https://www.plotune.net/researchInteractive research from Plotune.en-usSun, 20 Sep 2026 00:00:00 GMThttps://www.plotune.net/research/articles/agentic-test-validation-model-comparisonhttps://www.plotune.net/research/articles/agentic-test-validation-model-comparisonSun, 20 Sep 2026 00:00:00 GMTCategory-normalized final results for 13 models across six agentic engineering workflows, with cost and duration context.https://www.plotune.net/research/articles/agentic-ecu-testing-can-to-executionhttps://www.plotune.net/research/articles/agentic-ecu-testing-can-to-executionFri, 18 Sep 2026 00:00:00 GMTA look at the decode layer underneath CAN test automation. DBC-based signal decode, not raw frames, is what makes ECU test automation and autonomous execution trustworthy.https://www.plotune.net/research/articles/agentic-testing-ros2-dds-systemshttps://www.plotune.net/research/articles/agentic-testing-ros2-dds-systemsFri, 18 Sep 2026 00:00:00 GMTA walkthrough of how an AI agent runs ROS2 test automation end to end, discovering the DDS graph, commanding and gating on telemetry, recording multi-topic evidence, and producing a verdict.https://www.plotune.net/research/articles/ai-agents-control-test-benches-with-mcphttps://www.plotune.net/research/articles/ai-agents-control-test-benches-with-mcpFri, 18 Sep 2026 00:00:00 GMTWhy MCP hardware test automation works where raw shell access doesn't: a narrow, typed, authorized set of operations is what makes AI agent hardware control safe to approve.https://www.plotune.net/research/articles/ai-agents-vs-traditional-test-automationhttps://www.plotune.net/research/articles/ai-agents-vs-traditional-test-automationFri, 18 Sep 2026 00:00:00 GMTA framework for AI test automation that scopes autonomous testing by how bounded and reviewable an action is, not by how capable the underlying model happens to be.https://www.plotune.net/research/articles/ai-hardware-in-the-loop-testinghttps://www.plotune.net/research/articles/ai-hardware-in-the-loop-testingFri, 18 Sep 2026 00:00:00 GMTWhy most HIL rigs keep AI agents out entirely, and what a bounded-access architecture for AI HIL testing looks like once hardware in the loop and AI hardware testing stop being a trust exercise.https://www.plotune.net/research/articles/automating-can-ecu-tests-with-ai-agentshttps://www.plotune.net/research/articles/automating-can-ecu-tests-with-ai-agentsFri, 18 Sep 2026 00:00:00 GMTWhy a CAN or ECU test procedure is a lifecycle, not a single frame send, and how an agent-driven workflow keeps that lifecycle bounded and reviewable.https://www.plotune.net/research/articles/building-a-24-7-unattended-test-labhttps://www.plotune.net/research/articles/building-a-24-7-unattended-test-labFri, 18 Sep 2026 00:00:00 GMTA practical look at what it takes to turn a manual test bench into an automated test bench that supports unattended testing and remote hardware testing around the clock.https://www.plotune.net/research/articles/running-unattended-ros2-hardware-testshttps://www.plotune.net/research/articles/running-unattended-ros2-hardware-testsFri, 18 Sep 2026 00:00:00 GMTWhy most ROS 2 hardware testing is bottlenecked on a terminal and a person watching it, and what it takes to make a DDS-based test run unattended.https://www.plotune.net/research/articles/test-automation-engineer-in-the-loophttps://www.plotune.net/research/articles/test-automation-engineer-in-the-loopFri, 18 Sep 2026 00:00:00 GMTAutomation that stops at "run the script" still needs a person standing next to it. This is a look at where test automation actually breaks down and what closes the gap.https://www.plotune.net/research/articles/what-is-agentic-test-developmenthttps://www.plotune.net/research/articles/what-is-agentic-test-developmentFri, 18 Sep 2026 00:00:00 GMTWhat "agentic testing" actually means, and how agentic test automation differs from a fixed test script by deciding its next bounded action instead of replaying a fixed one.