Urgent.News

What's breaking now, across thousands of outlets.

More in AI

I built an autonomous treasury agent, then let a code review bot find every way it could lose money

I just submitted TreasuryForge to the WeMakeDevs × TrueFoundry Agent Harness Hackathon, an autonomous agent that manages a simulated treasury across cash, crypto, and NSE equities, built entirely on…

  • Author built autonomous treasury management system called TreasuryForge
  • System manages cash, crypto, and NSE equities in simulated environment
  • Code review bot found multiple issues including approval gate bypass

Why Models Make Things Up

Last time, we saw how a model's working memory, its context window, can get overloaded, causing long conversations to drift.

  • Models fabricate information on rare or complex queries.
  • Language models predict next plausible word, not verify facts.
  • Exposure bias causes errors to compound over time.

More from Saturday 29 August →