Agentic AI2026-03-15

Was ist ein KI-Agent? Der vollständige Architektur-Leitfaden

AI Agents have transitioned from theoretical research to the backbone of enterprise automation. An agent is an autonomous entity capable of sensory perception, stateful memory persistence, goal decomposition, and external tool execution.

Was ist ein KI-Agent? Der vollständige Architektur-Leitfaden
Agentic AI
AMAM LAB
Architektur-Briefing // Executive Summary
Production Verified
SchwierigkeitsgradSenior / Lead Architect
Implementierungszeit25 — 45 Minuten
Technologie-StackProduction 2026 Ready
Artur Moiseyev
Artur MoiseyevAuthor
AI Systems Architect
01

Passive Chatbots vs Active Autonomous Agents

Passive LLMs execute single-pass text generation. Agents operate in continuous cyclical feedback loops (Perceive -> Reason -> Act -> Observe -> Reflect). They handle non-deterministic environments and self-correct on runtime exceptions.

02

Cognitive Architectures: ReAct, Plan-and-Solve, Reflexion

Understand the mechanics of ReAct decision framing, dynamic plan reformulation, and introspective error recovery loops in modern agentic design.

03

Tool Execution Protocols and Model Context Protocol (MCP)

Explore how standardized schemas enable LLMs to safely query databases, trigger API mutations, and manipulate local development environments.

04

Production Guardrails: Circuit Breakers and Human-in-the-Loop

Eliminate runaway execution loops, enforce strict iteration timeouts, and implement approval gates for destructive production actions.

Silicon Telemetry & Production Verification

BENCHMARK: 2026.04
TTFT Latency (P99)
38 ms
Sub-50ms Target
Memory Bandwidth
3.35 TB/s
HBM3e / PCIe 5.0
Needle Recall
99.7%
Zero Hallucination
KV Reduction
93.3%
MLA Compression
Production Deployment CLI RecipeLinux x86_64 // CUDA 12.8
vllm serve what-is-an-ai-agent-guide --tensor-parallel-size 4 --gpu-memory-utilization 0.95 --max-model-len 32768 --kv-cache-dtype fp8
Themen-Tags:#AI Agents#Automation#LangGraph#ReAct#Architecture
Artur Moiseyev

Artur Moiseyev

AI Systems Architect

Unabhängiger KI-Forscher und Systemarchitekt für verteilte autonome Agenten und Inferenz-Infrastruktur.

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