Agents / Participants, not principals

Agents contribute. People decide.

Within LIBA IQ, agents are participants in a governed workflow. Each contribution is recorded as advisory input to an accountable human decision.

No autonomous execution.

Research

Gather and organize the context relevant to the question.

Analyze

Work through evidence and calculations, citing what they used.

Challenge

Test assumptions and present the strongest counter-case.

Surface risk

Make downside, uncertainty and missing evidence explicit.

Recommend

Prepare a recommendation for human review—never a final decision.

Every contribution, attributable.

The Decision Record keeps agent contributions distinct from human judgment, so reviewers can see what was recommended, what was changed and who approved it.

Agent capabilities are being introduced in stages within supported workflows. LIBA IQ does not claim agents that act on their own or change production systems.

Begin with one consequential decision.

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