Cookbook
Practical examples and complete applications built with Atulya.
Recipes
Atulya Quickstart
Learn the basics: retain, recall, and reflect
atulya-clientPer-User Memory
Build a chatbot with per-user memory isolation
Support Agent with Shared Knowledge
Combine per-user memory with shared product documentation
Memory with LiteLLM
Add automatic memory to any LLM app using LiteLLM callbacks
Routing Tool Learning
Teach an LLM which tool to use through feedback and memory
Fitness Coach with Atulya Memory
Track workouts, diet, and progress with a personalized fitness coach
Healthcare Assistant with Atulya Memory
A supportive chatbot that remembers patient history and preferences
Movie Recommendation Assistant with Atulya Memory
Get personalized movie recommendations that improve over time
Personal AI Assistant with Atulya Memory
A general-purpose assistant that remembers your life and preferences
Personalized Search Agent with Atulya Memory
Search assistant that learns your location, diet, and lifestyle
Study Buddy with Atulya Memory
Track study sessions, identify knowledge gaps, and get personalized review suggestions
Applications
CableConnect — AI Customer Service Copilot Demo
AI customer service copilot that learns from CSR feedback via Atulya
Chat Memory App
Real-time chat app with per-user memory using Groq and Atulya
@eight-atulya/atulya-clientChat Memory App (Atulya Cloud)
Real-time chat app with per-user memory powered by Atulya Cloud
Chat SDK Multi-Platform Bot
Multi-platform chat bot with cross-platform memory using Vercel Chat SDK and Atulya
ClaimsIQ — Insurance Claims Triage Agent Demo
Insurance claims triage agent that learns adjudication rules via Atulya
CrewAI + Atulya Memory
CrewAI agents with persistent long-term memory via Atulya
Deliveryman Demo
Delivery agent simulation demonstrating learning through mental models
Go Memory-Augmented API
Go HTTP microservice with per-user memory banks for a developer knowledge assistant
atulya-client-goMemory Approaches Comparison Demo
Interactive comparison of memory approaches: none, full history, and semantic retrieval
Tool Learning Demo
Show how Atulya helps LLMs learn which tool to use when names are ambiguous
OpenAI Agent + Atulya Memory Integration
Fitness coach using OpenAI Assistants with Atulya as memory backend
Pydantic AI + Atulya Memory
Pydantic AI agent with persistent long-term memory via Atulya
Sanity CMS Blog Memory
Sync Sanity CMS blog posts to Atulya for semantic search and AI insights
Stance Tracker
Track political candidates' stances over time with automated web scraping
Atulya AI SDK - Personal Chef
Personal food assistant with AI SDK v6 showcasing recall, mental models, and directives