MK
KARACA AI INDUSTRIAL AUTOMATION
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⚡ EDGE AI & INDUSTRIAL IOT INTEGRATION

AI-Powered Automation
for Industrial Machine Tools

Transforming universal machine tools into intelligent, automated production units through real-time sensor processing, edge AI integration, and LLM-driven decision support.

24/7
Telemetry
<50ms
Edge Latency
Claude
LLM Layer
edge-controller@unit-07
WSN NODE 07 ● ONLINE · 12.4 kHz LLM AGENT ● ANALYZING TELEMETRY
// ABOUT US

Next-Generation Industrial Process Control & Automation

Building upon years of deep technical expertise in software architecture, data processing, and automation systems, we established our dedicated industrial AI entity in December 2024.

Based in Ankara, Turkey, we specialize in the engineering, design, and deployment of industrial process control equipment and automated manufacturing solutions. Our mission is to bridge legacy industrial hardware with cutting-edge AI—retrofitting universal machine tools with edge-AI compute units, wireless sensor networks (WSN), and Claude LLM orchestration to power the next generation of smart manufacturing.

FOUNDED
December 2024
HEADQUARTERS
Ankara, Türkiye
FOCUS
Industrial AI & Edge

Industrial Automation

Custom control systems and machine tool retrofitting for modern production lines.

Predictive Maintenance

Real-time WSN telemetry monitoring for anomaly detection and downtime prevention.

LLM Integration

Multi-agent decision-support for machine operators via Anthropic Claude API.

// CORE SOLUTIONS

Key Capabilities & Technology Focus

Production-grade systems combining edge AI, wireless telemetry, and Claude LLM orchestration.

EDGE

Edge-Integrated Machine Retrofitting

Retrofitting legacy universal lathes and milling machines with high-precision edge AI units. Enables automated feed rate adjustment, tool path evaluation, and real-time operational safety enforcement directly at the hardware layer.

WSN

Wireless Sensor Networks & Anomaly Detection

High-frequency tri-axial vibration, acoustic emission, and thermal monitoring. Uses machine learning models at the edge to detect micro-cracks, chatter, and bearing degradation before catastrophic machine failure.

CLAUDE API

Claude LLM Operator Assistant & Diagnostic Copilot

Integrating Anthropic Claude 3.5 Sonnet & Opus via API as an intelligent context-aware copilot. Converts raw, high-density sensor telemetry into actionable natural-language troubleshooting guides and dynamic parameter recommendations for machinists.

COMPLIANCE

Automated Regulatory & Process Compliance

Generating real-time ISO/DIN manufacturing logs, shift summary reports, and quality assurance metrics automatically through Claude API structured outputs.

// TECH STACK

System Architecture & Stack

End-to-end pipeline from sensor layer to LLM-driven operator assistance.

01 / AI & LLM ORCHESTRATION

AI Orchestration

  • › Anthropic Claude API (Sonnet & Opus): technical query processing & reasoning
  • › Multi-Agent Architecture: supervisor agent routing telemetry to domain-specific diagnostic agents
  • › Prompt Engineering & Context Window: dynamic system prompts injected with real-time sensor metrics and machinery manuals
02 / EDGE & HARDWARE

Edge Layer

  • › Edge AI Compute: local processing nodes for low-latency (<50ms) safety interrupts
  • › Wireless Sensor Nodes (WSN): ESP32 / industrial sensors via sub-GHz / Wi-Fi mesh
  • › Machine Interface: custom relays, DAC, and PLC interconnects
03 / SOFTWARE & PIPELINE

Software Pipeline

  • › Real-time Ingestion: async Python (FastAPI / WebSockets) for streaming telemetry
  • › Containerized Deployment: microservices orchestrated via Docker
  • › Workflow Engine: automated triggering (n8n / custom event buses) for incident escalations
04 / INDUSTRIAL PROTOCOLS

Protocols

  • › Fieldbus: Modbus RTU/TCP, OPC UA for legacy and modern machinery
  • › Serial: RS485 / RS232 optically isolated interfaces
  • › Cloud Sync: MQTT / TLS secured data streaming to backend databases
// DATA PIPELINE FLOW
UNIVERSAL MACHINE / WSN SENSORS Tri-axial Vibration · Acoustic · Thermal · RPM Raw Telemetry / Modbus LOCAL EDGE AI COMPUTE NODE Anomaly Detection · Safety Interrupts · FFT Analysis <50ms E-STOP MACHINE ACTUATORS Filtered Telemetry & Anomaly Logs PYTHON BACKEND & MULTI-AGENT ORCHESTRATOR FastAPI · WebSockets · Docker · Supervisor Agent Structured Prompt + Context Window ANTHROPIC CLAUDE API Claude 3.5 Sonnet / Opus · Reasoning · Structured Output Natural Language Diagnostics & Parameter Suggestions OPERATOR DASHBOARD & ALERT SYSTEMS Web Dashboard · Telegram Bot · Email/SMS Escalation EDGE PIPELINE LLM
// CONTACT

Get in Touch

Let's discuss your industrial automation and edge-AI requirements.

COMPANY

Mahmut Engin Karaca
Industrial Control & Automation Systems

ACTIVITY CODE
VERIFIED

332053

Installation of Industrial Process Control Equipment

View Tax Certificate (PDF)
Legal entity documentation · Updated 2026
ADDRESS

Beştepe Mah. Merhale Cad.
Karaca Apt. No: 39 İç Kapı No: 1
Yenimahalle / Ankara, Türkiye