# EnClaws

> Enterprise containerized platform for digital AI employees.

EnClaws is an open-source platform developed by HashSTACS that transforms AI agents into enterprise-grade digital employees. It provides containerized isolation, hierarchical memory management, concurrent task execution, skill sharing, and full-chain audit capabilities for organizations deploying AI at scale.

## Core Problem

Personal AI assistants (like ChatGPT, Claude, etc.) are designed for individual use. They lack multi-user isolation, permission hierarchies, organizational memory, and audit trails — all critical requirements for enterprise deployment. EnClaws bridges this gap.

## Seven Core Capabilities

1. **Concurrent Task Execution** — Handle work requests from multiple users simultaneously with high concurrency, not a single-file queue.
2. **Native Multi-User Isolation** — The runtime distinguishes users and execution contexts. Each user gets isolated memory and personalized behavior.
3. **Hierarchical Memory Management** — Four layers of knowledge: industry regulations, company policies, department playbooks, and personal preferences.
4. **Memory Distillation & Upgrade** — Valuable experience is captured, distilled into reusable artifacts, reviewed for compliance, and promoted upward.
5. **Skill Sharing & Propagation** — A standardized skill-sharing model lets proven capabilities travel across digital AI employees.
6. **Audit & State Monitoring** — Management-facing visibility into agent state, executed instructions, risk signals, token costs, and replayable responsibility chains.
7. **A2A Collaboration** (Roadmap) — Lightweight inter-container collaboration with direct protocol exchange for coordinated multi-agent teamwork.

## Architecture Overview

- **Input Layer**: Enterprise users, business systems, and work events
- **Runtime Layer**: Digital AI employee runtime and scheduler
- **Core Modules**: Concurrency engine, hierarchical memory, skill registry, audit system
- **Management Layer**: Web management panel and enterprise surfaces

## Key Differentiators (vs Personal AI Assistants)

| Dimension | Personal AI | EnClaws |
|-----------|------------|---------|
| Users | Single user | Multi-user, multi-tenant |
| Memory | Personal only | Industry → Company → Department → Personal |
| Execution | Serial | Concurrent at scale |
| Isolation | None | Strict context isolation |
| Audit | Black box | Full-chain audit trail |
| Skills | Trapped in one instance | Shared & propagated |

## Links

- Website: https://www.enclaws.ai
- GitHub: https://github.com/HashSTACS-HK/EnClaws
- License: Apache License 2.0
- Organization: HashSTACS (Hong Kong)