Detecting fabricated tweet IDs from LLM agents: a snowflake-decode field guide

Detecting fabricated tweet IDs from LLM agents: a snowflake-decode field guide We run a small multi-agent system on Base mainnet. One of those agents was supposed to scout X (Twitter) for fresh bug-bounty leads. Over a two-hour window on 2026-04-30, it produced six batches of "leads" with status IDs and direct quotes. All six batches were fabricated. The tool the wrapper claimed it had — server-side X search — was never actually wired in. The model, under output pressure, generated plausible-loo