π¦GoClaw Deep Dive π€ β A Builder's Guide to a Multi-Tenant AI Agent Platform π
GoClaw is a Go-based, multi-tenant AI agent gateway designed to integrate with 20+ LLM providers and 7 messaging channels through an 8-stage pluggable pipeline, emphasizing security, scalability, and modular architecture. It supports a structured agent loop of think-act-observe, with built-in resilience, tool abstraction, and three-tier memory for efficient context handling. The platform enforces tenant isolation, role-based access, and defense-in-depth security across all layers. This guide provides both architectural principles and a step-by-step blueprint for building similar systems from scratch.
- βͺGoClaw is a backend AI agent gateway, not a chatbot, that abstracts LLM providers, tools, and storage behind a stable API interface.
- βͺIt uses an 8-stage pluggable pipeline to enable modular, testable, and extensible agent workflows.
- βͺThe architecture enforces multi-tenancy with tenant_id on all data and implements 5-layer security including RBAC and credential scrubbing.
- βͺAgents are defined by configuration and metadata rather than code, enabling dynamic updates and tenant-specific customizations.
- βͺMemory is structured in three tiersβworking, episodic, and semanticβto optimize context usage and retrieval efficiency.
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try { if(localStorage) { let currentUser = localStorage.getItem('current_user'); if (currentUser) { currentUser = JSON.parse(currentUser); if (currentUser.id === 2215325) { document.getElementById('article-show-container').classList.add('current-user-is-article-author'); } } } } catch (e) { console.error(e); } Truong Phung Posted on Apr 28 π¦GoClaw Deep Dive π€ β A Builder's Guide to a Multi-Tenant AI Agent Platform π #ai #llm #tutorial #webdev Source: https://github.com/nextlevelbuilder/goclaw β a Go-based, multi-tenant AI agent gateway with 20+ LLM providers, 7 messaging channels, an 8-stage pipeline, 3-tier memory, and 5-layer security. This document distills GoClaw's architecture into the principles, patterns, and concrete building blocks you need to build a similar platform from scratch. Read top-to-bottom for theory, jump to Part 4 β Build-It-Yourself Blueprint for a sequenced implementation plan. Table of Contents π§ What GoClaw Actually Is (mental model) βοΈ The 11 Core Principles π The Agent Loop: Think β Act β Observe π§ The 8-Stage Pluggable Pipeline π€ Provider Abstraction & Resilience π οΈ The Tool Registry Pattern π§ 3-Tier Memory (L0/L1/L2) π’ Multi-Tenant Isolation by Default π‘οΈ 5-Layer Defense-in-Depth Security πΎ Persistence: Interface-First, Dual Backend π‘ Channels as Pluggable Adapters π€ Teams, Delegation, and Subagents π± Self-Evolution with Guardrails π Cross-Cutting Patterns πΊοΈ Build-It-Yourself Blueprint β οΈ Anti-Patterns to Avoid π Reference Map Part 1 β π§ What GoClaw Actually Is GoClaw is not a chatbot or "wrapper around OpenAI." It is an AI agent gateway β a backend service that sits between your application and LLM providers + tools + storage, and exposes a stable RPC/HTTP surface to the outside world. [Browser / Telegram / Discord / Your SaaS Backend / CLI] β (WebSocket RPC, HTTP REST, OpenAI-compat /v1/chat/completions) βΌ βββββββββββββββββββββββββββββββββββ β GoClaw Gateway β β Auth Β· RBAC Β· Rate-limit β β Tenant Isolation Layer β ββββββββββββββββββ¬βββββββββββββββββ βΌ βββββββββββββββββββββββββββββββββββ β Agent Engine β β Loop Β· Pipeline Β· Router β β Tools Β· Memory Β· Skills Β· MCP β ββββββββββββββββββ¬βββββββββββββββββ βΌ βββββββββββββββββββββββββββββββββββ β PostgreSQL Β· Redis Β· Files β β (sessions Β· agents Β· memory Β· β β traces Β· KG Β· vault Β· keys) β βββββββββββββββββββββββββββββββββββ β βΌ 20+ LLM Providers (Anthropic, OpenAI, Gemini, β¦) Enter fullscreen mode Exit fullscreen mode Three sentences that capture the design Agents are configurations, not code β defined by rows in a DB plus a few markdown bootstrap files (SOUL.md, IDENTITY.md, AGENTS.md, TOOLS.md). Everything is multi-tenant from day one β every table carries tenant_id, every query enforces it, and tenant scope flows through context.Context. Every concern is an interface with at least one implementation β providers, stores, channels, tools, all behind small interfaces so they can be swapped or mocked. Part 2 β βοΈ The 11 Core Principles 2.1 π The Agent Loop: Think β Act β Observe The fundamental shape of any agent is a loop. GoClaw caps it at 20 iterations by default and structures each iteration as three actions: loop (β€ 20 times): THINK β Build prompt β call LLM β get response (text + tool calls?) if no tool calls: BREAK ACT β Execute tool calls (parallel if multiple) OBSERVE β Append tool results back into the message history finalize β sanitize output, persist messages, emit completion event Enter fullscreen mode Exit fullscreen modeβ¦
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