Name: Why Your Agent Disagrees With Itself (And What To Do About It) - Diane Lin, Datadog
Uploaded: 2026-07-20
Description: Run the same task twice, and sometimes you get two materially different answers. While many dismiss this as the "stochastic nature of LLMs," this inconsistency is a critical product flaw that destroys customer trust—especially in high-stakes fields like cybersecurity, where a "flip-flop" between a malicious threat and

Why it matters

Run the same task twice, and sometimes you get two materially different answers. While many dismiss this as the "stochastic nature of LLMs," this inconsistency is a critical product flaw that destroys customer trust—especially in high-stakes fields like cybersecurity, where a "flip-flop" between a malicious threat and

My takeaway: Why Your Agent Disagrees With Itself (And What To Do About It) - Diane Lin, Datadog is a threat-intelligence signal. The practical read is to connect the incident back to AI-adjacent software, developer tooling, and automation paths that need ordinary security controls.