Agent Resilience

Agents may lose context, misunderstand intent, or overreach.

PUNNARAJ reduces those risks by giving agents durable reference layers with visible status and confidence metadata.

Agent Rules

• Read the current reference layer before changing structure.
• Preserve raw evidence boundaries.
• Prefer additive structure over destructive rewrites.
• State uncertainty when source material is compressed or beta.
• Keep publication changes reviewable and reversible.

The system should not depend on any single agent remembering the past correctly.