# ๐ก๏ธ DROSโข Advanced SecOps & Multi-Agent Hardening Guide
### Constructing a "Default-Secure" Zero-Trust Runtime Defense-in-Depth for Autonomous AI Agents
[English](#english-guide) | [็น้ซไธญๆ่ชชๆ](#-็น้ซไธญๆ่ชชๆ)
---
# ๐บ๐ธ English Guide
This manual is engineered for **Security Architects, SecOps Engineers, and Multi-Agent Practitioners (OpenShip / OpenClaw / DSH Ecosystems)**. It details how to orchestrate **DROS VajraClaw**, **DSH In-App Plugins**, and **Open-Source Infrastructure Tools (Falco, Cilium, Wazuh)** to construct an impregnable, multi-tiered **Defense-in-Depth** perimeter.
---
## 1. ๐๏ธ Core Security Philosophy: The Three-Tier Defense Hierarchy
Developers often confuse "Application-level Plugins", "Runtime Governance Gateways", and "Host / Network Security Infrastructure". In a modern Zero-Trust architecture, these three layers have distinct roles, boundaries, and authority levels:
```
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ 1. In-App Layer: DSH Internal Security Plugins โ <โโ ๐ข Reception Security (Prompt Filtering)
โ - NeMo / Llama-Guard / Semantic toxicity filters โ Examines conversational intent & prompt injections
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ (Valid Prompt passes, Agent prepares Tool Call)
โผ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ 2. Runtime Gateway: DROS VajraClaw (Core Anchor) โ <โโ ๐๏ธ Vault Gatekeeper (Execution Identity)
โ - W3C DID Cryptographic Fingerprint (RFC-010) โ Enforces tool permission bitmaps & non-repudiation
โ - 364ns O(1) Tool Permission Bitmap Check โ Fuses unauthorized Syscalls/actions in <1ฮผs!
โ - C-ABI / FFI In-Band Hard Circuit-Breaker โ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ (Permitted Tool Call / Syscall / Egress)
โผ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ 3. Infrastructure Layer: Open-Source SecOps (Cilium / Falco)โ <โโ ๐ Police Grid (Kernel & Network Fabric)
โ - Cilium: L3-L7 Egress Micro-segmentation โ Blocks C2 data exfiltration & network anomalies
โ - Falco / Tracee: Linux eBPF Kernel-level Syscall Probes โ Catches 0-day container escapes at the kernel layer
โ - Wazuh / Loki: Centralized Cryptographic SIEM Auditing โ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
```
### ๐ก The Conceptual Analogy:
* **DSH In-App Plugins (Reception Security)**: Inspects the incoming text/prompt from users or web searches to ensure no malicious instructions are disguised in plain text (Natural Language Semantic Filtering).
* **DROS VajraClaw (Vault Gatekeeper)**: As soon as the Agent attempts physical action (Tool Call / File Read / Exec), DROS verifies its W3C DID chip and permission bitmap. If unauthorized, it triggers a **hard binary circuit-break in 364 nanoseconds**.
* **External Infra SecOps (Police Grid)**: Establishes a zero-trust network fence (Cilium) and deploys kernel-level sensors (Falco eBPF) around the container sandbox. Even if rogue code exploits a 0-day to escape the container, it is intercepted and neutralized at the Linux kernel layer.
