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Artificial Intelligence Concepts

How to Reduce AI Agent Latency: Proven Architecture Patterns & Metrics to Make Gen AI Faster

Feb 3, 2026

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7 min read

How to Reduce AI Agent Latency: Proven Architecture Patterns & Metrics to Make Gen AI Faster

Learn proven architecture patterns to reduce AI agent latency and metrics such as TTFT, P95 Latency, E2E Latency. Optimize the prompts, parallel workflows, and caching for faster AI responses.

Ashima Malik

System Design & Case Studies

How to Reduce Latency in AI Agents: A Jira JQL Optimization Case Study

Feb 3, 2026

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4 min read

How to Reduce Latency in AI Agents: A Jira JQL Optimization Case Study

Scaling Agentic Workflows with Redis, FastAPI Async, and Parallel Execution

Ashima Malik

Artificial Intelligence Concepts

AI Prompt Engineering for Product Managers: From Basics to Advanced

Jan 27, 2026

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10 min read

AI Prompt Engineering for Product Managers: From Basics to Advanced

Advanced AI Prompts Every PM Needs to Master in 2026 - Learn how to craft, evaluate, and optimize prompts to control AI behavior, maximize usefulness, and ensure alignment with product and business goals.

Ashima Malik

Artificial Intelligence Concepts

From Metrics to Insights: Building Reliable AI Eval Processes

Jan 25, 2026

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5 min read

From Metrics to Insights: Building Reliable AI Eval Processes

Explore how PMs can manage stochastic outputs, collect high-quality labels, and integrate offline and online evaluations to ensure AI delivers value and trust.

Ashima Malik

Artificial Intelligence Concepts

Designing & Implementing AI Evals: A Practical Guide for PMs

Jan 24, 2026

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4 min read

Designing & Implementing AI Evals: A Practical Guide for PMs

Turn metrics into measurable product impact with repeatable workflows, frameworks, and tooling to systematically evaluate and improve AI models.

Ashima Malik

Artificial Intelligence Concepts

Jan 23, 2026

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11 min read

Different types of Evaluation Metrics

From Vibes to Verifiable Metrics: Navigating AI Evaluation Methods

Ashima Malik

Artificial Intelligence Concepts

AI Evals- Understand and writing them, must have skills for AI PMs

Jan 22, 2026

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7 min read

AI Evals- Understand and writing them, must have skills for AI PMs

Learn to Design, Write, and Leverage AI Model Evaluations to Drive Product Decisions and Ensure Reliable, Safe, and User-Centric AI

Ashima Malik

Artificial Intelligence Concepts

RAG Evaluation Metrics and Tools Explained

Jan 8, 2026

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12 min read

RAG Evaluation Metrics and Tools Explained

Evaluating a Retrieval-Augmented Generation (RAG) system goes beyond just generating answers. In this article, we break down all essential RAG evaluation metrics—from nDCG, BLEU, and ROUGE to precision, recall, coverage, and human evaluation. With simple examples and practical explanations, you’ll learn how to measure relevance, accuracy, efficiency, consistency, and user satisfaction in your RAG pipelines, ensuring your AI delivers reliable, high-quality answers every time.

Ashima Malik

Artificial Intelligence Concepts

Ultimate Guide to RAG: 25 Retrieval-Augmented Generation Techniques for AI

Jan 7, 2026

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7 min read

Ultimate Guide to RAG: 25 Retrieval-Augmented Generation Techniques for AI

25 Advanced RAG Techniques Everyone Should Know

Ashima Malik

Artificial Intelligence Concepts

Retrieval-Augmented Generation (RAG): A Product Manager’s Guide

Jan 7, 2026

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15 min read

Retrieval-Augmented Generation (RAG): A Product Manager’s Guide

From Simple RAG to Advanced Retrieval Architectures

Ashima Malik

Artificial Intelligence Concepts

AI Agents Advanced - Interview Preparation Part 4

Dec 3, 2025

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11 min read

AI Agents Advanced - Interview Preparation Part 4

Master 20 Advanced AI Interview Questions: Expert Insights on AI Agents, Responsible AI, and Leadership in AI System Design

Ashima Malik

Artificial Intelligence Concepts

MLOps and Production Systems for AI Agents - Interview Preparation Part 3

Dec 3, 2025

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30 min read

MLOps and Production Systems for AI Agents - Interview Preparation Part 3

Master 40 AI & LLMOps Interview Questions: Assess Your Skills in Designing, Scaling, and Operating End-to-End Autonomous AI Agent Solutions

Ashima Malik

Artificial Intelligence Concepts

Dec 3, 2025

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22 min read

AI Agents- Interview Preparation Part 2

Master 30 interview questions to assess your ability to design and scale a complete end-to-end AI solution, focusing on Agent-specific components

Ashima Malik

Artificial Intelligence Concepts

AI Model Evaluation & Robustness - Interview Preparation Part 1

Dec 3, 2025

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18 min read

AI Model Evaluation & Robustness - Interview Preparation Part 1

Interview questions to prepare for AI Model Evaluation- everything you should know

Ashima Malik

Artificial Intelligence Concepts

Dec 3, 2025

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8 min read

Pydantic AI Tutorial

From Simple to Advanced - you should know to build AI Agents

Ashima Malik

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Master the Technical AI Jargon; Build Practical Product Roadmaps

Start Your Journey!

How to Reduce AI Agent Latency: Proven Architecture Patterns & Metrics to Make Gen AI Faster

How to Reduce Latency in AI Agents: A Jira JQL Optimization Case Study

AI Prompt Engineering for Product Managers: From Basics to Advanced

From Metrics to Insights: Building Reliable AI Eval Processes

Designing & Implementing AI Evals: A Practical Guide for PMs

Different types of Evaluation Metrics

AI Evals- Understand and writing them, must have skills for AI PMs

RAG Evaluation Metrics and Tools Explained

Ultimate Guide to RAG: 25 Retrieval-Augmented Generation Techniques for AI

Retrieval-Augmented Generation (RAG): A Product Manager’s Guide

AI Agents Advanced - Interview Preparation Part 4

MLOps and Production Systems for AI Agents - Interview Preparation Part 3

AI Agents- Interview Preparation Part 2

AI Model Evaluation & Robustness - Interview Preparation Part 1

Pydantic AI Tutorial

How we serve Our Audience For AI PMs, Founders, and Leaders:

AI SKILLS HUB Newsletter | #1 Stop Solution for AI & Product

AI PM Insider: Product Management & Technical Frameworks for AI Professionals

How we serve Our Audience

For AI PMs, Founders, and Leaders: