Frontier Insights

Discover high-value training data & industry trends before competitors
Covering 86 HF orgs · 50 GitHub orgs · 71 blogs · 125 X accounts

133 Valuable Datasets

155 Related Papers

7 Weekly Briefs

Latest Issue 2026 W12 · 2026-02-13 — 2026-02-20

Multimodal Alignment Data Arms Race | Allen AI Defines Pre-training Data Methodology

Allen AI releases 5 datasets + Olmix data mixing framework, systematically defining pre-training data methodology; Meta open-sources 200K+ multilingual multi-turn preference dataset, RLHF data public supply upgraded; RLHF/alignment research enters 4th consecutive week of high-density output, methodology moves toward personalization and decoupling. Top data demand signal this week: Multimodal Visual Reasoning Data.

Allen AI releases 5 datasets + Olmix data mixing framework, systematically defining pre-training data methodology

Meta open-sources 200K+ multilingual multi-turn preference dataset, RLHF data public supply upgraded

Multimodal Visual Reasoning Data RLHF Preference Alignment Data Agent Behavior/Trajectory Data Complex Reasoning Evaluation Data Coding/Code Reasoning Data

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How It Works

End-to-end automation from data scanning to decision intelligence

01

Radar Scan

Auto-scan 6 major data sources; track new datasets, papers, model releases & industry blogs

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02

DataRecipe Analyze

Reverse-analyze high-value datasets: extract schema, estimate cost, generate replication plan

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03

AI Insights

Deep LLM analysis: demand signals, competitor moves, action recommendations, prioritized intelligence

Trend Overview

Overview of the last 7 issues

W06

W07

W08

W10

W09

W11

W12

Datasets Papers

Hot Data Demand Signals

Training data types AI companies are seeking

Multilingual Data ×3 Multilingual Speech Data ×3 Agent Behavior/Trajectory Data ×2 Robotics/Embodied AI Data ×2 Document OCR Data ×2 Code Agent Trajectory Data ×2 Robotics Demonstration Data ×2 Multimodal Video Data ×2 Evaluation Benchmark Data ×2 Synthetic Data ×2 3D Scene/Asset Data ×2 Robotics Manipulation Data ×2

Past Content

Robotics VLA Foundation Models Surge | Chinese LLM Alignment Demand Accelerates

VLA/robotics foundation model papers surge with 4 in a single week, sim-to-real transfer becomes core bottleneck; TII UAE releases 4 evaluation datasets, Middle Eastern AI enters multilingual evaluation standard competition; Qwen 3.5 + GLM-4.6V + Ling-2.5-1T + MiniMax-2.5, scale competition and ecosystem expansion accelerate in parallel. Top data demand signal this week: Robotics VLA Trajectory Data.

2026-02-09 — 2026-02-16

6 Datasets 15 Papers 2 Deep Dive

Robotics VLA Trajectory Data RL Training/Alignment Data Chinese LLM Alignment Data Multilingual Evaluation Data

Safety Alignment Data Systematization | Post-Benchmark Era Evaluation Revolution

EleutherAI releases reward hacking safety control SFT dataset, AI safety data systematization; Anthropic completes $30B Series G funding, safety alignment data market ceiling raised; Gemini 3 Deep Think launches, scientific reasoning data becomes new focus. Top data demand signal this week: RLHF/Safety Alignment Data.

2026-02-06 — 2026-02-13

2 Datasets 25 Papers 3 Deep Dive

RLHF/Safety Alignment Data Code Agent Trajectory Data Robotics Demonstration Data Scientific Reasoning Data

GPT-5.2 Enters Scientific Discovery | Data Recipe Engineering Accelerates

Allen AI releases Sera code agent trajectory dataset, advancing open-source code Agent training ecosystem; NVIDIA releases PhysicalAI kitchen robotics demo dataset, 600 hours of real manipulation data open-sourced; Meta releases EgoAVU first-person audio-video understanding dataset, opening new data track. Top data demand signal this week: Code Agent Trajectory Data.

2026-02-05 — 2026-02-12

36 Datasets 11 Papers 3 Deep Dive

Code Agent Trajectory Data Robotics Demonstration Data Multimodal Video Data RLHF/Preference Data

Code Agent Data Explosion | Embodied AI Data Standards Elevate

NVIDIA's full-stack embodied AI data pipeline, Allen AI Molmo2 video understanding dataset cluster release, Reward Model / RLHF paper surge. Top data demand signal this week: Robotics Manipulation Data.

2026-02-04 — 2026-02-11

27 Datasets 26 Papers 3 Deep Dive

Robotics Manipulation Data Multimodal Preference Data Speech/ASR Data Code Data

Video Understanding Data Surge | RLHF Enters Multimodal Era

NVIDIA's full-stack embodied AI data pipeline, Allen AI Molmo2 video understanding dataset cluster release, Reward Model / RLHF paper surge. Top data demand signal this week: Robotics Manipulation Data.

2026-02-04 — 2026-02-11

27 Datasets 26 Papers 3 Deep Dive

Robotics Manipulation Data Multimodal Preference Data Speech/ASR Data Code Data

Code Agent Race Heats Up | Robotics Data Infrastructure Accelerates

Code Agent competition heats up, Cosmos-Policy + Numb3rs + Isaac GR00T, document understanding data demand surges. Top data demand signal this week: Code Agent Data.

2026-02-02 — 2026-02-09

19 Datasets 25 Papers 3 Deep Dive

Code Agent Data Robotics/Embodied AI Data Document OCR Data RLHF Preference Data

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Based on open-source AI Dataset Radar · 19 MCP endpoints

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