PhD @MIT_SCC | Stochastics, Statistics, ML | BS @EmoryUniversity

Cambridge, MA
Joined July 2023
💎💎💎💎 tech report out now!
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New Anthropic research: A global workspace in language models. Of everything happening in your brain right now, only a tiny fraction is consciously accessible—thoughts you can describe, hold in mind, and reason with. We found a strikingly similar divide inside Claude.
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Thanks so much for featuring our work, ACE (Agentic Context Engineering) and Meta-Harness! @lilianweng My bet: harness engineering is not only a test-time technique ---- the traces it produces can also serve as a data engine for model pre-/mid-training. Writing something up on this soon : ) Paper links ACE: arxiv.org/abs/2510.04618 Meta-Harness: arxiv.org/abs/2603.28052
new post on harness engineering for AI self-improvement: lilianweng.github.io/posts/2… It is hard to forecast how much the future of RSI will rely on harnesses. Likely harness engineering will evolve in the direction of self-improvement and enable auto-research, and, in turn, smarter models keeps harnesses simple. Even when many harness improvement get eventually internalized into core model, the need to specify goals and context will not disappear.
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🚨Exciting Faculty Positions @PennEngineers! Join our AI for Science initiative backed by $750M investment & shape the future of scientific discovery through AI/ML, from materials design and drug discovery to autonomy and climate modeling. ✨Here's what we offer:
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