---
## 2. ๐ Default-Secure Architecture: Docker Egress Micro-Segmentation
To completely prevent compromised Agents or rogue third-party plugins from bypassing the DROS gateway and making direct external connections (Data Exfiltration), implement this **Zero-Trust Network Isolation** topology:
### ๐ก๏ธ Production-Grade Hardened Compose (`docker-compose.hardened.yml`)
```yaml
version: '3.8'
services:
# -------------------------------------------------------------
# 1. DROS Security Gateway (The ONLY node with outbound egress)
# -------------------------------------------------------------
dros-gateway:
image: ghcr.io/top-celestial/vajraclaw-gateway:v1.1.0
container_name: dros-gateway
environment:
- DROS_MODE=community
- DROS_CONCURRENT_LIMIT=5
volumes:
- audit-logs:/var/log/dros/audit
networks:
- agent-sandbox # Connects to isolated internal network
- internet-egress # Connects to external public internet
restart: unless-stopped
# -------------------------------------------------------------
# 2. Confined Agent Container (Sandbox with NO default gateway)
# -------------------------------------------------------------
dsh-workspace:
image: deepseek/dsh:latest
container_name: dsh-workspace
environment:
- DROS_GATEWAY_URL=http://dros-gateway:8080
- HTTP_PROXY=http://dros-gateway:8080
- HTTPS_PROXY=http://dros-gateway:8080
cap_drop:
- ALL # Strips all Linux root capabilities (Anti-Privilege Escalation)
security_opt:
- no-new-privileges:true
networks:
- agent-sandbox # Placed exclusively on the internal network
depends_on:
- dros-gateway
# -------------------------------------------------------------
# 3. Wazuh SIEM Audit Agent (Collects Non-Repudiable Logs)
# -------------------------------------------------------------
wazuh-agent:
image: wazuh/wazuh-agent:latest
container_name: wazuh-agent
volumes:
- audit-logs:/var/log/dros/audit:ro # Read-only mount of signed logs
networks:
- agent-sandbox
restart: unless-stopped
# ---------------------------------------------------------------
# Core Network Definition: internal: true strips Default Gateway
# ---------------------------------------------------------------
networks:
agent-sandbox:
internal: true # Critical! Strips default route; direct curl/socket fails instantly
internet-egress:
driver: bridge
volumes:
audit-logs:
```
---
## 3. ๐งญ Mitigating 5 Hidden DSH Security Blind Spots
| Hidden Vulnerability | Attack Vector & Exploit Mechanism | DROS + Open-Source SecOps Mitigation |
