Angular Steering θ 0.00 rad arXiv:2510.26243

Angular Steering is a method for adjusting the response behavior of large language models by intervening in the model’s internal representations.

NeurIPS 2025 Spotlight · Top ~3%

Architecting
Breakthrough
Technologies
That Change Lives

Torilab is the R&D technology company within NEKSAI Group, advancing AI technology from foundational research to real-world applications and continuously improving it through operation. Our technologies serve the fields of health and wellness, education, entertainment, and sports.

NeurIPS 2025 Spotlight · Top ~3%

Research
Excellence
Recognized
Globally

Selected among the Top ~3% at NeurIPS 2025, one of the world’s leading AI conferences. Torilab’s “Angular Steering” research, conducted with a researcher from the National University of Singapore (NUS), officially received Spotlight recognition. We steer LLM behavior in geometric space, enabling continuous, stable, and precise adjustment of AI responses.

~3%
at NeurIPS 2025
NeurIPS 2025Spotlight
RecognitionTop ~3%
CollaborationNUS Researcher
ReferencearXiv:2510.26243
Core Research & Deep Tech Stack

Architecting Core Technologies to Steer AI Behavior

Torilab researches the foundational mechanisms within AI models and develops methods for steering AI behavior with precision and flexibility — advancing toward emotion-aware AI systems that interact and adapt more deeply to humans.

01Representation & Behavior Control
Research

Behavior Representation in Activation Space

Researching how behavioral features are represented in activation space and how those representations can be intervened upon to steer model behavior. This provides a foundation for understanding and controlling AI from within, rather than relying solely on prompts.

02Angular Steering
Input➔Activation➔Angular Steering➔Behavior➔Response
Published · NeurIPS 2025

Geometric Behavior Steering

A method for modulating language model behavior by rotating activation vectors within a subspace, moving the model’s representation toward or away from a target behavior direction. The method allows behaviors such as refusal or compliance with requests to be increased or decreased during inference.

03Adaptive Steering
Published

Selective Modulation

A method that selects activation vectors meeting conditions related to a target feature before applying steering, enabling more selective, stable, and flexible behavior control. This helps responses remain coherent during steering, making the method suitable for applications requiring a high degree of stability.

04Emotion & Multimodal AI
Research

From Behavior Steering to Emotion-Aware AI

Extending behavior-steering research to emotion-steering tasks and multimodal interactive AI systems, with the aim of producing responses better suited to people’s states and contexts. The goal is to create AI avatars that respond more sensitively to users’ emotions.

Engineering & Operational Capabilities

Translating Research into Real-World AI Systems

Responsible for the entire AI system development lifecycle — from design and model integration to operational infrastructure and continuous product improvement.

01

AI Systems Engineering

AI and Conversational SystemsModel integration, dialogue control, memory management, personalization, and AI orchestration.
Images, Voice, and AvatarsImage analysis and generation, voice processing, and synchronization of avatar lip movements and expressions.
02

Scalable AI Infrastructure

Server Systems and IntegrationData management, account authentication, payments, notifications, and connections to external services.
Infrastructure and OperationsBuilding AI inference and distribution infrastructure, system monitoring, performance optimization, and incident response.
03

AI Product Engineering

Applications and WebDeveloping mobile applications, web applications, user interfaces, and administrative tools.
Quality and ImprovementSystem testing, AI output evaluation, release quality verification, and continuous improvement.
Product Development Lifecycle
01Requirements
02Design
03Implementation
04Validation
05Release
06Operation
07Improvement
Products & Development Work

From the Lab to Users

At Torilab, we build AI products to address social challenges, create tangible value for everyday life, and reshape how people and technology interact.

Group Products

AI Products for Everyday Life

We research and develop core AI technologies while integrating conversational AI, multimodal interaction, and system operations into products across the NEKSAI Group ecosystem.

Health & Wellness

SOULRiZA — Diet Support AI Avatar

An AI coach that supports users in building a healthy lifestyle through food photo analysis and calorie estimation, weight tracking, workout logs, habit formation, and future body-shape simulation.

Entertainment & Content Creation

Twomi

An AI avatar platform combining chat, video creation and posting, social features, and livestreaming in one unified experience.

Personal AI Avatar

AI AVATAR

Create your own AI character from just one photo, customize its appearance, and chat with an avatar featuring synchronized voice, expressions, and lip movements.

Education & Learning Support

Kiketsuta 聞ける・伝えるAIアバター

Students can take a photo of a question to receive an explanation and ask follow-up questions until they understand. Learning history, parent reports, and study schedules help families support their children every day.

Sports & Interactive Entertainment

R10 Ronaldinho Playground

Practice football through tutorials, challenges, and progression levels, with rewards and official collectible cards providing motivation at every step of progress.

Connected Product Ecosystem · Twomi × Buzzencer

The Creator Economy in the AI Era — Turn Ideas Into Shows. Turn Shows Into Income.

A creator-focused content creation ecosystem developed and seamlessly integrated by Torilab, combining the simplicity of television with the interactivity of livestreaming. Users can WATCH, JOIN CONVERSATIONS, CREATE their own shows, and EARN directly. The system automatically generates short clips and distributes them across multiple platforms to attract new users and drive sustainable growth.

Partner Services / Joint Business Development

Building AI Services with Partners

Torilab co-develops AI services with partners, contributing technological capabilities and sharing service revenue.

Corporate Mental Wellness · Operated by AI mental health Inc. · Co-developed by Torilab
Dr. Avatar — AI Mental Health

Through daily conversations with AI, employees can identify early changes in their mental state, while companies receive reports on organizational trends.

Company

Research in
Vietnam
Contributing to
Global AI

Torilab is the Research & Development technology company within NEKSAI Group, connecting foundational AI research with engineering capabilities and product development. From in-depth research to systems deployed in operation, Torilab aims to turn technological advances into applications with practical value.

Company Information
Legal Entity Name
Torilab Company Limited
Date of Establishment
October 15, 2024
Business Registration Number
0110863425
Legal Representative
Ms. Huong Thu (Sophia) Pham
Registered Office Address
20F Lancaster Luminaire, 1152 Lang Street, Lang Ward, Hanoi, Vietnam
Parent Organization
NEKSAI Group
Responsible AI & Careers

Responsible AI.
Global Talent.

Responsible AI & Data Protection

Technology with Responsibility

As AI becomes increasingly capable of recognizing and steering behavior, research and technology development must go hand in hand with responsibility toward people, data, and real-world applications. Torilab prioritizes data protection, access management, AI output evaluation, and handling inappropriate responses.

Careers

In-Depth Research. Building Practical Technologies.

Torilab collaborates with international researchers, including researchers at NUS, to tackle AI challenges with global impact. We seek talented people who want to pursue in-depth research and translate its results into practical applications.

Partnerships

Research. Engineer.
Build Together.

Torilab conducts in-depth research with partners and co-develops AI products and services under a revenue-sharing model.