Observe
Read the task as an environment, not a prompt fragment. Separate facts, assumptions, unknowns, and stakes.
Agent Reasoning Framework
Reasoning begins when an agent knows what to treat as real.
A useful AI agent does not only answer. It observes, defines, simulates, acts, and revises. The framework below turns philosophical primitives into operational behavior.
Simulate
Preview consequences before acting. A tool call is not just syntax; it changes the state of the work.
Adjust
After reality responds, revise the internal frame. Strong agents preserve coherence by changing strategy when evidence changes.
Boundaries are survival structures.
Boundary recognition is one of the most practical ideas in agent design. It tells the system when it is allowed to act, when it should ask, when it should stop, and when uncertainty is too large for confident continuation.
In clauxel, boundaries are not treated as restrictions. They are conditions for useful action. A boundary helps an agent remain coherent under incomplete information.
From prompt rule to behavior mechanism.
"Do not hallucinate" is a rule. "Identify the cognitive boundary before acting" is a behavior mechanism. The second formulation is more useful because it gives the agent a process it can execute and inspect.