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HORMA reduces agent token consumption to at most 22.17% of baseline while maintaining or improving task performance, directly addressing the inference cost and latency penalties that make long-horizon LLM agents expensive to run.
Track DeepSeek V4's pricing against incumbent frontier models — at $0.14/M input for Flash and $1.74/M for Pro, it sets a new low-cost reference point that could pressure pricing across the entire API market.
Developers building long-horizon coding agents can drop TACO into existing terminal agent frameworks to cut token costs and improve accuracy without redesigning their pipelines.