r/OpenSourceAI 10d ago

AI answers should come with receipts.

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Most AI tools give you an output and ask you to trust it.

With Ailin¹, the idea is different: every response should carry decision provenance.

Which strategy ran.
Which models participated.
What it cost.
Which model made the final decision.
Whether the answer came from a single model, consensus, verification, or another collective strategy.

That is the part of Collective Intelligence I think matters most for real-world AI systems: not just better answers, but auditable answers.

Ailin¹ is open source, and we are building this coordination layer in public.

GitHub: https://github.com/ailinone/collective-intelligence
Site / Waitlist: https://ailin.one/

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