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Articles · Rebeauty Atlas

ART HUM AI

SA Samuel Adeyeye

Teaching a Vision Model to Read Retail Leaflets: How We Built Production VLM Inference

A practical architecture for document-style vision extraction — without treating the model as your business logic engine.

Jun 11, 2026 · 6 min read · 0 claps #vision-language-model #fastapi #vllm-serving

Teaching a Vision Model to Read Retail Leaflets: How We Built Production VLM Inference

TCH AI SPT

VI Vibhu Sharma

Kuberay Batch Inference

What I learned running large-scale batch LLM inference on Kubernetes with KubeRay + Qwen When I started this project, I assumed batch…

Apr 30, 2026 · 2 min read · 0 claps #llm #model-inference #batch-processing

AI TCH HUM LIF

SO Sourav Mukherjee · Artificial Intelligence in Plain English

Why Letting AI Think Longer Might Matter More Than Making It Bigger

For years, the standard recipe in AI felt obvious: bigger models, more data, more compute, better results. That formula still matters, but…

Mar 28, 2026 · 4 min read · 33 claps paywalled #openai #deep-learning #ai

Why Letting AI Think Longer Might Matter More Than Making It Bigger

HUM AI SPT

DI DIBYENDU PATRA

Serving Models At Scale With KServe And vLLM

In MLOps, running a machine learning model on a laptop is relatively easy. The real challenge begins when the model needs to handle…

Mar 26, 2026 · 4 min read · 55 claps #deep-learning #python #model-inference

Serving Models At Scale With KServe And vLLM

AI SCI

NS NS Academy

How do you design an end-to-end AI pipeline from raw data collection to real-time model inference?

Designing an end-to-end AI pipeline involves creating a structured workflow that moves data from raw data collection to real-time model…

Mar 09, 2026 · 3 min read · 1 claps #data-science #ai-pipelines #data

How do you design an end-to-end AI pipeline from raw data collection to real-time model inference?

AI TCH

SA Sam Hosseini · Paralleliq

Beyond Prompt → Code: The Real Systems Challenges Behind Coding Foundation Models

Most people think coding AI works like prompt in, program out. At the surface level, that is true. However, serious coding platforms…

Feb 16, 2026 · 5 min read · 0 claps #foundation-models #coding-model #gpuaas

Beyond Prompt → Code: The Real Systems Challenges Behind Coding Foundation Models

MDA AI

GI Girish Pandit

Efficiency Ledger for very large models

If you’ve ever stared at a training dashboard showing “98% GPU utilization” while the run still finishes days later than it should, you’ve…

Dec 28, 2025 · 6 min read · 0 claps #llm #efficiency #large-language-models

AI

AL Allam Satyanarayana

Training ResNet18 on Document Classification: Lessons from RVL‑CDIP

Introduction

Dec 25, 2025 · 3 min read · 0 claps #artificial-intelligence #document-classification #model-training

Training ResNet18 on Document Classification: Lessons from RVL‑CDIP

AI ECO

SA Sascha Gstir · Pondhouse Data

LLM Sampling with FastMCP: Using Client LLMs for Scalable AI Workflows in your MCP

Building on our previous discussions about creating your first MCP server and automating MCP server creation, today we’re exploring a…

Nov 25, 2025 · 5 min read · 0 claps #mcp-server #cost-savings #ai-applications

LLM Sampling with FastMCP: Using Client LLMs for Scalable AI Workflows in your MCP

AI

DI Dinesh R

Mastering VLLM for High-Performance LLM Inference

Series of 3 Blog posts on VLLM in Enterprise

Nov 18, 2025 · 1 min read · 1 claps #vllm #llm #model-inference

Mastering VLLM for High-Performance LLM Inference

AI

AM amol pawar · softAai Blogs

Model Inference in AI Explained Simply: How Your AI Models Make Real-World Predictions

Artificial Intelligence (AI) seems like magic — type a prompt and it answers, upload a picture and it identifies objects, or speak to your…

Jul 21, 2025 · 5 min read · 0 claps #model-inference #ai #artificial-intelligence

Model Inference in AI Explained Simply: How Your AI Models Make Real-World Predictions

AI

LA Lakhan Malviya

SpargeAttn: Making LLMs Faster Without Breaking Them

Have you ever wondered why your favorite AI model takes so long to generate that story or edit that image? Or why your laptop fan starts…

Feb 26, 2025 · 6 min read · 1 claps #flash-attention #sparse-attention #model-inference