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SERA: Soft-Verified Efficient Repository Agents
arXiv:2601.20789v3 Announce Type: replace Abstract: Open-weight coding agents should hold a fundamental advantage over closed-source systems because they can specialize to private codebases, encoding repository-specific information directly in their weights. Yet the cost and complexity of training has kept this advantage theoretical until now. We present Soft-Verified Efficient Repository Agents (SERA), an efficient method for training coding agents that enables the rapid and cheap creation...
Fireworks reportedly trigger mass horse stampede through Rome streets, injuring several soldiers
Fireworks set off without authorization in Rome reportedly triggered a mass stampede of frightened horses during a late-night rehearsal for Italy’s annual Republic Day parade, injuring multiple riders and animals. The incident occurred late Friday near the ancient Baths of Caracalla as mounted units from Italy's armed forces and law enforcement agencies were practicing for the June 2 national celebration, Reuters reported. Roughly 35 horses bolted through city streets following the...
Intesa Sanpaolo launches bid for Mps bank, merger set for December 2026
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Gears of War E-Day developer The Coalition explains why the prequel was 'just too good to pass up'
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'People were turning up with flowers and some with balaclavas': Terror near site where Henry Nowak was stabbed
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Gangmasters and extreme violence: Four farm workers burned to death in Italy
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