AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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LongCat-DeepResearch is presented, a deep research system that combines an enhanced LongCat model with a multi-agent workflow for producing comprehensive, evidence-grounded reports and improves average automatic readability preference across two benchmarks, with different trends on each.
A differential analysis framework that attributes a failure or regression to a skill by comparing a target skill-guided run against a no-skill or semantically matched skill reference run that solves the same task, or solves it more cheaply.
SkillReason-Bench is introduced, a large-scale cross-domain benchmark containing 3,729 queries and a retrieval corpus of 61,228 skills spanning nine domains and SkillRea- son is proposed, a two-stage framework that uses chain-of-thought rea- soning as training-time supervision for skill retrieval.
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