When Claude Skills Need Determinism, Use Skillflows

The article analyzes Claude's natural‑language SKILL.md approach, highlights its flexibility and nondeterminism, and explains how adding a declarative skillflow.json graph enforces deterministic execution, auditability, lower token cost, and better consistency for high‑frequency, compliance‑critical tasks.

ClaudeLLM agentsSkillflows

0 likes · 11 min read

When Claude Skills Need Determinism, Use Skillflows

ZhiKe AI

Apr 30, 2026 · R&D Management

Why Martin Fowler Says Determinism Is Over in Software Engineering

Martin Fowler argues that software engineering has moved from a deterministic world to a nondeterministic one driven by LLMs, outlining how this paradigm shift reshapes development practices, introduces new risks, and demands a harness‑based engineering approach to manage uncertainty.

AI EngineeringHarness EngineeringMartin Fowler

0 likes · 15 min read

Why Martin Fowler Says Determinism Is Over in Software Engineering

Model Perspective

Dec 5, 2023 · Fundamentals

Predicting the Future: How Randomness, Determinism, and Math Interact

This article examines whether the world is governed by chance or necessity, discussing quantum uncertainty, classical determinism, the dual role of knowledge, and how mathematics, probability, AI, and big‑data analytics together shape our ability to understand and forecast complex systems.

Artificial IntelligenceBig Datadeterminism

0 likes · 5 min read

Predicting the Future: How Randomness, Determinism, and Math Interact