---
author: "Umesh Malik"
canonical: "https://umesh-malik.com/blog/tag/machine-learning"
description: "Explore articles tagged with Machine Learning by Umesh Malik — AI Engineer, LLM & GenAI Developer. Learn Machine Learning best practices, practical tips, and in-depth guides."
title: "Umesh Malik's Blog - Machine Learning Articles | Machine Learning Tutorials"
tokens: 553
generator: "scripts/generate-page-markdown.mjs"
---

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# Machine Learning

4 articles

 [![OpenAI GPT-5.6 family showing Sol, Terra, and Luna tiers with benchmarks, pricing, and 1.05M context](https://umesh-malik.com/blog/gpt-5-6-cover.png)

LLM Engineering • Jul 11, 2026

### GPT-5.6 API: Pricing, Thinking Modes, and the Shared Context Trap

GPT-5.6 API pricing ($1-$30/1M), the Ultra and Max thinking modes, and a 1.05M context window that is shared — with the fine print that breaks agent loops.

10 min read

Read more →](https://umesh-malik.com/blog/openai-gpt-5-6-sol-terra-luna-guide)

 [![OpenAI GPT-5.4 overview showing professional work, coding, computer use, and 1M context](https://umesh-malik.com/blog/gpt-5-4-cover.png)

LLM Engineering • Mar 6, 2026

### GPT-5.4 for Agents: Computer Use, MCP Tool Calls, and Real Pricing

GPT-5.4's native computer use and MCP tool calls are the real upgrade for agents. What holds up in a loop, what the 1M context costs, and how Pro compares.

12 min read

Read more →](https://umesh-malik.com/blog/openai-gpt-5-4-complete-guide)

 [![OpenAI GPT-5.3 Instant overview showing three key improvements: fewer refusals, better web answers, and smoother conversational tone](https://umesh-malik.com/blog/gpt-5-3-instant-cover.png)

LLM Engineering • Mar 4, 2026

### OpenAI GPT-5.3 Instant: 26.8% Fewer Hallucinations, Reduced Refusals, and Better Web Answers

GPT-5.3 Instant brings 26.8% fewer hallucinations, fewer needless refusals, and better web-sourced answers — what changed and why it matters for devs.

10 min read

Read more →](https://umesh-malik.com/blog/openai-gpt-5-3-instant-fewer-refusals-better-answers)

 [![A glowing AI brain being extracted through a network of fraudulent connections representing the massive distillation attack on Claude](https://umesh-malik.com/blog/distillation-attacks-cover.png)

AI Security • Feb 24, 2026

### AI Model Distillation: Inside the $100M Claude Heist

Anthropic exposes an AI model distillation attack by DeepSeek, Moonshot, and MiniMax: 16 million exchanges, 24,000 fake accounts. The forensic breakdown.

33 min read

Read more →](https://umesh-malik.com/blog/anthropic-detecting-preventing-distillation-attacks)