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AI Agent Insights & Product Thinking

Long-form thinking on AI Agents, automation, and building high quality, scalable software.

Featured reading

AI consistency10 April 20267 min read

Why AI Agents Give Inconsistent Results

AI agent inconsistency has five specific causes - from sampling randomness to prompt drift. Learn why it happens and how to avoid it as much as possible..

Inconsistency is not an inherent AI limitation. It is a solvable architecture problem.

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Comparison

Looking For OpenClaw For Business?

OpenClaw is a powerful personal AI assistant. Praxis Agents is the version built for business teams, with approvals, audit trails, and enterprise-safe execution.

Commercial model

Buy AI Agents as Capacity, Not Seats

Seat-based software charges for access. Praxis Agents are closer to shared operating capacity: one system that helps the team execute, retain context, and scale without per-seat pricing.

Production software

An AI Demo Is Not a Ready to Use System

An AI-built prototype helps shape ideas. Production software scales the solution to real business needs. See the hidden systems real software needs behind the scenes.

Terminology

'Claude' Can Mean Four Different Things

Claude App, Claude Code, Claude Cowork, and Claude models are all Anthropic's products, but they are not the same thing. When should you use which one?

Deployment model

Why Praxis Agents Are Not SaaS

No shared platform. No vendor lock-in. Praxis Agents are part of a dedicated AI system, deployed for you, under your control.