Menu

Post image 1
Post image 2
1 / 2
0

I built a self-hosted PC automation system with local LLaMA — it verifies actions actually worked

DEV Community·Hanzzel Corp·about 1 month ago
#MjsnPV8V
#python#node#ai#blue#arrow#actually
Reading 0:00
15s threshold

The problem I wanted to solve Every automation tool I tried had the same issue: fire and forget. It sends the command and hopes for the best. I wanted something that verifies the action actually worked. So I built Blue Arrow — a modular PC automation system that runs entirely local, no cloud, no subscriptions. How it works You send a command via Telegram: "open Chrome" / "search report.pdf" / "write a letter in LibreOffice" The system processes it through a state machine: IDLE → INTENT → PLANNING → EXECUTING → VERIFYING → COMPLETED After every action, a Python Verifier Engine checks if it actually worked: Detects the process PID Detects the window ID via wmctrl/xdotool Checks focus state Returns a confidence score (0.0–1.0) If confidence < 0.5, it retries or reports failure.…

Continue reading — create a free account

Join HashtagPLUS to read full articles, follow hashtags, vote, and join the conversation.

Read More