Archive - Decoding ML

June 2025

90% of AIEs Are Dangerously Abstracted From Reality

Deploy your agents leveraging the backend-frontend architecture. How to evaluate an agentic RAG application.

Jun 28 •

Stop Building AI Agents

Here’s what you should build instead

Jun 26 •

Hugo Bowne-Anderson

AI Agents: Architect the long-term memory

When to prompt, RAG, fine-tune, or deploy agents. Architecting LLM fine-tuning pipelines.

Jun 21 •

Your AI Football Assist Eval Guide

Hands-On RAG Observability with ZenML, MongoDB, and Opik

Jun 19 •

Agents: Short vs. Long-term Memory in 2 Mins

Architecting the observability layer of an agent. Prompt engineering from zero to hero - Master the art of AI interaction.

Jun 14 •

Architecting Agentic RAG Systems: Transform NPCs Into AI Agents

Taking Python to production on AWS. Architecting scalable and modular RAG feature pipelines.

Jun 7 •

The King of Multi-Modal RAG: ColPali

Query your rich visual PDFs under a RAG web app

Jun 5 •

May 2025

From 0 to Pro AI Agents Roadmap

Theory to API Deployments and LLMOps

May 31 •

From Scratch: MLOps Fine-Tuning System

End-to-End. On GCP.

May 29 •

Trishala Thakur

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