Human JudgmentInfrastructure

In the AI era, the value of execution approaches zero.
We provide RL data loops and expert judgment networks for frontier models.

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A Leading AI Research Lab JD.com Baidu Vipshop ATRenew
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MCP Endpoints
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Domains Covered

Three-tier Services

From foundational labeling to RL loops to authoritative evaluation — covering the entire AI data pipeline

Know-what
Foundational Data Collection & Labeling

General labeling, multilingual, and domain knowledge data production
Know-how RL
End-to-end Reinforcement Learning Loop

RLHF preference alignment, reasoning data, hallucination detection
Know-why
Third-party Authoritative Evaluation

Agent evaluation, crowdsourced evaluation, expert review
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Code Refactoring · RLHF
A Leading AI Research Lab

Expert review and RL loop, significantly improving code readability scores

Code readability score improved by 23%
Abstract Reasoning · ARC-AGI 2
AGI Benchmark

Producing abstract reasoning datasets to measure AI general intelligence

400+ abstract reasoning tasks covered
Extreme Evaluation · HLE
Humanity's Last Exam

World-class experts creating questions to test the upper limits of LLM capabilities

30+ disciplines · 100+ expert contributors

Open Source Toolchain

8 projects, 110 MCP endpoints, fully open source

Intelligence
AI Dataset Radar
AI Dataset Competitive Intelligence
Dataset Monitoring Competitive Analysis Weekly Reports
19 MCP
Analysis
DataRecipe
Dataset Reverse Engineering
Recipe Reconstruction Data Provenance Quality Assessment
12 MCP
Production
DataSynth
LLM Data Synthesis
Instruction Generation Multi-turn Dialog Seed Augmentation
9 MCP
Production
DataLabel
Lightweight Labeling Tool
Human Labeling Preference Comparison Multi-user Collaboration
12 MCP
QA
DataCheck
Data Quality Inspection
Consistency Checks Anomaly Detection Quality Reports
11 MCP
Audit
ModelAudit
LLM Distillation Detection & Model Fingerprinting
Distillation Detection Model Fingerprinting Compliance Audit
8 MCP
RL Environment
Knowlyr Gym
RL Training Framework
5 Sub-packages Tool Orchestration MCP Protocol
19 MCP
Collaboration
Knowlyr Crew
Digital Employee Management Framework
AI Employees Task Assignment Team Coordination
20 MCP
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Latest Intelligence

Competitive intelligence for training data, auto-generated by AI Dataset Radar

W12
Multimodal Alignment Data Arms Race | Allen AI Defines Pre-training Data Methodology
2026-02-13 — 2026-02-20 · 16 数据集 · 27 论文 · 2 深度分析
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W11
Robotics VLA Foundation Models Surge | Chinese LLM Alignment Demand Accelerates
2026-02-09 — 2026-02-16 · 6 数据集 · 15 论文 · 2 深度分析
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W10
GPT-5.2 Enters Scientific Discovery | Data Recipe Engineering Accelerates
2026-02-05 — 2026-02-12 · 36 数据集 · 11 论文 · 3 深度分析
→
View All Intelligence →

Human + AI Collaborative Team

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陆明哲 AI
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Meet the Full Team →