#benchmarks
3 posts
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Evals vs Benchmarks vs Certification: What Each One Actually Proves
A mechanism-level explainer of what an eval, a benchmark, and per-decision certification each prove about an AI agent or a model change, why an aggregate pass rate is not per-decision safety, and where the hard, largely-unsolved part still lives.
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Introducing TokenJam Bench: Benchmarks & Evaluations for Agents and LLMs
TokenJam Bench is an open-source tool to benchmark and evaluate LLMs and agents. Run a candidate model against an original on real, executable task suites and get a measured pass-rate, confidence intervals, and a holds-or-regressed verdict. Local, no signup.
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What is agent evaluation?
Agent evaluation: measuring multi-step trajectories, tool use, and open-ended outputs. Why benchmarks alone don't tell you whether an agent works in production.