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🧠 Hermes Agent Assistant β€” A Modular AI Agent System with Planner, Executor & Memory

The Hermes Agent Assistant is a modular AI agent system that breaks down user tasks into structured steps using a dedicated planner, executes them sequentially via an executor, utilizes targeted tools, and stores interaction context in a persistent memory system. Unlike simple single-prompt LLM wrappers, it features four autonomous componentsβ€”Planner, Executor, Tools Layer, and Memory Systemβ€”that mirror production-grade agent architectures. The system processes tasks through a pipeline that transforms abstract goals into structured, sequential steps, executes them, and writes results to persistent storage.

read1 min views25 publishedMay 23, 2026

I built Hermes Agent Assistant, a lightweight agentic AI system designed to demonstrate how modern AI agents can be structured using a modular architecture instead of a simple, single-prompt response model. The system takes an abstract user task, breaks it down into structured steps using a dedicated planner, executes those steps sequentially via an execution engine, utilizes targeted tools, and stores the interaction context in a persistent memory system. Most AI applications today are simple wrappers around LLMs that rely on a single input-output loop. I wanted to understand and demonstrate how production-grade, autonomous agent systems operate internally. Specifically, I wanted to explore how: Hermes Agent is my architecture simulation built to solve this problem in a highly accessible, lightweight, and scalable format. The codebase is split cleanly into four autonomous components that mirror real-world AI agent meshes: User Request (e.g., /run?task=...) β”‚ β–Ό β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”‚ PLANNER β”‚ βž” Slices abstract goals into β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ structured, sequential steps. β”‚ β–Ό β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”‚ EXECUTOR β”‚ βž” Orchestrates task completion β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ by processing each step. β”‚ β–Ό β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”‚ TOOLS LAYER β”‚ βž” Provides functional utilities β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ (simulated web search, logic, maths). β”‚ β–Ό β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”‚ MEMORY SYSTEM β”‚ βž” Persists execution logs statefully β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ into local JSON storage. srv-d88revegvqtc73bdj380 (Render Infrastructure Node)Unlike traditional, rigid APIs or simple conversational chatbots, Hermes Agent: POST /run?task=search AI agents HTTP/1.1

Host: hermes-agent-tanush.onrender.com
{
"task": "search AI agents",
"plan": [

"analyze request parameters", "query tool registry for search utilities", "summarize agent data structural output"

],
"result": "final structured output successfully generated and written to persistent storage."
}

Planner , Executor , and Critic agents working collaboratively with separate system prompts.

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