🦞 Industrial-grade Soft Execution Engine for OpenClaw. Features Multi-Expert Routing (DeepSeek-R1/V3), DAG Scheduling, API Key Pooling, and Docker Sandbox isolation.
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Note: This project is a deployment template and enhancement layer for OpenClaw. It is not the official OpenClaw distribution.
OpenClaw Soft Engine is a production-oriented execution layer that upgrades OpenClaw with structured routing, multi-expert model orchestration, and hardened guardrails. It combines a DAG-based task protocol with multi-expert model routing to improve execution control, route-level isolation, and concurrent task handling.
This guide documents the evolution from v1.0 "Six-Model Matrix" to v2.0 "Soft Execution Engine."
A comparison between a vanilla OpenClaw setup and the Soft Engine execution layer.
| Capability | Vanilla OpenClaw | Soft Engine v2.0 |
|---|---|---|
| Execution Model | Linear prompt flow | DAG-based execution (PLAN / CHECKPOINT) |
| Model Routing | Single-model or manual switching | Automatic multi-expert routing (Text / Vision / Reasoning / Code) |
| Rate Limit Handling | Shared API key (prone to 429 under concurrency) | Route-level API key isolation |
| Memory Safety | No built-in safeguards | Container memory limit (512 |
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