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Pramagent

The LLM is not the final authority.
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Used for this request only. Never stored. Never logged.

Scenarios

Pick one, then run the trust stack.

Policies

The active scenario sets these automatically.
PII Scrubbing
Redacts common PII before model contact.
Injection Guard
Blocks common override and exfiltration attacks.
Safety Rules
Applies deterministic block/escalate/redact rules.
Output Judge
Uses a second model call to withhold unsafe generated output.
HITL
Requires approval for consequential actions.

Safe output

Allowed

Audit trace

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pip install pramagent github.com/sriram7737/pramagent Implementation status Not a luxury. Mandatory.