Description
- Verification First A model-agnostic harness (AgentSmith) retains proof of work; practitioners report agents falsely claiming success — 5–6 voice agents reportedly booked phantom appointments in a month.
- Standards Converge Hugging Face shipped Transformers Agents 2.0 and OpenEnv; IBM's consistency analyzer quantified why an agent that aced a task won't repeat it.
- Conditional Gains DFlash2 hits 100+ tok/s on consumer GPUs, but benchmarks show wins are conditional — strong on CUDA long-context, flat on some Apple silicon. Much remains self-reported, not audited.
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