Waqas Ahmad — Software Architect & Technical Consultant - Available USA, Europe, Global

Waqas Ahmad — Software Architect & Technical Consultant

Specializing in

Distributed Systems

.NET ArchitectureCloud-Native ArchitectureAzure Cloud EngineeringAPI ArchitectureMicroservices ArchitectureEvent-Driven ArchitectureDatabase Design & Optimization

👋 Hi, I'm Waqas — a Software Architect and Technical Consultant specializing in .NET, Azure, microservices, and API-first system design..
I help companies build reliable, maintainable, and high-performance backend platforms that scale.

Experienced across engineering ecosystems shaped by Microsoft, the Cloud Native Computing Foundation, and the Apache Software Foundation.

Available for remote consulting (USA, Europe, Global) — flexible across EST, PST, GMT & CET.
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Hallucination

Definition

AI invents APIs or facts; verify generated code.

As defined in the knowledge graph

  • AI invents wrong things; developers want less. — From: What Developers Actually Want From AI Assistants
  • AI invents APIs or facts; still happens. — From: Where AI Still Fails in Real-World Software Development

Related concepts

Concepts linked in the knowledge graph:

RiskVerification

Articles mentioning this concept

Deep dives and guides that cover this topic:

The Trade-Offs of Relying on AI for Code GenerationWhat Developers Actually Want From AI AssistantsWhere AI Still Fails in Real-World Software Development