Relationships
Hardware, software, user flow, integrations, ownership, operations.
Founder profile
System architecture. Product UI. AI workflows. PLC/HMI. Embedded prototypes. From unclear idea to working version: scope, build, test, operations.
Thinking model
Process, interface, data, machine, failure modes. Map first, then build.
Hardware, software, user flow, integrations, ownership, operations.
Small builds, real feedback, fewer assumptions, quick restructuring.
Codex, Claude, ChatGPT, prompting, review loops, human direction.
Modularity, orchestration, documentation, maintenance, next iteration.
Technical range
Not stack as identity. Stack as tooling for systems that need to operate.
TIA Portal, TwinCAT 3, OPC UA, sequence logic, PID, sensors, fault handling.
ESP32, ESP32-S3, Raspberry Pi Pico, MicroPython, GPIO, displays, motor drivers.
Frontend, static-first delivery, Node.js tooling, content systems, deployment paths.
Codex, ChatGPT, Claude, Cursor, n8n, context management, review loops.
Good fit
Scope, system sketch, prototype, release, learning.
Data routing, n8n, handoffs, automation, fewer manual steps.
Information architecture, systems UI, credible frontend, operational clarity.
Deep dive
Keyword map: automation, embedded, AI workflows, systems UI, product structure.
PLC, Ladder, Function Blocks, TIA Portal, TwinCAT 3, OPC UA, SQL, IO, sensors, actuators, buffer logic, RFID, fault handling.
DENSO, WinCaps III, PACScript, palletizing, robot/PLC coordination, PID, Ziegler-Nichols, signal analysis, deterministic control.
ESP32, ESP32-S3, TTGO T-Display, Raspberry Pi Pico, MicroPython, GPIO, TFT, motor drivers, sensors, edge-device logic.
Codex, ChatGPT, Claude, Cursor, Ollama, OpenAI APIs, n8n, React, Node.js, prompting, context, review, deployment.
Workspace UI, information architecture, command patterns, compact navigation, technical copy, high signal, low visual noise.
Understand the system, build the version, test the constraints, remove friction, document the next iteration.