https://aibussin.com/tags/autonomous-research-agents/ Recent content in Autonomous Research Agents on AIBussin — AI applications, systems and books Hugo en-US Mon, 09 Jun 2025 10:00:03 +0100 https://aibussin.com/post/dimensions/ Mon, 09 Jun 2025 10:00:03 +0100 https://aibussin.com/post/dimensions/ <h2 id="-summary">📖 Summary</h2> <p>This post introduces a multidimensional reward modeling pipeline built on top of the <a href="https://github.com/ernanhughes/co-ai">stephanieanie</a> framework. It covers:</p> <ul> <li> <p>✅ <strong>Structured Evaluation Setup</strong> How to define custom evaluation dimensions using YAML or database-backed rubrics.</p> </li> <li> <p>🧠 <strong>Automated Scoring with LLMs</strong> Using the <code>ScoreEvaluator</code> to produce structured, rationale-backed scores for each dimension.</p> </li> <li> <p>🧮 <strong>Embedding-Based Hypothesis Indexing</strong> Efficiently embedding hypotheses and comparing them for contrastive learning using similarity.</p> </li> <li> <p>🔄 <strong>Contrast Pair Generation</strong> Creating training pairs where one hypothesis outperforms another on a given dimension.</p>