Building Specialized Systems We Can Trust with Agents
Sep 3, 2026 New
Coding agents build a just-in-time system per deployment; SkySynth makes it trustworthy by co-evolving machine-checked proofs and tests with the code: KV stores 2.3× faster, verified distributed stores at 95.2% pass rate, inference at 2.2× vs vLLM/SGLang, routers 48% cheaper.
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EvoX: Letting AI Evolve Its Own Evolution Process
Mar 17, 2026
A meta-evolution pipeline that allows AI to evolve its own optimization strategy. Outperforms AlphaEvolve, OpenEvolve, GEPA, and ShinkaEvolve across ~200 diverse tasks.
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AdaEvolve: Adaptive LLM-Driven Zeroth-Order Optimization
Mar 12, 2026
A hierarchical adaptive algorithm that treats fitness improvement trajectories as a gradient analogue for zeroth-order optimization. SOTA across 185 diverse optimization tasks.
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A Flexible Framework for AI-Driven Scientific and Algorithmic Discovery
Mar 3, 2026
A flexible, modular framework for LLM-driven evolutionary search across 200+ real-world optimization tasks. Achieves SOTA on math, systems, and competitive programming benchmarks.
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