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From first memory workflows to production-ready agent systems. Cookbooks provide practical implementation examples for building with PiyAPI. Each guide demonstrates a reusable application pattern - from simple memory workflows to full agent systems - featuring working code, architectural constraints, and integration patterns adapted directly for production. These examples are engineered to be copied, modified, and shipped.
  • More personalized AI applications
  • More reliable context retrieval
  • Reduced unnecessary model interactions
  • Reusable memory workflows
  • Practical implementation patterns

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Pick by compatibility

Every cookbook is tagged with its target environment. Filter the library to match your deployment stack.

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Start here

The fastest way to build something useful with PiyAPI.
  • Build an AI companion: Create a memory-powered assistant with a complete end-to-end lifecycle.
  • Self-host with Ollama: Run a local AI workflow with Ollama and persistent context.
  • Partition memory by entity: Scope memories strictly by user, agent, session, or application.

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Essentials

Build a Companion with PiyAPI

Learn the complete memory lifecycle for persistent AI companions. COMPANION

Partition Memory by Entity

Balance personalization with strict scoped context across boundaries. ARCHITECTURE

Tag and Organize Memories

Utilize categories and tags to accelerate retrieval, filtering, and auditing. ORGANIZATION

Export Memories

Back up, migrate, and audit stored memory datasets. DATA OPS

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Companion Playbooks

Build assistants that retain user preferences, goals, and historic interaction states.

Interactive Memory Demo

Execute persistent memory workflows inside a real application. DEMO

Research Assistant for YouTube

Inject personalized context directly into video research and retrieval. RESEARCH

Voice-First AI Companion

Build a voice-first experience leveraging persistent context. VOICE

Personalized AI Tutor

Maintain deterministic student progress state across sessions. EDUCATION

Smart Travel Assistant

Persist traveler preferences and planning context. TRAVEL

Build a Node.js Companion

Create a strictly-typed JavaScript companion that retains user context. SDK

Self-Hosted AI Companion

Deploy a complete memory-powered assistant onto local infrastructure. SELF-HOSTED

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Ops & Automations

Leverage persistent context to automate recurring workflows and multi-step tasks.

Automated Email Intelligence

Parse and retain relevant unstructured information from email pipelines. AUTOMATION

Content Creation Workflow

Persist tone, style, and content guidelines as reusable context parameters. CONTENT

Multi-Session Research Agent

Execute asynchronous research workflows across sessions without context degradation. RESEARCH

Memory-Powered Support Agent

Inject historic customer context directly into support agent flows. SUPPORT

Collaborative Task Assistant

Coordinate multi-user workflows while maintaining strict context boundaries. COLLABORATION

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Integrations & Platforms

Use PiyAPI memory inside the platforms and environments that power your AI workflows.

Memory-Powered Agent SDK

Expose callable memory tools for autonomous agent workflows. SDK

Memory as an API Tool

Utilize persistent memory within strict function-calling environments. API

Persistent Mastra Agents

Deploy persistent agents leveraging Mastra-based architectures. FRAMEWORK

Healthcare Context with ADK

Maintain compliant, relevant context across isolated agent sessions. HEALTHCARE

Search with Personal Context

Execute real-time search queries against persistent user profiles. SEARCH

Bedrock with Persistent Memory

Integrate cloud AI infrastructure directly with PiyAPI memory stores. CLOUD

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Frameworks & Multimodal

Explore cookbooks that combine PiyAPI with agent frameworks and multimodal applications.

AI Agents with Memory

Build agents with native persistent memory storage. AGENTS

Multi-Agent Collaboration

Distribute relevant context securely across collaborating agent swarms. MULTI-AGENT

Visual Memory Retrieval

Combine parsed visual context alongside text-based conversation history. MULTIMODAL

Persistent Persona

Maintain deterministic persona parameters and preferences for autonomous agents. PERSONA

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Contribute a Cookbook

Have a useful PiyAPI workflow or integration? Share it with the community.
  • Cookbook Template: Follow the standard structure for narrative, implementation steps, and end-to-end workflows.
  • Contribution Guide: Learn how to submit your cookbook and prepare it for the repository.
Build something useful with PiyAPI?Share your cookbook and help other developers discover practical memory workflows.