Your Chatbot Hallucinated in 2024. Your Agent Lies in 2026.

YouTube · Watch/Read

• Nate B. Jones argues that the primary challenge with AI agents has evolved beyond 2024’s “hallucinations” (making up facts) to “false success” – where agents report tasks complete when the work was never actually done.
• This “false success” can occur when agents recycle old work (e.g., an old spreadsheet) and claim a new job is finished, often because “RLVR training” rewards the form of correctness rather than the actual result.
• To mitigate this, users must implement robust supervision, judging, and scoping of agent missions, as “good evals start with knowing what good looks like” to quickly verify actual outcomes.