M.S. Student, Tsinghua University.https://tonybotni.github.io/https://tonybotni.github.io/publications/mg-rwkv/https://tonybotni.github.io/publications/mg-rwkv/A multi-granularity RWKV framework for Temporal Forgery Localization that achieves state-of-the-art performance with linear O(T) complexity.Wed, 01 Jul 2026 00:00:00 GMThttps://tonybotni.github.io/posts/llm-rl-post-training-frameworks/https://tonybotni.github.io/posts/llm-rl-post-training-frameworks/A deep systems comparison of verl, SLIME, AReaL, and ms-swift across rollout architecture, async control, partial rollout, weight sync, and platform trade-offs.Tue, 16 Jun 2026 00:00:00 GMThttps://tonybotni.github.io/posts/pd-disaggregation-llm-inference/https://tonybotni.github.io/posts/pd-disaggregation-llm-inference/A systems-oriented introduction to Prefill-Decode disaggregation in LLM inference, from KV cache physics and roofline intuition to vLLM and SGLang implementation trade-offs.Tue, 16 Jun 2026 00:00:00 GMThttps://tonybotni.github.io/publications/deskcraft/https://tonybotni.github.io/publications/deskcraft/A desktop GUI agent benchmark targeting long-horizon professional workflows and proactive human-agent collaboration.Mon, 01 Jun 2026 00:00:00 GMThttps://tonybotni.github.io/publications/ck-pro/https://tonybotni.github.io/publications/ck-pro/A fully open-source multi-module agent framework for deep research agents and agent foundation models training.Wed, 01 Apr 2026 00:00:00 GMThttps://tonybotni.github.io/publications/adamem/https://tonybotni.github.io/publications/adamem/An adaptive user-centric memory framework for long-horizon dialogue agents.Sun, 01 Mar 2026 00:00:00 GMThttps://tonybotni.github.io/publications/fcl-cod/https://tonybotni.github.io/publications/fcl-cod/A frequency-aware and contrastive learning-based weakly-supervised camouflaged object detection framework.Sun, 01 Mar 2026 00:00:00 GMThttps://tonybotni.github.io/publications/nlahs/https://tonybotni.github.io/publications/nlahs/Externalizing agent harness control logic as portable natural-language artifacts with a shared runtime.Sun, 01 Mar 2026 00:00:00 GMThttps://tonybotni.github.io/publications/sahsr/https://tonybotni.github.io/publications/sahsr/A framework addressing semantic mismatch and hard-sample discrimination in Visible-Infrared Person Re-Identification.Sat, 01 Mar 2025 00:00:00 GMThttps://tonybotni.github.io/publications/iterprime/https://tonybotni.github.io/publications/iterprime/A method for zero-shot referring image segmentation with iterative Grad-CAM refinement and primary word emphasis.Sat, 01 Feb 2025 00:00:00 GMT