| :--- | :--- | :--- |
| **1. Supply-Chain Poisoning** | Third-party plugins inject malicious shell scripts in `npm postinstall` lifecycle. | โข Enforce SHA-256 Lockfile hash pinning during build.
โข Disable dynamic remote code pulling at startup. |
| **2. Prototype Pollution** | Rogue plugins tamper with `Object.prototype` in Node.js runtime to hijack tokens. | โข DROS decision engine is compiled in C-ABI/Rust separate process; memory pollution cannot reach kernel. |
| **3. ReDoS / Loop DoS** | Malicious plugins craft catastrophic regex backtracking or infinite loops to stall Event Loop. | โข Enforce Docker cgroups resource quotas (CPU/Mem).
โข DROS built-in microsecond Watchdog circuit-break timer. |
| **4. Ghost Handlers** | Background Daemons spawned by uninstalled plugins continue secretly listening to data. | โข Enforce strict Linux PID Namespace hard teardown (`kill -9 -PID`) upon sandbox exit. |
| **5. Cross-Plugin Data Bleed** | DB credentials retrieved by an upstream plugin bleed into context sent to a downstream plugin. | โข Dynamic Data Tainting tracks secret tags across plugin boundaries, auto-redacting before forwarding. |
---
## 4. ๐ Multi-Agent Workstation Topology (DSH + AGY + Codex + Claude Code)
If your local developer machine runs multiple AI frameworks simultaneously (e.g., Google Antigravity, OpenAI Codex, Claude Code CLI, Cursor IDE), you can route all agents through your single local DROS Gateway:
```
[ Local Developer Workstation ]
โโโ Agent 1 (DSH Web): dsh plugin (Auto-routed) โโโโโ
โโโ Agent 2 (AGY Pro): MCP Server (Proxy-routed) โโโโผโโ> [ โก DROS Gateway :8080 ]
โโโ Agent 3 (Claude Code): CLI Proxy (Env-routed) โโโโโโโค - 5 Concurrent Governance Envelope
โโโ Agent 4 (Codex/Cursor):REST Hook (SDK-routed) โโโโโโโ - Unified W3C DID Passport (`RFC-010`)
- 364ns O(1) Permission Circuit-Break
```
---
## 5. ๐ Academic Papers & Reference DOIs
The deterministic containment architecture is grounded in **The DROS Academic Trilogy**:
1. **DROS-6P**: *A Unified Deterministic Runtime Governance Architecture Closing the Six Fundamental Trust Boundaries of Enterprise AI Agents* ([DOI: 10.5281/zenodo.21808499](https://doi.org/10.5281/zenodo.21808499))
2. **DROS 4-Layer**: *DROS 4-Layer Defense-in-Depth Architecture for Autonomous AI Workloads* ([DOI: 10.5281/zenodo.21755654](https://doi.org/10.5281/zenodo.21755654))
