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TrackMem: Tracking Evolving Beliefs in Long-Horizon Financial Dialogue

Memory systems for LLM agents are evaluated mostly on social dialogue, where facts accumulate and rarely change, so remembering reduces largely to finding the turn in which something was said. Financial dialogue breaks this assumption: figures are revised, stances shift without being restated, rules stated once govern later questions, and a single company is discussed under several analytical…

We haven't written up this one. arXiv cs.AI has the full story — the link below goes straight to it.

Read the original at arxiv.org →

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Making sure the AI publishes the form I actually looked at

I build a form builder ( trulyform ), and for a while the AI story was the usual one: a "generate with AI" box in the editor, as if everyone was trying to be ChatGPT.

  • TrulyForm integrates with AI assistants like Claude and ChatGPT for form generation.
  • Users provide prompts to generate forms, e.g., "Make a client intake form for my design studio."
  • TrulyForm prevents accidental overwrites with revision numbers for each draft.

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