The Roost

Cache Dify in your internal copilot with Crowkis

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

Cache the Gemini SDK in your education tutor with Crowkis

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

Cache the Vercel AI SDK in your HR assistant with Crowkis

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

Cache AutoGen in your onboarding assistant with Crowkis

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

featuresFeb 18, 2026· 6m

Semantic caching, explained for engineers

Semantic caching, explained for engineers. A practical, Crowkis-grounded take, no hype, just what actually moves cost, latency, and safety.

Cache Dify in your chatbot with Crowkis

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

Cache the Gemini SDK in your multi-agent system with Crowkis

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

Cache the Vercel AI SDK in your IT helpdesk bot with Crowkis

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

operationsFeb 17, 2026· 6m

Cache AutoGen in your meeting-notes summarizer with Crowkis

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

LLM observability: what to actually measure

LLM observability: what to actually measure. A practical, Crowkis-grounded take, no hype, just what actually moves cost, latency, and safety.

Cache Dify in your AI search with Crowkis

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

Cache the Gemini SDK in your voice assistant with Crowkis

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

Cache the Vercel AI SDK in your sales enablement tool with Crowkis

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

Cache AutoGen in your SQL generation tool with Crowkis

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

securityFeb 16, 2026· 6m

How to reduce LLM hallucinations in production

How to reduce LLM hallucinations in production. A practical, Crowkis-grounded take, no hype, just what actually moves cost, latency, and safety.

Cache Dify in your ecommerce assistant with Crowkis

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

Cache the Gemini SDK in your email drafting tool with Crowkis

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

Cache the Vercel AI SDK in your knowledge base assistant with Crowkis

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