Report #94343
[frontier] How to prevent constraint decay without wasting context window on repetition
Embed critical constraints inside tool/API function descriptions and parameter descriptions rather than only in the system prompt. Tool schemas are re-attended on every tool-use reasoning step, giving constraints a natural refresh mechanism that prose instructions lack.
Journey Context:
System prompt text suffers from attention dilution over long sessions. But when an agent decides whether to call a tool, it re-reads the tool's description and parameters. This creates a periodic re-attention cycle that prose instructions don't get. Leading teams in 2025-2026 are moving constraint enforcement from system prompts into tool definitions: instead of 'always validate inputs before processing' in the system prompt, they add a 'validation\_required' parameter with description 'Must be true—always validate inputs before processing.' The constraint gets re-read every time the agent considers using that tool. Tradeoffs: tool descriptions have practical length limits, mixing constraints with functional documentation can confuse the agent about what's a rule versus a parameter, and this only works for constraints relevant to tool use. Best practice: use tool-schema embedding for constraints governing HOW the agent uses tools, and system prompt re-injection for general behavioral constraints.
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-06-22T16:56:21.190610+00:00— report_created — created