3. **DROS-PGM**: *Runtime Attribution Framework: An External C-ABI and PKI-Based Zero-Trust Infrastructure for Non-Repudiable Execution Governance in Multi-Agent Systems* ([DOI: 10.5281/zenodo.21903687](https://doi.org/10.5281/zenodo.21903687))
---
## ๐๏ธ Official Organization & Contact Information
* **Company**: Top-Celestial Company Ltd. (ๅบทๅฎธๅๆ้ๅ
ฌๅธ)
* **Official Website**: [https://dr-os.io](https://dr-os.io)
* **Customer Support & Business Inquiries**: [service@dr-os.io](mailto:service@dr-os.io)
* **GitHub Organization**: [https://github.com/Top-Celestial-Company-Ltd](https://github.com/Top-Celestial-Company-Ltd)
---
# ๐น๐ผ ็น้ซไธญๆ่ชชๆ
ๆฌๆๅๅฐ็บ**่ณๅฎๆถๆงๅธซใSecOps ๅทฅ็จๅธซ่ๅค Agent ๆทฑๅบฆ็ฉๅฎถ (OpenShip / OpenClaw ็ๆ
)** ่จญ่จใ่ฉณ็ดฐ่งฃๆๅฆไฝๅจๆฌๅฐ้็ผๆฉๆ็็ข็ฐๅขไธญ๏ผๅฐ **DROS VajraClaw** ่ **DSH ๅ
ง้จๆไปถ** ๅ **ๅบๅฑค้ๆบ่ณๅฎๅบ็ค่จญๆฝ (Falco, Cilium, Wazuh)** ๆทฑๅบฆๅๅ๏ผๆ้ ็กๆๅฏๆ็็ซ้ซ้ฒ็ฆฆ็ธฑๆทฑใ
---
## ไธใ ๆ ธๅฟ้ฒ็ฆฆๅฒๅญธ๏ผไธๅฑคไฝ้ๆธ
ๆฐ่งฃๆ (Defense Hierarchy)
่จฑๅค้็ผ่
ๅฎนๆๆททๆทใๆ็จๅฑคๆไปถใใใๅท่กๆๆฒป็้้ใ่ใไธปๆฉ็ถฒ่ทฏ่ณๅฎ็ณป็ตฑใ็็็ทใๅจ็พไปฃ้ถไฟกไปปๆถๆงไธญ๏ผ้ไธ่
ๅ
ทๅๆ็ขบ็ไฝ้่่ท่ฒฌๅๅทฅ๏ผ
```
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ 1. ๆ็จ็จๅผๅ
ง้จๅฑค (In-App Layer: DSH ๅ
ง้จๆไปถ) โ <โโ ๐ข ๅๅฐๅฎๆชข (Prompt Filter)
โ - NeMo / Llama-Guard / ่ชๆ้ๆฟพๅคๆ โ ๅฐ้ๅฏฉๆฅใ่ชช่ฉฑๅ
งๅฎนๆฏๅฆ้่ฆใ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ (้้่ชๆๅฏฉๆฅ๏ผAgent ๆบๅ็ผ่ตท Tool Call)
โผ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ 2. ้่กๆๆฒป็้้ (Runtime Gateway: DROS VajraClaw) โ <โโ ๐๏ธ ้ๅบซๅฎ่ก (Execution Identity)
โ - W3C DID ่บซๅๆ็ด (RFC-010) + 364ns ้ป้ฃๆฌ้ๆฅ่กจ โ ๅฐ้ๆชขๆฅใๅทฅๅ
ทๅท่กๆฌ้่ไธๅฏๅฆ่ช็ฐฝ็ซ ใ
โ - C-ABI / FFI ็ฉ็็ๆท (็กฌๆง้ปๆท่ถๆฌๆไฝ) โ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฌโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ (ๆพ่กๅๆณ Syscall / Egress Traffic)
โผ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โ 3. ๅบ็ค่จญๆฝ่ๆ ธๅฟๅฑค (Infra SecOps: OpenShip / Falco / Cilium)โ <โโ ๐ ็น่ญฆ้ฒ็ท (Kernel & Network Fabric)
โ - Cilium: L3-L7 ็ถฒ่ทฏๅพฎ้้ข (้ปๆท็ง่ชๅค็ผ C2 ๆต้) โ ๅฐ้็ฃๆงใไธปๆฉ็ ดๅฃใๅฎนๅจ้้ธ่ๅฐๅ
ๅคๆดฉใ
โ - Falco / Tracee: Linux eBPF ๆ ธๅฟ็ด Syscall ๆข้ โ
โ - Wazuh / Loki: ๅ
จๅฑๅฏ็ขผๅญธๆฅ่ชๆถ้่ SIEM ๆฐๆ
ไธญๅฟ โ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
```
### ๐ก ๆ ธๅฟๆฏๅป๏ผ
* **DSH ๅ
ง้จๆไปถ๏ผๅๅฐๅฎๆชข๏ผ**๏ผๆชขๆฅไฝฟ็จ่
ๆๅค้จ่ผธๅ
ฅ็ Prompt ๆฏๅฆๅคพๅธถๆกๆๆไปค๏ผ่ช็ถ่ช่จ่ชๆ้ๆฟพ๏ผใ
* **DROS VajraClaw๏ผ้ๅบซๅฎ่ก๏ผ**๏ผAgent ๅช่ฆ่ฉฆๅๅๆๆไฝ๏ผTool Call๏ผ๏ผDROS ็ซๅณๆ ธ้ฉๅ
