Research Intelligence

GP Research Intelligence

AI & Machine Learning
Research Intelligence

Inaugural edition August 20, 2026

Topics in this edition

GP Pulipaka, Chief AI Scientist, preaches significant developments across artificial intelligence, machine learning, model inference, accelerated computing, agentic systems, robotics, scientific discovery and technical learning.

The inaugural 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.

Physics Neural Networks + Hybrid Attention for Silicon-Carbide Epilayer Measurement

Model Discovery Agent — LLM + Bayesian Experimental Design for Discovering Scientific Laws

HealthAgentBench — Can AI Agents Actually Execute Real Healthcare Workflows?

KTransformers — Heterogeneous CPU/GPU LLM Inference

Why vLLM Pegs Four CPU Cores at 100% on DGX Spark — and the One-Line Fix

ScoreGate — Cut RAG Context by ~35% Without Another Model Call

TsuGO — Measure How LLMs Search, Not Just Whether They Get the Answer Right

Quantization and Tokenization in AI — FP4 → GPTQ/LDLQ → MXFP4 → VQ-VAE → Quantized Matrix Multiplication

Tiny-LLM — Build a Mini-vLLM + Qwen3 From Scratch on Apple Silicon

vLLM — Fast & Efficient LLM Inference: Compress → Serve → Benchmark

CHIA — Agentic AI for Hardware/Software Co-Design

LongCLI-Bench — Coding Agents Still Fail Long-Horizon Engineering Tasks

Why Do Prefetchers Fail? Let Agents Answer — AI Agents Design Better CPU Prefetchers

Harness Engineering for AI-Generated GPU Kernels — Codex + Claude Code + NVIDIA B200

NVIDIA GB300 NVL72 AI Factory Architecture + BUZZ HPC Expansion

GPU MODE — 100+ Hands-On Lectures on CUDA, Triton, FlashAttention, vLLM, NCCL, SGLang, CuTeDSL + GPU Kernels

τ₀-VLA — Robots “Think Before Acting” with World-Model-Guided Test-Time Compute

PhAIL — Real Robots Reveal Today’s Best VLAs Are Still ~7× Slower Than Humans

Uni-LaViRA — One Agent Architecture Navigates Wheeled Robots + Quadrupeds + Humanoids + UAVs With Zero Training

UC Berkeley Deep Reinforcement Learning Resources

RLinf v0.3 — Reinforcement Learning Infrastructure for Embodied + Agentic AI

GP Research Intelligence

Artificial Intelligence · Machine Learning · Computing Systems · Research · Technical Learning

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