Unsloth added experimental auto compaction that keeps evicted turns searchable past the context limit.

v0.1.803-beta, released August 25 with 170+ PRs, lets long local chats continue past a model's context limit by rolling older turns into fresh context epochs rather than permanently trimming, with evicted conversations still searchable (GitHub). It also fixes MLX and Mac runtimes that didn't run correctly, adds keyless LAN access without Cloudflare links, and supports custom llama.cpp builds with toggles for cache RAM, mmap, mlock and speculative-decoding KV cache. Unsloth Dynamic v3.0 GGUFs for Qwen3.8-27B are claimed at >10% higher top-1 accuracy than competing quantizations, which is a vendor claim on their own quants.