ถ W3C ๆถ็ๅก่ๆฌ้้ป้ฃ๏ผ่ฅๆชๆๆฌๅๆผ 364 ๅฅ็งๅ
งๅจๆ็จ่็ณป็ตฑ้็ๅฏฆๆฝ**็กฌๆง็ฉ็็ๆท**ใ
* **ๅค้จ Infra ่ณๅฎ๏ผ็น่ญฆ้ป็ถฒ๏ผ**๏ผๅจๅฎนๅจๅคๅๆ่ตท็ถฒ่ทฏ้้ข็ถฒ๏ผCilium๏ผ๏ผไธฆๅจ Linux Kernel ๆ ธๅฟๅฑคๆถ่จญ็ฃ่ฆๅจ๏ผFalco eBPF๏ผ๏ผ็ขบไฟๅณไพฟๆกๆไปฃ็ขผไผๅๅฉ็จ 0-day ้้ธๅฎนๅจ๏ผไนๆๅจๆ ธๅฟๅฑค่ขซ็ถๅ ดๆๆใ
---
## ไบใ ้ ่จญไธๅฏ็น้ๆถๆง๏ผDocker ็ถฒ่ทฏๅพฎ้้ขๅฏฆๆฐ (Egress Isolation)
่ฅ่ฆ้ฒ็ฏ่ขซๅซๆ็ Agent ๆๆกๆ็ฌฌไธๆนๆไปถ็น้ DROS ไปฃ็็ง่ชๅฐๅค่ฏ็ถฒ๏ผData Exfiltration๏ผ๏ผๅฟ
้ ๆก็จ **Zero-Trust Network Isolation** ๆๆฒ๏ผ
### ๐ ็็ข็ดๅ ๅบ็ฏๆฌ (`docker-compose.hardened.yml`)
```yaml
version: '3.8'
services:
# -------------------------------------------------------------
# 1. DROS ๅฎๅ
จ้้ (ๅฏไธๅ
ทๅๅฐๅคๅบ็ซๆฌ้็็ฏ้ป)
# -------------------------------------------------------------
dros-gateway:
image: ghcr.io/top-celestial/vajraclaw-gateway:v1.1.0
container_name: dros-gateway
environment:
- DROS_MODE=community
- DROS_CONCURRENT_LIMIT=5
volumes:
- audit-logs:/var/log/dros/audit
networks:
- agent-sandbox # ้ฃๆฅๅ
ง้จ้้ข็ถฒๆฎต
- internet-egress # ้ฃๆฅๅค้จๅ
ฌ็ถฒ
restart: unless-stopped
# -------------------------------------------------------------
# 2. ๅๅฐ Agent ๅฎนๅจ (็ดๆฒ็็ฐๅข๏ผๅๅฅช Default Gateway)
# -------------------------------------------------------------
dsh-workspace:
image: deepseek/dsh:latest
container_name: dsh-workspace
environment:
- DROS_GATEWAY_URL=http://dros-gateway:8080
- HTTP_PROXY=http://dros-gateway:8080
- HTTPS_PROXY=http://dros-gateway:8080
cap_drop:
- ALL # ๅๅฅชๆๆ Linux ๆ ธๅฟ็นๆฌ (้ฒๆญขๆๆฌ)
security_opt:
- no-new-privileges:true
networks:
- agent-sandbox # ๅ
็ฝฎๆผ internal ็ถฒๆฎต
depends_on:
- dros-gateway
# -------------------------------------------------------------
# 3. Wazuh SIEM ๅฏฉ่จไปฃ็ (่ชๅๆๅฝข๏ผๆถ้ไธๅฏๅฆ่ชๆงๆฅ่ช)
# -------------------------------------------------------------
wazuh-agent:
image: wazuh/wazuh-agent:latest
container_name: wazuh-agent
volumes:
- audit-logs:/var/log/dros/audit:ro # ๅฏ่ฎๆ่ผๆฅ่ช
networks:
- agent-sandbox
restart: unless-stopped
# ---------------------------------------------------------------
# ๆ ธๅฟ็ถฒ่ทฏๅฎ็พฉ๏ผinternal: true ๅพนๅบๆถ้ค้ ่จญ็ถฒ้
# ---------------------------------------------------------------
networks:
agent-sandbox:
internal: true # ้้ต๏ผDocker ไธๆ้
็ผ้ ่จญ่ทฏ็ฑ๏ผ็ง่ชๅค็ผ็ดๆฅ Network Unreachable
internet-egress:
driver: bridge
volumes:
audit-logs:
```
---
## ไธใ DSH ้ๆพๆถๆงไธ 5 ๅคง้ฑ่ฝๅฎๅ
จ็ฒๅ่ DROS ๆฒป็ๆๆฎต
| ๆทฑๅบฆๅฎๅ
จ็ฒๅ | ๆปๆๆๆณ่ๅจ่
ๆฉๅถ | DROS + ้ๆบ่ณๅฎ้ฒ็ฆฆ็ญ็ฅ |
