Works with any strong conversational model — Claude Sonnet 5, GPT-5.4, or Gemini 3 Pro. Needs a large enough context window to hold a long thread in full, and strong enough reasoning to track who said what across many replies without losing the thread or merging two people's statements together.الكتابة والتواصلYou return from two days offline to a 34-message reply-all thread about a vendor contract renewal, where three different people proposed three different numbers, someone asked a question on Tuesday that never got answered, and two people appear to have agreed to something in a side thread you weren't copied on. You need to know what was actually decided, what's still open, and who owns what, in the next five minutes — not by rereading all 34 messages.
موجّه يفكك سلسلة بريد إلكتروني فوضوية إلى ما تم اتخاذه فعلاً، وما لا يزال مفتوحاً، ومن المسؤول عن ماذا، ورد جاهز للإرسال — يلتقط التناقضات التي يتغاضى عنها ملخص بسيط.