# AI Agent Insights & Product Thinking

Canonical HTML: https://www.praxis-agents.ai/articles

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

## Featured reading

### Building the Operating Intelligence Layer

Founder note

9 June 2026

3 min read

Why businesses should own their Operating Intelligence Layer, not outsource the translation of business context into action to external tech companies.

I believe companies should own their Operating Intelligence Layer, not outsource it.

[Read article](/articles/operating-intelligence-layer.md)

### What Is Context Rot? Why AI Agents Lose the Thread

Context rot

15 April 2026

6 min read

Context rot is what happens when long AI runs get cluttered with old outputs and process noise. Learn why it matters and how Praxis keeps agents on track.

Longer AI workflows should create leverage, not more drift. Context rot is the hidden reason they often do.

[Read article](/articles/context-rot.md)

## All articles

### Why AI Agents Give Inconsistent Results

AI consistency

10 April 2026

7 min read

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.

[Read](/articles/why-ai-agents-inconsistent.md)

### Looking For OpenClaw For Business?

Comparison

6 April 2026

7 min read

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

[Read](/articles/openclaw-for-business.md)

### Buy AI Agents as Capacity, Not Seats

Commercial model

3 April 2026

5 min read

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.

[Read](/articles/capacity-not-seats.md)

### An AI Demo Is Not a Ready to Use System

Production software

2 April 2026

6 min read

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.

[Read](/articles/beyond-the-ai-prototype.md)

### 'Claude' Can Mean Four Different Things

Terminology

2 April 2026

5 min read

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?

[Read](/articles/claude-explained.md)

### Why Praxis Agents Are Not SaaS

Deployment model

31 March 2026

4 min read

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

[Read](/articles/why-not-saas.md)