RecursiveMAS: Multi-Agent Systems That Think in Vectors

Hong-Wei Wu published on 2026-09-10 included in category Paper Introduction

How RecursiveMAS swaps text between AI agents for continuous vectors, making multi-agent systems differentiable end-to-end with just 0.31% trainable parameters.

WikiSkill: A Skill Memory That Never Gets Rolled Back

Hong-Wei Wu published on 2026-09-02 included in category Paper Introduction

WikiSkill adds a wiki layer that never gets rolled back between raw agent traces and skill files, so each skill edit builds on accumulated cross-iteration evidence.

LLM-as-a-Verifier: A Better Alternative to LLM-as-a-Judge

Hong-Wei Wu published on 2026-08-26 included in category Paper Introduction

LLM-as-a-Verifier reads the full score-token probability distribution instead of argmax, eliminating ties and beating trained reward models with zero training.

RAGU: The Paper That Accidentally Measured GraphRAG's Ceiling

Hong-Wei Wu published on 2026-08-22 included in category Paper Introduction

A close reading of RAGU's GraphRAG engine -- two-stage extraction, DBSCAN consolidation, Leiden clustering -- and the number in its own tables: the graph is worth 1.2 to 4.3 pp.

SAG: Multi-Hop RAG via Query-Time SQL, Not Offline Graphs

Hong-Wei Wu published on 2026-08-19 included in category Paper Introduction

SAG skips the offline knowledge graph, storing events and entities in SQL, joined at query time -- beating HippoRAG 2 on multi-hop benchmarks like MuSiQue.

SketchVLM: Letting a VLM Draw Its Own Reasoning

Hong-Wei Wu published on 2026-08-08 included in category Paper Introduction

A walkthrough of SketchVLM: with no retraining, a coordinate grid, XML commands and Bezier smoothing let a VLM annotate the image so its answers become verifiable.

Persona-Aware D2S: One Paper, Four Audience-Tailored Slide Decks

Hong-Wei Wu published on 2026-07-29 included in category Paper Introduction

Persona-Aware D2S (EACL 2024) generates four slide-deck versions of one paper by audience and length, via an RLHF-lite pipeline we unpack and critique.