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Escape single-domain silos: Idea-Catalyst uses LLMs to systematically surface interdisciplinary insights, boosting novelty and insightfulness in scientific brainstorming.
Forget prompt engineering and fine-tuning: this "Reasoning Inception" method injects targeted reasoning into LLM agents at test time to fix conversational errors on the fly.
Forget specialized models: CoALM proves a single LLM can now master both multi-turn conversations *and* complex tool use, even outperforming GPT-4o.
