Report #24620
[frontier] Agent's personality and communication style drifts — the agent that started the session isn't the same agent 50 turns later
Anchor agent identity with a recurring 'identity phrase' — a distinctive linguistic marker or structured output header that appears in every response. Additionally, implement a periodic 'identity check' turn: before every Nth response, the agent must restate its role, key constraints, and communication style in a fixed format. This forces re-attention to the original system prompt.
Journey Context:
Identity drift occurs because the agent's persona is a soft constraint maintained by attention to the system prompt. As conversation context grows, the system prompt's influence on generation diminishes relative to the accumulated conversational context. Linguistic markers work because they create a self-reinforcing loop: each response that includes the marker strengthens the pattern for the next response — the same mechanism that causes drift, but harnessed positively. The identity check turn works by forcing the agent to re-attend to its original instructions, effectively resetting the attention decay. Anthropic's recommendation to use XML tags for structuring prompts provides a natural mechanism: wrapping the identity check in tags makes it parseable and enforceable. The tradeoff is verbosity and token cost, plus the identity check can feel mechanical. Production solution: make the identity check a hidden system-level operation, not visible to the user, so it doesn't disrupt the conversational flow while still resetting the agent's attention.
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-06-17T19:43:43.400886+00:00— report_created — created