AI-Engineering · 2026-03-17

From Developer to AI Agent Engineer — A Practical Roadmap

The developer role is changing fast. This post shares a 5-level roadmap for transitioning from traditional coding to AI-augmented engineering, with real workflows and skills to develop.

1645 words · 8 minutes

Create Skills (slash commands), understand how SubAgents work internally, deploy Agent Teams for parallel work. Detailed comparison of SubAgents vs Agent Teams. .NET/React examples.

12 minutes · #ai#claude-code#llm
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How the MCP protocol works, practical MCP server setup for .NET/React teams, detailed GitHub integration, and the Stacked PRs workflow with Claude Code. Token cost analysis included.

9 minutes · #ai#claude-code#llm
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Deep dive into the built-in Tools system, Permission system, and Hooks — how to create automated quality gates for lint, build, test. Exit codes, feedback loops, and .NET/React examples.

10 minutes · #ai#claude-code#llm
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How the context window works, 3-level CLAUDE.md, cross-session Memory, every Command you need to know, and when to use which mode (Plan, Fast, Headless). With .NET/React examples.

12 minutes · #ai#claude-code#llm
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The 5 Levels of AI Agent framework: from Basic Responder to Autonomous Pattern. GenAI vs Agentic AI. Agent Harness & Harness Engineering. Agentic Loop, SDLC → ADLC.

17 minutes · #ai#claude-code#llm
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Use NetArchTest to automatically enforce architectural rules, ensuring layers do not violate dependency rules in Clean Architecture.

4 minutes · #csharp#dotnet#software-architecture
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A practical guide to Microsoft.FeatureManagement in .NET: from simple toggles, user targeting, A/B testing with Variants, to advanced patterns like MediatR pipelines and Variant-based DI.

6 minutes · #csharp#dotnet#feature-flags
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Saga, Outbox, Idempotent Consumer, Circuit Breaker, Correlation ID… Instead of memorizing a glossary, follow one order request through a microservices system to see where each term lives and what problem it solves. With the matching .NET tools.

11 minutes · #microservices#system-design#dotnet
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Global Error Handling in ASP.NET Core Web API

Global Error Handling in ASP.NET Core Web API

5 minutes · #csharp#dotnet#aspnetcore
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