Skip to main content

Industrial edge systems that survive real operations

Device fleets, edge data pipelines, and AI-powered operator tooling

I run edge data-logging devices in production across industrial sites — Modbus on the machine side, containerized collectors, one-click OTA updates — and I build the AI workflow tooling that makes systems like that observable and safe to operate. Boring, reliable choices over interesting ones, because these systems have to work for years.

Edge Data Logging
Fleet OTA Updates
AI Operations Tooling

Operating Contexts

Industrial ReliabilityEdge Device FleetsOperator ConsolesKnowledge Systems
View ProjectsGet in Touch

Background, CV, and career context live on the About page.

How the work fits together

The Systems Model

Reliable automation needs both a controlled way to evolve software and focused systems that can operate independently.

Project control plane

Company Orchestrator

Prepares new projects, discovers existing project context, manages evolving standards, and turns proposed repository changes into reviewed, verifiable delivery.

View case study
  1. 01

    Bootstrap or register

    Prepare a new project workspace or register an existing repository.

  2. 02

    Inspect and compare

    Read repository evidence and compare it with assigned versioned standards.

  3. 03

    Propose and approve

    Create immutable operations and diffs behind an explicit human gate.

  4. 04

    Deliver and verify

    Use managed candidates, guarded review delivery, and exact evidence.

Independent runtime and operations systems

Share context

Durable memory and explainable retrieval.

Second Brain

Systems Proving the Model

These projects show the operating model in pieces: orchestration, shared memory, monitoring, and the industrial reliability habits that keep automation usable outside a demo.

Project Control Plane

Company Orchestrator

Controlled Project Standards and Delivery

A local control plane that discovers project context, manages evolving standards, and turns proposed repository changes into reviewed, verifiable delivery.

React
TypeScript
FastAPI
Python
SQLAlchemy
+5
View Case Study
Workflow Orchestration

Symphony Workspace

Autonomous Issue Orchestration

An AI-native orchestration workspace that turns tracker issues into isolated implementation runs. Symphony lets teams manage work at the queue level while agents produce code, proof-of-work, and safe review handoffs.

Elixir/OTP
Phoenix LiveView
Linear GraphQL
LLM Runtime
Isolated Workspaces
+3
View Case Study
Shared Memory

Second Brain

One Durable Memory Shared by a Human and Two AI Assistants

A shared memory substrate where a human and two AI assistants — Claude Code and Hermes — operate on the same durable store through an MCP server. Postgres + pgvector with local Ollama embeddings, evidence-first ingest, typed relationships, explainable hybrid retrieval, graph-aware context packets, and automated loops that ingest, enrich, and resurface knowledge.

TypeScript
Node.js
PostgreSQL
pgvector
Ollama Embeddings (nomic-embed-text)
+7
View Case Study
Operator Visibility

Agents Monitoring

Operator Console for Live Agent Systems

A control-room dashboard for watching real agents, live sessions, sync health, and task linkage on a single host. It is designed for operators who need to know what is running, what is blocked, and what requires intervention.

TypeScript
Node.js
Express
Server-Sent Events
OpenClaw CLI
+3
View Case Study
Edge Discovery

Industrial Edge Discovery

Diagnostics and Live System Documentation

A read-only platform for industrial edge support teams. It connects to remote devices, discovers running services and dependencies, generates live documentation, and shortens root-cause analysis with snapshot-based diagnostics.

SSH
Docker Discovery
systemd
Snapshot Diffing
Rule-Based Diagnostics
+3
View Case Study
Industrial Telemetry

Industrial IoT Edge Platform

Operating a Multi-Site Data-Logging Fleet in Production

A production fleet of around 20 edge data-logging devices running across 10 industrial sites for different customers, on hardware from different brands. Machine and sensor data is acquired over Modbus, processed in containers at the edge, and streamed to cloud analytics — with one-click OTA updates and store-and-forward resilience.

Azure IoT Edge
Azure Pipelines (CI/CD + OTA)
Docker
Python
C++
+5
View Case Study

Interactive Demos

Explore working prototypes of systems I've built. These dashboards demonstrate real-world interfaces with realistic data—but they're read-only simulations for demonstration purposes.

Read-only demonstrations. These interfaces showcase the actual design and functionality of production systems. All data is simulated—no backend services are running.

IoT Edge Monitor

Industrial Manufacturing

Real-time monitoring dashboard for industrial IoT edge devices. Track sensor data, device status, alerts, and data throughput across manufacturing floors.

IoT
Real-time
Monitoring
Launch Demo

PostFlow Analytics

Social Media Management

Analytics dashboard for social media scheduling platform. View post metrics, account status, queue depth, and engagement analytics in real-time.

Analytics
Dashboard
Social
Launch Demo

AI Toolbox

Unified AI Tools Interface

Comprehensive AI tools dashboard for managing text-to-speech, image generation, transcription, and voice cloning jobs with real-time progress tracking.

AI/ML
Job Queue
Tools
Launch Demo

Want to see the implementation details?

View Project Case Studies

Get in Touch

Available for contract work, full-time opportunities, and consulting engagements. I'm based in Zurich, Switzerland and work with clients globally.

Location

Zurich, Switzerland

Available for remote work and on-site engagements in Europe.

Central European Time (CET/CEST)

Response time is typically within 24 hours. For urgent inquiries, email is preferred.