Persistent Memory Infrastructure for AI Agents
By Tashi Norbu ·
Linked resource: null
Project Overview
This project provides a persistent memory infrastructure for AI coding agents, allowing context and knowledge to remain available when switching between agents such as Claude Code and OpenCode.
Agents can change, but project context and knowledge remains persistent.
Architecture
Developer
│
▼
┌─────────────────┐
│ Agent Code │
│ │
│ Claude Code │
│ OpenCode │
└────────┬────────┘
│
▼
┌─────────────────┐
│ TDAI │
│ TencentDB Agent │
│ Memory │
└────────┬────────┘
│
▼
┌─────────────────┐
│ OmniRoute │
│ LLM Provider │
└─────────────────┘
The infrastructure is accessed remotely through Tailscale VPN.
Core Components
| Component | Purpose | | --------------------------------- | ------------------------------------------ | | Claude Code / OpenCode | AI coding agents | | TDAI (TencentDB Agent Memory) | Persistent memory and context management | | OmniRoute | Centralized LLM provider and routing layer | | Tailscale | Secure remote access |
Cross-Agent Persistent Memory
TDAI provides a shared memory layer between different AI agents.
For example:
Developer
│
▼
OpenCode
│
▼
TDAI
│
▼
Persistent Memory
│
▼
Claude Code
│
▼
TDAI
│
▼
Previous Context
This allows the developer to switch between:
OpenCode → Claude Code → OpenCode
while maintaining shared project knowledge.
LLM Routing
TDAI uses OmniRoute as its LLM provider.
TDAI
│
▼
OmniRoute
│
└── LLM Providers
OmniRoute provides a centralized interface for connecting TDAI with different LLM services.
Remote Access
The infrastructure can run on a separate server and be accessed through Tailscale VPN.
Developer PC
│
│ Tailscale VPN
▼
AI Infrastructure
│
├── TDAI
└── OmniRoute
Primary Goal
The system creates a persistent shared-memory layer for AI coding agents.
Core Principles
- Persistent memory — context survives individual agent sessions.
- Cross-agent continuity — different agents can access shared project knowledge.
- LLM flexibility — OmniRoute provides the LLM interface for TDAI.
- Remote infrastructure — TDAI and OmniRoute can operate independently from the developer's machine.
Agents and models can change, but the project's accumulated knowledge remains persistent.