Scenario generation + real conversation import - Our scenario generation agent bootstraps your test suite from a description of your agent. But real users find paths no generator anticipates, so we also ingest your production conversations and automatically extract test cases from them. Your coverage evolves as your users do.Mock tool platform - Agents call tools. Running simulations against real APIs is slow and flaky. Our mock tool platform lets you define tool schemas, behavior, and return values so simulations exercise tool selection and decision-making without touching production systems.Deterministic, structured test cases - LLMs are stochastic. A CI test that passes "most of the time" is useless. Rather than free-form prompts, our evaluators are defined as structured conditional action trees: explicit conditions that trigger specific responses, with support for fixed messages when word-for-word precision matters. This means the synthetic user behaves consistently across runs - same branching logic, same inputs - so a failure is a real regression, not noise.Cekura also monitors your live agent traffic. The obvious alternative here is a tracing platform like Langfuse or LangSmith - and they're great tools for debugging individual LLM calls. But conversational agents have a different failure mode: the bug isn't in any single turn, it's in how turns relate to each other. Take a verification flow that requires name, date of birth, and phone number before proceeding - if the agent skips asking for DOB and moves on anyway, every individual turn looks fine in isolation. The failure only becomes visible when you evaluate the full session as a unit. Cekura is built around this from the ground up.
Cybersecurity should probably stand on its own. AI infrastructure too. Not as marketing buckets, but as real analytical categories with people who actually understand how those businesses work. Would that eliminate volatility? Of course not. Markets will always chase the next story. But it might reduce the kind of blind correlation we saw in February, where fundamentally different companies move together simply because they share a headline.
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Asif Merchant, 47, took the unusual step of testifying in his own defense at Brooklyn federal court, where he faces terrorism and murder-for-hire charges. Speaking through an Urdu translator, he told jurors he went along with the plot only out of fear for his wife and adopted daughter in Tehran.
"Yeah. Yeah, that could happen," says Colbert. "Because sometimes, you get a really bad guy out of office and then like four years later you get the same guy back. And he's somehow worse."