Claude users frustrated by confusing usage and billing cycle changes
Anthropic's usage rules may be technically defensible, but recent confusion around limit behaviour and weekly resets is becoming a trust problem for Claude users.
Independent. Experience-driven. Practical.
AI Intelligence.
No Hype. No Agenda.
Research, analysis, and practical guidance from someone who has worked in technology for over 30 years — from BBS sysop to AI practitioner. Experience that predates the current hype cycle by decades.
Background
Who is behind this site?
An independent researcher and engineer with over 30 years in IT. Career spanning BBS systems, early network infrastructure, enterprise automation, and now deep engagement with AI systems in production environments.
No vendor partnerships. No investment positions. No marketing agenda. Someone who has seen enough technology cycles to recognise the difference between genuine capability and well-funded narrative.
// Practical insights. Honest assessments. Documented experience.
Full background →30+
Years in IT
From BBS to AI
AI/ML
Focus
LLMs, inference, automation
Practical
Approach
Production-first
None
Affiliations
No vendors or sponsors
Latest
AI News
Original
Research
From Prompt to Playable Evaluating AI Generated Browser Games
An independent April 2026 benchmark comparing Claude Code, Cursor, and OpenAI Codex after asking each to create a complete browser arcade game.
Practical
How To Guides
Getting Started with the Claude API
A no-fluff walkthrough of calling Claude's API for the first time — authentication, basic completions, streaming, and patterns for production use. Python and TypeScript.
Building a Basic RAG Pipeline in Python
A complete walkthrough — document loading, chunking, embedding, vector retrieval, and generation — with real, runnable Python code.