Industry Leaders
Organizations with significant published research and proven production implementations.
Search & Deep Learning
Pioneers of Transformer architecture, operating massive scale Search, Ads, and Cloud TPU infra.
Microsoft
Enterprise & Cloud
Integrating AI into enterprise productivity (Copilot) and cloud infrastructure (Azure AI).
Meta
Social & Open Source
Driving open-source AGI (Llama) and managing the world's largest social graph ranking systems.
IBM
Enterprise & Foundation Models
Watsonx platform for model hosting, governance, and domain-tuned assistants.
Huawei
Cloud & Devices
Ascend hardware and MindSpore framework powering cloud and edge AI.
Baidu
Search & Autonomous
ERNIE model family and Apollo autonomous driving platform.
Intel
Chips & Systems
CPU, GPU, and Gaudi accelerators optimized for AI training and inference.
Amazon
E-commerce & Cloud
Massive scale supply chain optimization, warehouse robotics, and AWS bedrock services.
Products & Features
Core engines and key technical capabilities powering major tech platforms.
ChatGPT System
RLHF-tuned conversational agent pipeline serving 100M+ users. Uses PPO and massive cluster orchestration.
TikTok Monolith
Real-time recommendation engine with online training and collisionless embedding tables.
Google Search Core
The core ranking and retrieval system integrating BERT/MUM and neural matching.
Llama Inference Stack
Optimized serving stack for open weights models including quantization and speculative decoding.
Copilot Orchestrator
Grounding engine connecting LLMs to Microsoft 365 graph data and enterprise security boundaries.
CUDA Graph
Task graph execution engine to reduce CPU launch overhead for high-performance inference.
Trending Publications
Most cited and implemented works this month.
GPT-4 Technical Report
Monolith: Real Time Recommendation System With Collisionless Embedding Table
LoRA: Low-Rank Adaptation of Large Language Models
Attention Is All You Need
Constitutional AI: Harmlessness from AI Feedback
Research Areas Landscape
Aggregated view of publications and implementations by domain.