Abstract: Nested named entities (nested NEs) refer to the situation where one named entity is included or nested within another named entity, which cannot be recognized by the traditional sequence ...

New benchmarks show semantic code graphs helping coding agents find change locations faster and complete updates more ...

Design mode — build a new self-running agent / loop / background worker. Review mode — audit an existing loop's stopping conditions, guardrails, verification, and escalation paths. It distills 12 ...

Loop engineering is a mindset that goes beyond the 'give instructions to AI every time' approach, focusing instead on 'designing systems where AI repeats tasks, checks, and corrections on its own to ...