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AI Product Manager 101 (2025): A Practical, Lesson-Based Guide to Building With LLMs
I explain the role, evaluation playbook, context engineering, vibe coding, and the tools that make AI PMs effective in 2025.
Sep 15
•
Nilesh Barla
40
Why LLM Evals Are Every Product Manager's Secret Weapon
Product builders who poccesses user-centric mindset will write better evals and ship products confidently.
Sep 12
•
Nilesh Barla
35
Essential AI Glossary for Product Leaders
A comprehensive list of AI jargon that product leader should know.
Sep 10
•
Nilesh Barla
83
LLM-as-a-Judge
A brief research note on LLM-as-a-judge including best practices.
Sep 8
•
Nilesh Barla
130
The AI Agent Evaluation Crisis and How to Fix It
Evidence-based evaluation strategies that go beyond traditional AI metrics to ensure safety and reliability at scale.
Sep 3
•
Nilesh Barla
74
August 2025
From Artifacts to Organisms: Supercharging Development with Claude Code's Agentic Context Engineering
Agentic tools like Claude Code allows to you enhance your product through constant interaction and feedbacks. These interactions are developed through…
Aug 29
•
Nilesh Barla
155
How Product Leaders Can Use GenAI Tools for Faster Prototyping
A small survey on image GenAI tools for brainstorming and developing quick mockups.
Aug 27
•
Nilesh Barla
125
Agentic AI Workflow for Product Builders
A brief case study on agentic AI workflows for building great products.
Aug 25
•
Nilesh Barla
133
Claude 4 Models for Product Teams: Sonnet vs Opus Comparison Guide
A small study on the Claude Opus 4.1 and Claude Sonnet 4 to help you select the appropriate model for your use case.
Aug 22
•
Nilesh Barla
115
3 Best Practices That Transform Product Development with Claude Code
Sharing my first-hand experience from using Claude Code as my daily driver.
Aug 20
•
Nilesh Barla
134
Claude Code for Productivity Workflow
Normalizing the use of no UI and a terminal-based tool.
Aug 18
•
Nilesh Barla
165
2
Comparing GPT-5, Claude Opus 4.1, Gemini 2.5, and Grok-4
A practical comparison of major LLMs for builders
Aug 15
•
Nilesh Barla
132
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