolidates contradictions, self-hosted, zero egress.