Deterministic Triggering — Why I Program Instead of Prompt

My LinkedIn tagline is “Deterministic triggering!” — a deliberate stance in the age of AI-generated everything.

The Problem with Probabilistic

When you prompt an LLM, you get probabilistic output. Run the same prompt twice, get different results. That’s fine for exploration. It’s terrible for production systems.

Deterministic by Default

I build systems where the behavior is predictable, testable, and debuggable. AI agents are tools in that system — not the system itself. The orchestration is deterministic. The individual agent calls may be probabilistic, but the workflow is not.

ADLC in Practice

The Agentic Development Lifecycle isn’t about replacing developers with AI. It’s about building governance, cost predictability, and security controls into systems that use AI. The future of software engineering is delegated, not generated.