Your AI is confident about everything.
That's the problem.

Cognilateral is the trust layer for AI agents. It tells you when your AI is sure — and when it's guessing. Because the most dangerous AI isn't the one that can't answer. It's the one that answers confidently when it shouldn't.

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pip install cognilateral-trust

$ trust-check 0.92 --irreversible
ESCALATE — C9 (sovereignty_gate): irreversible action at sovereignty-grade tier

Three things AI agents need

Know what's real

Every response gets a calibrated confidence score. When it says 90%, it means 90%. No more guessing whether the AI is guessing.

Knowledge that expires

Information ages. What the AI knew last month might not be true today. Warrants track when knowledge goes stale — before you act on it.

Acts when sure, asks when not

A sovereignty gate: act autonomously when confidence is high, escalate to a human when it's not. Every decision logged.

Before and after

Without	With Cognilateral
AI sounds certain about everything	You know exactly how certain it is
Stale information treated as current	Knowledge flagged when it expires
AI acts without asking	AI asks when it isn't sure enough
"Who was responsible?" has no answer	Every action has an accountability trace

Works with everything

LangGraph, CrewAI, OpenAI, Anthropic, DSPy, Mem0, GitHub Actions, or plain Python. Zero dependencies. No API keys. No cloud.

from cognilateral_trust import evaluate_trust

result = evaluate_trust(0.7, is_reversible=False)
if result.should_proceed:
    deploy()
else:
    print(result.accountability_record.reasons)
    # ("irreversible action at sovereignty-grade tier",)