GP Research Intelligence — August 17, 2026

GP Research Intelligence
AI & Machine Learning
Research Intelligence
Issue 01   •   August 17, 2026
Topics in This Edition
  • LLM · Inference · High-Bandwidth Flash · RAG · Quantization
  • Agentic AI · Evaluation · Scientific Discovery
  • GPU Computing · HPC · Kernel Engineering
  • Robotics · Vision-Language-Action · Embodied AI
  • Reinforcement Learning
  • AI Hardware & Systems Architecture
  • Statistics · Information Theory · Scientific Computing · Mathematics
  • Books · Textbooks · Courses · Technical Learning

GP Research Intelligence tracks significant developments across artificial intelligence, machine learning, model inference, accelerated computing, agentic systems, robotics, scientific discovery and technical learning.

This edition brings together research papers, engineering systems, benchmarks, open-source projects, books, textbooks and hands-on technical resources from across the AI and computing landscape.

AI & Scientific Discovery
Scientific Machine Learning
Physics-Informed Neural Networks + Hybrid Attention for Silicon-Carbide Epilayer Thickness Measurement
Physics-informed learning · Hybrid attention · Semiconductor metrology
Scientific Discovery
Model Discovery Agent — LLM + Bayesian Experimental Design for Discovering Scientific Laws
LLM agents · Bayesian experimental design · Mechanistic world models
Agent Evaluation
HealthAgentBench — Can AI Agents Actually Execute Real Healthcare Workflows?
Healthcare workflows · Agent benchmarking · Operational AI
LLM · Inference · RAG · Quantization
LLM Systems
KTransformers — Heterogeneous CPU/GPU LLM Inference
CPU/GPU heterogeneous execution · Large-model inference
Performance Engineering
Why vLLM Pegs Four CPU Cores at 100% on DGX Spark — and the One-Line Fix
vLLM · DGX Spark · CPU scheduling · Inference optimization
Retrieval-Augmented Generation
ScoreGate — Cut RAG Context by ~35% Without Another Model Call
RAG · Context efficiency · Adaptive retrieval
Reasoning Evaluation
TsuGO — Measure How LLMs Search, Not Just Whether They Get the Answer Right
Search efficiency · Process-level reasoning · Go
Quantization & Tokenization
Quantization and Tokenization in AI — FP4 → GPTQ/LDLQ → MXFP4 → VQ-VAE → Quantized Matrix Multiplication
MIT course material · Quantization · Tokenization · Low-precision computing
LLM Serving Systems
Tiny-LLM — Build a Mini-vLLM + Qwen3 From Scratch on Apple Silicon
Apple Silicon · MLX · Qwen3 · LLM-serving internals
Agentic AI · Hardware · Systems Architecture
CHIA — Agentic AI for Hardware/Software Co-Design
Agentic AI · Architecture · Hardware/software co-design
LongCLI-Bench — Coding Agents Still Fail Long-Horizon Engineering Tasks
Coding agents · Long-horizon execution · Software engineering
Harness Engineering for AI-Generated GPU Kernels — Codex + Claude Code + NVIDIA B200
Coding agents · GPU kernel generation · NVIDIA Blackwell B200
GPU Computing · HPC · Kernel Engineering
AI Systems Architecture
NVIDIA GB300 NVL72 AI Factory Architecture + BUZZ HPC Expansion
GB300 NVL72 · AI factories · Rack-scale infrastructure · HPC
Technical Learning Highlight
GPU MODE — 100+ Hands-On Lectures on CUDA, Triton, FlashAttention, vLLM, NCCL, SGLang, CuTeDSL + GPU Kernels
CUDA · Triton · FlashAttention · vLLM · NCCL · Kernel engineering
Robotics · Vision-Language-Action · Embodied AI
Reinforcement Learning
Books · Textbooks · Courses · Technical Learning
Free Book / Course
Statistics and Machine Learning in Python
FREE PDF →
GP Research Intelligence
Artificial Intelligence · Machine Learning · Computing Systems · Research · Technical Learning
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