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Research Notes

Working notes on trustworthy AI - from optimization and post-training to agentic systems, recursive self-improvement, and formal verification.

01

Global Optimality Certification for Spatiotemporal Physics and PDEs

Exact equality elimination compresses discretized PDE optimization from thousands of variables to single digits, turning global certification into a neural verification problem - and moving the bottleneck to the output head.

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01 / TRUSTWORTHY AGENTS02 / OPTIMIZATION03 / FORMAL VERIFICATION