Ruhan Wang
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Research Blogs

Accessible project stories from my research internship at Tencent AI Lab. Click any card to explore the full blog.

Harness Handbook

Jul. 2026

Making evolving agent harnesses readable, navigable, and editable

A behavior-centric map from high-level agent behavior to concrete implementation sites, designed for understanding, auditing, and modifying complex harnesses.

LLM AgentsAgent HarnessesCode Intelligence

Long-Horizon Terminal-Bench

Jul. 2026

Where agents run out of steam

An interactive report on 46 long-horizon terminal tasks, dense process rewards, and what 18 frontier models reveal about sustained agent execution.

LLM AgentsBenchmarkEvaluation

Stale but Stable

Jul. 2026

Staleness-adaptive trust regions for asynchronous reinforcement learning

A field guide to policy staleness in asynchronous LLM reinforcement learning and the SAT method for stabilizing high-mismatch updates.

LLM Post-TrainingReinforcement LearningSystems

Recursive Synthesis

Aug. 2026

Synthesizing verified long-horizon terminal tasks at low cost

An interactive look at recursively generating 37,484 verified terminal-agent tasks and using them for supervised fine-tuning and reinforcement learning.

Agentic RLTask SynthesisTraining Data

Last updated: September 7, 2026