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OFFICIAL STANDINGS · CHALLENGE 2026

Hardware Evaluator
Official Leaderboard

Ground-truth rankings of edge language models evaluated non-deterministically across physical 11th–12th Gen Intel Core i5 laptops (4–8 cores, 8–12 threads, 8 GB RAM) with cryptographic audit signoffs.

Formula:Total = 0.3 × Performance + 0.2 × Efficiency - Thermal Penalty
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RankModel & SubmitterHardware ProfileTPSPeak RAMThermalScoreAudit

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Submit your repository to evaluate against real distributed 11th–12th Gen Intel Core i5 physical laptops. Receive cryptographic proof and earn your place on the official leaderboard.