Kocoro, a new open-source AI agent designed for macOS, aims to enhance productivity by enabling continuous sessions across days. Unlike typical AI tools that forget prior interactions, Kocoro builds a streamlined memory model that captures essential details from your workday, such as project updates and tasks, and organizes this information into a pruned knowledge graph. This allows the agent to pick up right where you left off, performing tasks such as editing documents and managing files without requiring users to re-explain or copy-paste previous context. The project’s kernel and daemon are available on GitHub, providing full visibility and control, while the system integrates with external channels like Slack via Shannon Cloud.

Kocoro: Kocoro is a Mac-native AI agent system designed to maintain continuous context across work sessions by processing daily activity signals into a compact, structured memory model. It enables agents to operate locally on files, apps, browsers, and connected tools like Slack while supporting background scheduling and multi-channel messaging. The project makes its core engine and daemon open source on GitHub to allow verification and control over computer-operating AI components.
TensorLogic: TensorLogic is the cloud-based service used by Kocoro to train lightweight memory models from extracted daily signals such as chats, file changes, and app activity. It supports compression into a typed knowledge graph that is downloaded back to the user’s Mac for local querying without additional LLM calls. This enables persistent, high-signal memory that prunes low-value data to keep context relevant across days.
Wayland Zhang: Wayland Zhang is the creator of Kocoro, responsible for developing its open-source kernel, daemon, and integration with the Shannon framework for multi-agent orchestration. He shares project updates and technical details through the @waylandzhang handle on X.

`json
{
“Memory Approach”: “Kocoro builds a pruned knowledge graph of typed entities like projects, people, decisions, and tasks instead of relying on raw chat history or standard RAG retrieval.”,
“Open Source Release”: “Kocoro’s kernel and daemon are open source on GitHub, allowing inspection, modification, and self-hosted use via CLI or API. The native desktop app is closed source.”,
“Platform Integration”: “The system runs natively on macOS with direct access to files, GUI controls, browsers, and scheduling, plus connections to external channels via Shannon Cloud.”
}
`