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This study stress-tests the generalizability of rhyme planning in language models on open models and cross-layer transcoders, finding that the effective planning position is emission-adjacent, not newline-resident as previously reported.
Introduces the Wiggle Framework, a unified stress test for the epistemic stability of LLM judges, measuring mechanical consistency, single-turn conviction, and multi-turn persistence across 14 tasks. Finds that all 9 studied frontier models flip verdicts substantially under pressure, and that successful pressure is usually net-corrupting relative to ground truth.
A developer who built a fully autonomous custom agent architecture that can run for weeks without intervention is asking the community for extreme, adversarial tasks to properly stress-test it, because they can no longer trust their own judgment.
This paper introduces Decoding-Level Taboo, a runtime logit-space stress test that forces LLMs off their nominal generation paths to evaluate off-path robustness, showing that robustness improves with model scale and instruction alignment.
A simulation tool that models the impact of closing the Strait of Hormuz on global oil trade using real UN Comtrade data, with adjustable parameters for capacity retention, demand/supply elasticity, and emergency stockpile drawdown.
The author recounts the results of asking Reddit to try breaking their AI widget, sharing unexpected outcomes and lessons from the community stress test.
A user conducted a stress test using GPT-5.5-Pro and ForgeCAD to generate a helicopter model, highlighting current limitations in surface development and model capabilities.