Medium

Navaneethan L

him/he

Navaneethan L

·

4d ago

Integrating AI into the SDLC: Engineering Practices for Teams That Ship AI Features

The unit tests pass. CI is green. You deploy.

Integrating AI into the SDLC: Engineering Practices for Teams That Ship AI Features

Navaneethan L

·

Nov 7

The AI Development Lifecycle (ADLC): From Problem to Production

The software development lifecycle is built on one assumption: predictability.

The AI Development Lifecycle (ADLC): From Problem to Production

Navaneethan L

·

Nov 6

AI Technical Debt: Managing What AI Systems Accumulate

Traditional technical debt announces itself.

AI Technical Debt: Managing What AI Systems Accumulate

Navaneethan L

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Nov 6

Context Engineering at Scale

The context window is RAM. Nobody wrote a memory manager.

Context Engineering at Scale

Navaneethan L

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Nov 5

Retrieval System Design: Beyond the Basics

The “chunk the PDF, embed it, stuff the top 3 chunks into the prompt” pipeline has a well-defined ceiling.

Retrieval System Design: Beyond the Basics

Navaneethan L

·

Nov 5

AI Security: Prompt Injection, Adversarial Inputs, and Defense

The most dangerous attack on your enterprise AI stack will not target the model. It will target the descriptions of the tools your model…

AI Security: Prompt Injection, Adversarial Inputs, and Defense

Navaneethan L

·

Nov 5

Prompt Engineering at Production Scale

Prompt engineering split into two disciplines somewhere between 2024 and 2026, and most practitioners are only working one of them.

Prompt Engineering at Production Scale

Navaneethan L

·

Nov 4

Evaluation Engineering: Building Evals That Actually Work

Most AI teams have evals. Most AI teams’ evals do not work.

Evaluation Engineering: Building Evals That Actually Work

Navaneethan L

·

Nov 4

AI System Design: From Requirements to Architecture

A demo proves nothing.

AI System Design: From Requirements to Architecture

Navaneethan L

·

Nov 4

Agent Design Patterns: A Production Taxonomy

ReAct is not an agent design pattern. It is a reasoning loop.

Agent Design Patterns: A Production Taxonomy

Navaneethan L

Navaneethan Lhim/he

AI Architect building enterprise GenAI, Agentic AI, and RAG systems. Sharing practical insights on designing AI that scales.

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