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Dividing both sides by 5: 54 5 ≥x Calculating 54 5 : 54 5 = 10.8 Sincexmust be an integer, we have:x≤10

**Solving the Inequality**: To solve forx, we can multiply both sides byx(noting that x must be positive):54≥5x

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Reinforced Collaboration in Multi-Agent Flow Networks

cs.LG · 2026-05-13 · unverdicted · novelty 5.0

MANGO optimizes multi-agent LLM workflows via flow networks, RL, and textual gradients, delivering up to 12.8% higher performance and 47.4% better efficiency while generalizing to new domains.

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  • Reinforced Collaboration in Multi-Agent Flow Networks cs.LG · 2026-05-13 · unverdicted · none · ref 82

    MANGO optimizes multi-agent LLM workflows via flow networks, RL, and textual gradients, delivering up to 12.8% higher performance and 47.4% better efficiency while generalizing to new domains.