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Articles · Rebeauty Atlas

AI MDA

VA Varun Jindal

Production-grade LLMs and agents: a field guide

A maturity model for taking agents from an impressive demo to a system people can depend on — with a self-assessment and the map to a…

Jun 11, 2026 · 3 min read · 0 claps #ai-agent #llm #ai-engineering

HUM AI

DE Dewansh Shekhar Singh

What 4 Years of Fine-Tuning LLMs in Production Actually Taught Me

Not a tutorial. A reckoning.

May 28, 2026 · 13 min read · 5 claps #machine-learning #fine-tuning-llm #mlops

TCH MDA AI

KO Kothurdineshreddy

Embedding Drift: The Slow Leak in Your Vector Search

Your vector search was great at launch. Six months later it’s quietly worse and nothing in your dashboard knows.

May 26, 2026 · 5 min read · 0 claps #vector-search #embedding #ml-monitoring

Embedding Drift: The Slow Leak in Your Vector Search

AI MKT

AR Armin Norouzi, Ph.D · AI Advances

Why Your ML Model Is Decaying in Production (And What to Do About It)

Your model launched at 0.94 AUC. Today it’s 0.87. You only know that because the business team noticed conversion rates softening and asked…

May 10, 2026 · 8 min read · 143 claps paywalled #mlops #model-monitoring #data-drift

Why Your ML Model Is Decaying in Production (And What to Do About It)

HUM AI SCI

PR Praxen

Train/Serve Parity: 11 Mismatches That Skew Metrics

A practical guide to the offline-vs-production mismatches that make your model look stronger in notebooks than it behaves in real traffic.

Mar 21, 2026 · 6 min read · 0 claps #machine-learning #mlops #feature-engineering

Train/Serve Parity: 11 Mismatches That Skew Metrics

AI HUM

EP Epython Lab

Why Go Beats Python for Scalable Machine Learning in Production

Machine learning is almost synonymous with Python. Its ecosystem, including TensorFlow[1], PyTorch[2], and scikit-learn[3], has shaped…

Feb 27, 2026 · 4 min read · 0 claps #mls #ai #production-ml

Why Go Beats Python for Scalable Machine Learning in Production

TCH AI

NI Nikodem Dabski

Production RAG on Kubernetes: Lessons from NVIDIA’s DLI Course

NIM services, Milvus, NV-Ingest, and what happens when your NGC credentials don’t work.

Feb 25, 2026 · 4 min read · 0 claps #rags #nvidia #nim

Production RAG on Kubernetes: Lessons from NVIDIA’s DLI Course

AI ECO

RI Riya Shetty

FinOrbit: A Production-Grade Multi-Agent Financial AI with RAG-Powered Regulatory Intelligence

Financial advice is an area where AI errors can lead to significant issues. An invented regulatory clause or a wrong tax calculation can…

Feb 25, 2026 · 9 min read · 1 claps #ai #production-ml #rags

FinOrbit: A Production-Grade Multi-Agent Financial AI with RAG-Powered Regulatory Intelligence

HUM MDA AI SCI DSN

AR Artyom Mukhopad

Building Production-Ready Machine Learning: What Separates Real ML Systems from Prototypes

Machine learning prototypes are easy to celebrate. A notebook shows promising accuracy, a demo impresses stakeholders, and a proof of…

Feb 10, 2026 · 4 min read · 0 claps #production-ml #mlops-pipeline #ml-deployment