ACON

ACON (Agent Context Optimization) refines compression guidelines using analysis of agent failures. Its guideline optimisation does not require fine-tuning the agent; the paper also distils the optimised compressor into smaller models.

Source: ACON: Optimizing Context Compression for Long-horizon LLM Agents.

Referenced in An Empirical Study of Harness Design for Coding Agents.