If you have been following AI these days, you have likely seen headlines reporting the breakthrough achievements of AI models achieving benchmark records. From ImageNet image recognition tasks to achieving superhuman scores in translation and medical image diagnostics, benchmarks have long been the gold standard for measuring AI performance. However, as impressive as these numbers […]<br /> The post Beyond Benchmarks: Why AI Evaluation Needs a Reality Check appeared first on Unite.AI. [...]
Across 157 enterprises, organizations are granting AI agents more autonomy while trusting the evaluations meant to gate that autonomy less. Half have already shipped an agent that passed their interna [...]
Across 108 enterprises, trust in automated agent evaluation rose sharply in July — and the failure rate it is supposed to predict did not move at all. The share of organizations that fully trust aut [...]
Enterprises that already got burned by an AI agent passing its evals and then failing in production are moving faster toward removing humans from deployment decisions, not slower — even as trust in [...]
As LLMs have continued to improve, there has been some discussion in the industry about the continued need for standalone data labeling tools, as LLMs are increasingly able to work with all types of d [...]
Model providers want to prove the security and robustness of their models, releasing system cards and conducting red-team exercises with each new release. But it can be difficult for enterprises to pa [...]
Just a few short weeks ago, Google debuted its Gemini 3 model, claiming it scored a leadership position in multiple AI benchmarks. But the challenge with vendor-provided benchmarks is that they are ju [...]
Egiziago Cioffi is the IT and Enterprise Architect and CEO of SynSphere Italia, a Microsoft partner based in Milan. He built an agent himself. He wrote the indexing job, configured the Azure OpenAI re [...]
It’s been 18 years since the last Metroid Prime game, but I felt right at home in Metroid Prime 4: Beyond. Almost too at home. Whether fighting my way through a volcano, exploring a research base in [...]