| :--- | :--- | :--- |
| **1. ่ป้ซไพๆ้ๆๆฏ**
*(Supply-Chain Poisoning)* | ็ฌฌไธๆนๆไปถๅจ `npm postinstall` ็ๅฝ้ฑๆไธญๆณจๅ
ฅๆกๆ่
ณๆฌใ | โข ๆงๅปบๆๅฏฆๆฝ SHA-256 Lockfile ้ๆน้ๅฎใ
โข ๅๅๆ็ฆๆญขๅๆ
่ชๆชๆๆฌไพๆบๆๅไปฃ็ขผใ |
| **2. ่จๆถ้ซๅๅ้ๆฑกๆ**
*(Prototype Pollution)* | ๆกๆๆไปถๅจ Node.js ไธญ็ฏกๆน `Object.prototype` ็ซๅ Tokenใ | โข DROS ้ฉ่ญ้่ผฏไธๆฒ่ณ C-ABI / Rust ็จ็ซ้ฒ็จ๏ผJS ็ซฏๅ
็บ่ฝ็ผๆจ๏ผ่จๆถ้ซๆฑกๆ็กๆณๅฝฑ้ฟๆ ธๅฟใ |
| **3. ๅๅ่ชฟๅบฆ่่ณๆบ่็ก**
*(ReDoS / Loop DoS)* | ๆกๆๆไปถๆง้ ๆญปๅพช็ฐๆ้ปๅกๆญฃ่ฆ่กจ้ๅผ๏ผๆๆญป Event Loopใ | โข Docker ๅฑคๅผทๅถๆฝๅ cgroups ่ณๆบ้ๅถ (CPU/Mem)ใ
โข DROS ๅ
งๅปบๅพฎ็ง็ด Watchdog ่ถ
ๆ็ๆท่จๆๅจใ |
| **4. ๆฎ็ๅฎ่ญท้ฒ็จ่ๅนฝ้็ฃ่ฝ**
*(Ghost Handlers)* | ๆไปถ่ขซๅธ่ผๅพ๏ผๅ
ถๆดพ็็่ๆฏ Daemon ไปๅจๅทๅท็ฃ่ฝๆธๆใ | โข ๆฒ็็ๅฝ้ฑๆ็ตๆๆๆก็จ Linux PID Namespace ๆจน็็กฌๆง้ทๆฏ (`kill -9 -PID`)ใ |
| **5. ่ทจๆไปถๆธๆๆตๅดๅๆดฉๆผ**
*(Cross-Plugin Bleed)* | ไธๆธธๆไปถ็ฒๅ็ DB ๆฉๅฏๅจไฝ็บไธไธๆๅณ็ตฆไธๆธธๆไปถๆๅคๆดฉใ | โข ๅฏฆๆฝๅๆ
ๆธๆๆตๆจ็ฑค่ฟฝ่นค (Data Tainting)๏ผ่ทจๆไปถๅณ้ๆๅผทๅถๅป่ญๅฅๅใ |
---
## ๅใ ๅค Agent ๆททๅๆฒป็ๆๆฒ (DSH + AGY + Codex + Claude Code)
่ฅๆจๅจ้็ผๆฉไธๅๆ้่กๅคๅ Agent ๆกๆถ๏ผๅฆ Google AntigravityใOpenAI CodexใClaude CLIใCursor ็ญ๏ผ๏ผๅฏๅฐๆๆ Agent ็ตฑไธๅฐๆต่ณๆฌๅฐ DROS Gateway๏ผ
```
[ Developer Workstation ]
โโโ Agent 1 (DSH Web): dsh plugin (Auto-routed) โโโโโ
โโโ Agent 2 (AGY Pro): MCP Server (Proxy-routed) โโโโผโโ> [ DROS Gateway :8080 ]
โโโ Agent 3 (Claude Code): CLI Proxy (Env-routed) โโโโโโโค - 5 ไธฆ็ผๆฒป็้
้ก
โโโ Agent 4 (Codex/Cursor):REST Hook (SDK-routed) โโโโโโโ - ็ตฑไธ็ผๆพ W3C DID ๆ็ด
- 364ns ๆฌ้้ป้ฃ็ๆท
```
---
## ไบใ ๆ่ก็ฝ็ฎๆธ่ๅญธ่ก่ซๆ (Academic Citations & DOIs)
ๆฌ็ณป็ตฑไนๆถๆง่จญ่จ่ๅฐๅฉ้ฒ็ทๅ
จ้ขๅฅ ๅบๆผ **DROS ็ณปๅๅญธ่ก่ซๆไธ้จๆฒ (The DROS Academic Trilogy)**๏ผ
1. ๐๏ธ **Paper 1: DROS-6P (ไผๆฅญไฟกไปป่ๅ
ญๅคง้็ๆฒป็)** ([DOI: 10.5281/zenodo.21808499](https://doi.org/10.5281/zenodo.21808499))
2. ๐๏ธ **Paper 2: DROS 4-Layer (ๅๅฑคๆทฑๅบฆ้ฒ็ฆฆ็ธฑๆทฑๆถๆง)** ([DOI: 10.5281/zenodo.21755654](https://doi.org/10.5281/zenodo.21755654))
3. ๐๏ธ **Paper 3: DROS-PGM (ๅฏฆ้ซ้ฒ่ญทๆจก็ต่ไธๅฏๅฆ่ชๆง้่กๆๆญธ่ฒฌ)** ([DOI: 10.5281/zenodo.21903687](https://doi.org/10.5281/zenodo.21903687))
---
## ๐๏ธ ๅฎๆน็ผ่ก็ต็น่่ฏ็นซ่ณ่จ (Official Contact)
* **็ผ่กไธป้ซ**๏ผTop-Celestial Company Ltd. (ๅบทๅฎธๅๆ้ๅ
ฌๅธ)
* **ๅฎๆน็ถฒ็ซ**๏ผ[https://dr-os.io](https://dr-os.io)
* **ๅฎขๆถๆๅ่ๅๅ่ซฎ่ฉข**๏ผ[service@dr-os.io](mailto:service@dr-os.io)
* **GitHub ๅฎๆน็ต็น**๏ผ[https://github.com/Top-Celestial-Company-Ltd](https://github.com/Top-Celestial-Company-Ltd)