Determinism—that's the real edge. SERA's approach isn't betting on luck. Instead of crossing fingers hoping an LLM picks the right tool during execution, it embeds your query and runs it against dual indexes. This means identical questions consistently hit the same pipeline, every single time. The payoff? Research that's actually reproducible. You're not chasing vibes or one-off results. You get consistent outputs you can verify, compare, and build on. That's how you move from experimental AI to reliable infrastructure—when the system stops guessing and starts delivering predictable, verifiable outcomes.