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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.

guidesFeb 26, 2026· 4m

Cache Flowise in your onboarding assistant with Crowkis

Building onboarding assistants on Flowise? Add a semantic cache so every new hire asking the same first questions stop costing full price.

guidesFeb 26, 2026· 4m

Cache the Gemini SDK in your coding assistant with Crowkis

Building coding assistants on the Gemini SDK? Add a semantic cache so the same explanations and boilerplate reasoning, dozens of times a day stop costing full price.

guidesFeb 26, 2026· 4m

Cache the Vercel AI SDK in your healthcare Q&A assistant with Crowkis

Building healthcare Q&A assistants on the Vercel AI SDK? Add a semantic cache so recurring policy and triage questions stop costing full price.

guidesFeb 26, 2026· 4m

Cache AutoGen in your code review bot with Crowkis

Building code review bots on AutoGen? Add a semantic cache so the same review patterns across pull requests stop costing full price.

vs the fieldFeb 26, 2026· 5m

Crowkis vs exact-match caching: what to compare

exact-match caching is byte-for-byte key-value caching. Here's how it compares to Crowkis on the things that decide production outcomes: safe reuse, isolation, cost control.

guidesFeb 25, 2026· 4m

Cache Flowise in your meeting-notes summarizer with Crowkis

Building meeting-notes summarizers on Flowise? Add a semantic cache so similar summaries requested repeatedly stop costing full price.

guidesFeb 25, 2026· 4m

Cache the Gemini SDK in your RAG document search with Crowkis

Building RAG document search on the Gemini SDK? Add a semantic cache so the same questions re-running retrieval over the same corpus stop costing full price.

guidesFeb 25, 2026· 4m

Cache the Vercel AI SDK in your legal document assistant with Crowkis

Building legal document assistants on the Vercel AI SDK? Add a semantic cache so the same clauses and questions across matters stop costing full price.

guidesFeb 25, 2026· 4m

Cache AutoGen in your data analysis agent with Crowkis

Building data analysis agents on AutoGen? Add a semantic cache so repeated tool calls and the same analytical questions stop costing full price.

vs the fieldFeb 25, 2026· 5m

Crowkis vs building your own cache: what to compare

building your own cache is a hand-rolled semantic cache. Here's how it compares to Crowkis on the things that decide production outcomes: safe reuse, isolation, cost control.

guidesFeb 24, 2026· 4m

Cache Flowise in your SQL generation tool with Crowkis

Building SQL generation tools on Flowise? Add a semantic cache so the same schema questions and query shapes stop costing full price.

guidesFeb 24, 2026· 4m

Cache the Gemini SDK in your internal copilot with Crowkis

Building internal copilots on the Gemini SDK? Add a semantic cache so employees asking overlapping questions of the same knowledge base stop costing full price.

guidesFeb 24, 2026· 4m

Cache the Vercel AI SDK in your education tutor with Crowkis

Building education tutors on the Vercel AI SDK? Add a semantic cache so students asking the same concepts thousands of times stop costing full price.

guidesFeb 24, 2026· 4m

Cache AutoGen in your HR assistant with Crowkis

Building HR assistants on AutoGen? Add a semantic cache so the same policy questions from every employee stop costing full price.

vs the fieldFeb 24, 2026· 5m

Crowkis vs no cache at all: what to compare

no cache at all is paying full price for every call. Here's how it compares to Crowkis on the things that decide production outcomes: safe reuse, isolation, cost control.

guidesFeb 23, 2026· 4m

Cache Flowise in your devops copilot with Crowkis

Building devops copilots on Flowise? Add a semantic cache so the same runbook and incident questions stop costing full price.

guidesFeb 23, 2026· 4m

Cache the Gemini SDK in your chatbot with Crowkis

Building chatbots on the Gemini SDK? Add a semantic cache so high-volume conversational traffic that repeats constantly stop costing full price.

guidesFeb 23, 2026· 4m

Cache the Vercel AI SDK in your multi-agent system with Crowkis

Building multi-agent systems on the Vercel AI SDK? Add a semantic cache so a swarm of agents asking overlapping questions stop costing full price.

guidesFeb 23, 2026· 4m

Cache AutoGen in your IT helpdesk bot with Crowkis

Building IT helpdesk bots on AutoGen? Add a semantic cache so the same tickets and fixes, endlessly stop costing full price.

economicsFeb 23, 2026· 6m

Prompt caching in 2026: what it is and why it matters

Prompt caching in 2026: what it is and why it matters. A practical, Crowkis-grounded take, no hype, just what actually moves cost, latency, and safety.