One signed binary. Every feature compiled in. Free to run. Install Crowkis โ†’

Notes from the nest ยท 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 22, 2026ยท 4m

Cache Flowise in your API documentation bot with Crowkis

Building API documentation bots on Flowise? Add a semantic cache so the same endpoint questions from every developer stop costing full price.

guidesFeb 22, 2026ยท 4m

Cache the Gemini SDK in your AI search with Crowkis

Building AI search on the Gemini SDK? Add a semantic cache so popular queries hit again and again stop costing full price.

guidesFeb 22, 2026ยท 4m

Cache the Vercel AI SDK in your voice assistant with Crowkis

Building voice assistants on the Vercel AI SDK? Add a semantic cache so latency-sensitive, repetitive spoken queries stop costing full price.

guidesFeb 22, 2026ยท 4m

Cache AutoGen in your sales enablement tool with Crowkis

Building sales enablement tools on AutoGen? Add a semantic cache so reps asking the same product questions stop costing full price.

economicsFeb 22, 2026ยท 6m

LLM cost optimization: a practical guide

LLM cost optimization: a practical guide. A practical, Crowkis-grounded take, no hype, just what actually moves cost, latency, and safety.

guidesFeb 21, 2026ยท 4m

Cache Dify in your customer support bot with Crowkis

Building customer support bots on Dify? Add a semantic cache so repeat questions from every customer, all day stop costing full price.

guidesFeb 21, 2026ยท 4m

Cache the Gemini SDK in your ecommerce assistant with Crowkis

Building ecommerce assistants on the Gemini SDK? Add a semantic cache so the same product and policy questions across shoppers stop costing full price.

guidesFeb 21, 2026ยท 4m

Cache the Vercel AI SDK in your email drafting tool with Crowkis

Building email drafting tools on the Vercel AI SDK? Add a semantic cache so similar drafts requested over and over stop costing full price.

guidesFeb 21, 2026ยท 4m

Cache AutoGen in your knowledge base assistant with Crowkis

Building knowledge base assistants on AutoGen? Add a semantic cache so the same lookups across a team all day stop costing full price.

featuresFeb 21, 2026ยท 6m

What is agent memory, and why your agents need it

What is agent memory, and why your agents need it. A practical, Crowkis-grounded take, no hype, just what actually moves cost, latency, and safety.

guidesFeb 20, 2026ยท 4m

Cache Dify in your coding assistant with Crowkis

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

guidesFeb 20, 2026ยท 4m

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

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

guidesFeb 20, 2026ยท 4m

Cache the Vercel AI SDK in your code review bot with Crowkis

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

guidesFeb 20, 2026ยท 4m

Cache AutoGen in your research assistant with Crowkis

Building research assistants on AutoGen? Add a semantic cache so overlapping literature and summary questions stop costing full price.

featuresFeb 20, 2026ยท 6m

RAG in production: the parts nobody warns you about

RAG in production: the parts nobody warns you about. A practical, Crowkis-grounded take, no hype, just what actually moves cost, latency, and safety.

guidesFeb 19, 2026ยท 4m

Cache Dify in your RAG document search with Crowkis

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

guidesFeb 19, 2026ยท 4m

Cache the Gemini SDK in your legal document assistant with Crowkis

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

guidesFeb 19, 2026ยท 4m

Cache the Vercel AI SDK in your data analysis agent with Crowkis

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

guidesFeb 19, 2026ยท 4m

Cache AutoGen in your contract analysis tool with Crowkis

Building contract analysis tools on AutoGen? Add a semantic cache so the same clause questions across documents stop costing full price.

securityFeb 19, 2026ยท 6m

A practical guide to AI guardrails

A practical guide to AI guardrails. A practical, Crowkis-grounded take, no hype, just what actually moves cost, latency, and safety.

The Roost | Crowkis