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What timing exercises taught me about test design, useful failure messages, and building a better way to learn Ladder Logic and Structured Text.
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GPT-5.6 Luna passed 98% of Ladder Logic tasks within five tries at low effort, using fewer tokens and costing less than Gemini-3-Flash-Preview.
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I benchmarked a dozen LLMs on generating Ladder Logic and Structured Text by compiling and running every answer, not by asking another model whether it looked good.
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ChatGPT writes your whole PLC routine if you ask.
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How Relay, the AI tutor in Rungs Studio, teaches PLC by reading your code, speaking your language, and showing you the design choice instead of defending one answer.
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Rungs Studio 0.7.0 release notes — inline tag editing on rungs, expression-based array indexes, Logix-grade arithmetic, and printable Add-On Instructions.
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A Ladder Logic editor is coming to Rungs Studio — visual rung-based editing alongside Structured Text in the same browser-based PLC simulator at rungs.dev.
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rungs.dev is a browser-based PLC playground for isolating, simulating, and documenting Add-On Instructions — no hardware, no Studio 5000 license required.