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Archive

How Policy Guidance Improved Spec Fidelity in an AI Coding Workflow: An Applied Case Study

Apr 11, 2026

•

2 min read

How Policy Guidance Improved Spec Fidelity in an AI Coding Workflow: An Applied Case Study

A case study comparing baseline prompting, embedded policy context, and retrieval-based policy guidance in an AI-assisted coding workflow using NVIDIA NIM.

Nnenna Ndukwe
Nnenna Ndukwe

software architecture

Frameworks Are Multipliers, Not the Default

Apr 5, 2026

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11 min read

Frameworks Are Multipliers, Not the Default

Why I chose Jinja over a frontend framework for my policy enforcement AI coding engine

Nnenna Ndukwe
Nnenna Ndukwe

software engineering

+3

Field Notes in Agentic Engineering: Not Every AI Problem Is a Tool Problem

Mar 22, 2026

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10 min read

Field Notes in Agentic Engineering: Not Every AI Problem Is a Tool Problem

What conversations with professional software engineers reveal about people, process, and messy systems they begrudgingly work with.

Nnenna Ndukwe
Nnenna Ndukwe

software engineering

+2

Field Notes in Agentic Engineering: SDLC Traceability is an Unsolved Problem

Mar 14, 2026

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6 min read

Field Notes in Agentic Engineering: SDLC Traceability is an Unsolved Problem

Inside the SDLC traceability gap I kept hearing about at DevNexus

Nnenna Ndukwe
Nnenna Ndukwe
"More Tokens" Isn't Engineering Doctrine

Mar 11, 2026

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6 min read

"More Tokens" Isn't Engineering Doctrine

Nnenna Ndukwe
Nnenna Ndukwe

software engineering

+2

Field Notes in Agentic Engineering: What Enterprise Teams Shared With Me

Mar 8, 2026

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7 min read

Field Notes in Agentic Engineering: What Enterprise Teams Shared With Me

What I heard from enterprise engineers at DevNexus about speed, standards, and software integrity.

Nnenna Ndukwe
Nnenna Ndukwe

software engineering

+1

How to Preserve Understanding When AI 10x's Your Code Output

Jan 4, 2026

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11 min read

How to Preserve Understanding When AI 10x's Your Code Output

Nnenna Ndukwe
Nnenna Ndukwe

LLM

+2

AI Security Resources for Developers

Oct 22, 2025

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16 min read

AI Security Resources for Developers

A Comprehensive Guide to Red Teaming LLM-Integrated Applications

Nnenna Ndukwe
Nnenna Ndukwe

software engineering

+2

Platform Engineers Are Building the AI-Native Enterprise (Full Breakdown)

Oct 5, 2025

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13 min read

Platform Engineers Are Building the AI-Native Enterprise (Full Breakdown)

The AI Transformation Few are Talking About: How Platform Teams Are Turning AI Noise Into Real Organizational Advantage—Backed by Data, Experience, and the DORA Report

Nnenna Ndukwe
Nnenna Ndukwe

software engineering

+1

What is Viable Coding?

Sep 28, 2025

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11 min read

What is Viable Coding?

The Practice That's Saving Enterprise Development Teams From AI Chaos

Nnenna Ndukwe
Nnenna Ndukwe

software engineering

+2

Chasing AI-Native Software Development

Aug 14, 2025

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7 min read

Chasing AI-Native Software Development

How I'm Helping Enterprise Software Developers Shift from Vibe Coding to Viable Coding

Nnenna Ndukwe
Nnenna Ndukwe

software engineering

+1

How to Choose AI Developer Tools That Improve Team Productivity

Jul 14, 2025

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8 min read

How to Choose AI Developer Tools That Improve Team Productivity

Stop Buying AI Tools Based on Feature Lists: A Framework for Workflow-Native Evaluation

Nnenna Ndukwe
Nnenna Ndukwe
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