Our LiveCodeBench results are encouraging, although they do not represent yet the full difficulty of repository-level and agentic coding. We’re now running longer-horizon evaluations covering…

Works best for repeated LLM decisions: classification routing moderation tagging extraction checks tool selection Tracer learns the easy regions, trains a small ML model for safe calls, and keeps…

this is basically why I built Tracer route the easy traffic to cheaper local paths, defer the uncertain cases to frontier models prod shouldn’t go down because every request depends on the same…

TRACER Trace-Based Adaptive Cost-Efficient Routing Most LLM-based classification pipelines use a large language model for every single input. In practice, the vast majority of that traffic is…