Ai-agent

WeKnora Architecture Analysis: What Does a Framework Look Like When It Combines RAG, ReAct Agent, and Wiki Mode?

WeKnora is a Go-based enterprise knowledge framework open-sourced by Tencent. It bundles document parsing, vectorization, hybrid search, and LLM inference into an event-driven chat pipeline, then layers a ReAct Agent and Wiki Mode on top. This analysis covers how a Python docreader gRPC service, 20+ LLM providers, 7 vector DBs, 7 IM channels, multi-tenant RBAC, and Langfuse observability are all handled as swappable components within a single monorepo.

weknora tencent rag react-agent wiki knowledge-base ai-agent mcp golang architecture

2026년 5월 29일

Dify Project Analysis: How Far Has This LLM App Platform Been Productized?

Dify is an open-source project that brings LLM app development, a workflow canvas, a RAG pipeline, model/tool plugins, MCP, and operational observability together into a single productized platform. This post analyzes its architecture through the lens of the Flask API, Graphon workflow runtime, Celery workers, Next.js console, plugin daemon, and vector backend structure.

dify llm-app ai-agent rag workflow mcp plugin flask nextjs architecture

2026년 5월 16일

OpenHands Project Analysis: The Boundaries of Running a Coding Agent as a Product

OpenHands productizes an AI coding agent across a local GUI, FastAPI app server, sandbox, agent-server, SDK, event store, MCP, and skill system. This analysis focuses on the boundary between the app server and GUI that the current OpenHands repository is responsible for.

openhands ai-agent coding-agent sandbox fastapi mcp software-agent-sdk architecture

2026년 5월 16일

Ruflo Architecture: Building an Agent Operating System on Top of Claude Code

Ruflo extends Claude Code with a CLI, MCP server, swarm coordination, AgentDB memory, hooks, background workers, a plugin marketplace, and a Web UI to create a multi-agent operations layer. This post analyzes the architecture of Ruflo — an evolution from Claude Flow — and connects it to earlier posts on agentmemory, Superpowers, and Hermes Agent.

ruflo claude-flow claude-code ai-agent architecture mcp agentdb swarm typescript

2026년 5월 16일

agentmemory Architecture Analysis: Why Coding Agents Now Need a Dedicated Memory Layer

Keeping Claude Code, Codex, Gemini CLI, and OpenClaw in their own separate silos has clear limits. agentmemory collects observations via hooks, reconstructs them with BM25, vector, and graph retrieval, and creates a long-term memory layer shared across multiple agents through MCP, REST, and a viewer.

agentmemory architecture typescript mcp ai-agent memory iii openclaw

2026년 5월 12일

Hermes Agent Architecture: An AI Agent That Learns on Its Own, Lives in Messengers, and Uses Tools

An architecture deep-dive into Nous Research's Hermes Agent from a user perspective. Covers the CLI, messenger gateway, ACP, tool registry, skills, memory, plugins, and sub-agent structure in an accessible, flow-oriented way.

hermes-agent nousresearch ai-agent architecture python llm tools gateway

2026년 5월 12일

Playwright Architecture Explained — Why It Became the E2E Testing Standard

A deep dive into the Playwright repository — covering the core engine, client/server protocol, fixture-based test runner, why it has become so popular, why it feels slow when paired with an LLM, and what the alternatives look like.

playwright architecture browser-automation e2e testing ai-agent

2026년 4월 17일

Playwright vs agent-browser vs Lightpanda — Which Browser Automation Tool Should You Use?

Playwright, agent-browser, Lightpanda — a comparison of the positioning and key differences among three browser automation tools, with the same task implemented in each, to provide practical guidance for choosing the right one.

playwright agent-browser lightpanda browser-automation ai-agent comparison

2026년 4월 16일

Paperclip Architecture Analysis - AI Agent Virtual Company Orchestration

An architectural analysis of Paperclip, an open-source control plane that operates AI agents as a single virtual company under an org chart, budget, and governance structure.

ai-agent orchestration architecture paperclip open-source

2026년 4월 15일

Beads (bd) Project Analysis Report / A Distributed Graph Issue Tracker for AI Agents

An analysis of Steve Yegge's Beads project. A deep dive into its Dolt-backed distributed graph issue tracker architecture, designed to give AI agents structured memory, dependency management, and the ability to execute long-horizon tasks.

beads architecture go ai-agent issue-tracker distributed-system dolt

2026년 4월 12일

agent-browser Architecture Analysis / A Browser Automation CLI for AI Agents

A deep-dive into the architecture of agent-browser, Vercel Labs' Rust-based browser automation CLI for AI agents — covering CDP-based control, the accessibility-tree Ref system, Provider abstraction, and the security model.

agent-browser architecture rust browser-automation ai-agent cdp vercel

2026년 4월 8일