submitted by   <a href="https://www.reddit.com/user/141_1337"> /u/141_1337 </a> <br /> <span><a href="https://zenodo.org/records/19490948">[link]</a></span>  
<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1sez79x/towards_a_bitter_lesson_of_optimization_when/"> <img alt="Towards a Bitter Lesson of Optimization:
<!-- SC_OFF --><div class="md"><p>​</p> <p>## Abstract</p> <p>Post-training makes language models more decisive without necessarily making them more accurate — and we find
<table> <tr><td> <a href="https://www.reddit.com/r/OpenAI/comments/1w6qd49/model_alignment_will_solve_model_misalignment/"> <img alt="Model alignment will solve model
<table> <tr><td> <a href="https://www.reddit.com/r/MachineLearning/comments/1s7p0au/tracer_learntodefer_for_llm_classification_with/"> <img alt="TRACER: Learn-to-Defer for LLM
<table> <tr><td> <a href="https://www.reddit.com/r/ChatGPT/comments/1szv149/every_24_months_the_price_of_a_given_ai/"> <img alt="Every 2-4 months, the price of a given AI
<!-- SC_OFF --><div class="md"><p>Nine Claude Opus 4.6 agents working in parallel sandboxes recovered 97% of the performance gap on an open alignment problem in five days at
<a href="https://news.ycombinator.com/item?id=48185938">Comments</a>
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