Abstract An agent finds a document, updates a record and prepares a response. Every operation appears successful. For a business, however, one question remains: has the requested outcome been achieved? For Novhora, a startup focused on agentic process transformation, that question can become the starting point for every project. Verify the outcome EmailBench, published on…
Artificial intelligence is accelerating its own evolution through systems capable of designing, training, and improving new models. For years, we have measured the progress of artificial intelligence by comparing models: more parameters, better benchmarks, larger context windows, and increasingly sophisticated reasoning capabilities. But we may be close to a much more profound shift: AI is not being…