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Tech ReportMay 5, 2026·~24 min read
MEGA: Self-Evolving Agent Optimization Infrastructure via Wisdom Graph
A unified infrastructure where each optimization cycle produces durable assets, compositional reasoning over those assets guides the next cycle, and operational evidence refines both the accumulated wisdom and the reasoning that governs it.
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BenchmarkApr 29, 2026·~7 min read
We ran OWASP attacks on 8 LLMs. Small models, after optimization, beat every frontier model's default.
An OWASP LLM Top 10 benchmark across 8 frontier and small models. Baseline defense rates spread 41 points; after eval-driven prompt optimization, 23 of 24 configurations cleared 94% — and three of four small models beat every frontier model at default.
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