Kushagra Sharma's Blog Posts

Kushagra Sharma

Kushagra Sharma is a Product Manager at Cisco working on AIOps products that help teams operate complex systems with intelligence and scale. He focuses on translating customer problems into practical, data-driven solutions at the intersection of AI, reliability, and software platforms. Passionate about clear thinking and strong product craft, Kushagra writes to share insights on technology, product strategy, and building systems that actually work in the real world.

AI Accuracy Explained and How to Improve It
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8 Minute Read

AI Accuracy Explained and How to Improve It

Measure and improve AI accuracy by distinguishing between classification metrics, generative faithfulness, and agentic trajectory completion.
Best Practices for AI Model Validation in Machine Learning
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5 Minute Read

Best Practices for AI Model Validation in Machine Learning

Learn how to validate AI models across the full lifecycle. From development evals to runtime guardrails, close the gap between benchmarks and production behavior.
The AI Production Readiness Checklist: Infrastructure Requirements for Enterprise AI
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9 MINUTE READ

The AI Production Readiness Checklist: Infrastructure Requirements for Enterprise AI

Enterprise AI requires core components—including data pipelines, security, and observability—to successfully move agentic applications from demo to production.
What Is Context Engineering?
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7 Minute Read

What Is Context Engineering?

Understand context engineering as a systematic discipline for curating agent inputs to improve reliability, reduce costs, and optimize performance.
How To Build Deep Research Agents With GPT-5.6 and Evals
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6 Minute Read

How To Build Deep Research Agents With GPT-5.6 and Evals

Build a deep research agent with plan-and-execute in LangGraph, GPT-5.6, and Tavily. Plus span-level evals that catch planning and retrieval failures.
What We Learned Building Agentic SOCs at the Toughest Live Events
Security
5 Minute Read

What We Learned Building Agentic SOCs at the Toughest Live Events

Announcing the revised Event Agentic SOC Reference Architecture & Operations Guide.