calliope
Calliope is an experimental agentic framework that brings modern AI tools like generative AI (large language models and image generation models), computer vision, and vector databases to bear in the creation of interactive art works that dynamically produce images, video, text, and sound.
Learn to manage and configure Calliope system settings effectively. Understand its two-layer configuration for static and dynamic settings to optimize your Calliope setup.
Calliope Hardware and Client Applications: ESP32-Sparrow, Clio, and Custom API ClientsDiscover Calliope hardware and client applications including ESP32-Sparrow, Clio, and custom API clients. Learn how to connect and integrate with Calliope today.
How the API Layer Is Structured in Calliope: A FastAPI Architecture Deep DiveExplore Calliope's modular FastAPI API layer architecture. Learn how endpoints are organized into functional routers with versioning and API-key authentication.
What Is the Purpose of the Task Queue in Calliope?Discover the purpose of the task queue in Calliope. It allows asynchronous background work by decoupling heavy processing from the HTTP request cycle, improving API responsiveness.
How Calliope Manages Client State and Synchronization: A Deep Dive into the Sparrow ArchitectureDiscover how Calliope manages client state and synchronization using its three layer Sparrow architecture with PostgreSQL Piccolo ORM in memory Python objects and Firebase Firestore for real time updates.
Does Calliope Use a Vector Database? Yes, Pinecone — Here's How It WorksDiscover if Calliope uses a vector database. Learn how Calliope leverages Pinecone and LangChain for efficient semantic search and embedding storage.
How Calliope Implements Semantic Search: A Technical Deep DiveDiscover how Calliope implements semantic search using OpenAI embeddings and Pinecone. Learn to filter results by cloud environment for isolated dev and production data.
What Is the Role of Piccolo ORM in Calliope? A Complete Technical GuideDiscover Piccolo ORMs vital role in Calliope as the data infrastructure backbone. Learn how it manages connections, schema, migrations, admin, and CRUD operations for your PostgreSQL async ORM.
Calliope Storage Backends: A Complete Guide to the Four-Tier ArchitectureExplore Calliope storage backends: PostgreSQL, GCS, Pinecone, and local filesystem. Understand each tier's role in its four-tier architecture for optimal data management.
How Story State Is Maintained Across Frames in Calliope: A Deep Dive into the Fern StrategyDiscover how Calliope maintains story state across frames using the Fern strategy. Learn how JSON state is persisted and injected into prompts for seamless narrative continuity.
Calliope Example Story Strategies: The Complete Guide to 8 Built-in GeneratorsExplore the 8 built-in Calliope example story strategies simple-one-frame tamarisk continuous-v0 continuous-v1 lavender fern narcissus and literal. Transform prompts into narratives.
How to Configure AI Model Parameters and Manage Costs in CalliopeConfigure AI model parameters and manage costs in Calliope using its hierarchical system. Control presets, overrides, and client API credentials for granular cost tracking.
Have a question about this repo?
These articles cover the highlights, but your codebase questions are specific. Give your agent direct access to the source. Share this with your agent to get started:
curl -s "https://instagit.com/install.md" 
Maintain an open-source project? Get it listed too →