Matching token prices do not mean matching costs
Matching input and output base rates do not make two AI models equally expensive. Compare context tiers, caching, effort, retries, and cost per accepted result.
Fluent AI
Claude
What actually shipped in AI tools this summer
A working leader's changelog for June to September 2026 — what changed in Cursor, Claude and ChatGPT, what it means if you run a team, and the parts worth ignoring.
Intermediate AI
A million tokens of context, and why retrieval still matters
A large context window can help with whole-document work, but input limits, long-context prices, permissions, and retrieval quality still need attention.
Fluent AI
A model’s cutoff is not a freshness guarantee
A training cutoff is a warning about built-in knowledge, not a guarantee about every answer. Use current sources and check both the facts and the conclusion.
Beginner AI
The effort dial, and when it is worth paying for
Reasoning effort changes the cost, latency, and behavior of supported models. Test settings per task and keep validation and human review where needed.
Fluent AI
Prompt caching, for people who pay the bill
Prompt caching can reduce repeated input charges. Check eligible prefixes, writes, expiration, and measured reuse before estimating what it will save.
Intermediate AI
Ten prompt habits worth testing
Review ten common prompt habits through controlled comparisons. Keep useful roles, examples, and constraints, and remove instructions that fail to earn their place.
Beginner AI
How to get a straight answer out of a chatbot
Clear requests can improve AI answers, but do not eliminate errors. Six habits for defining the task, supplying evidence and checking what comes back.
Beginner AI
Three different things are called Projects
Claude, ChatGPT and Cursor all have a feature called Projects. They solve different problems, and assuming they are equivalent is how teams end up with the wrong one.
Beginner AI
The file every AI tool should read first
Project instructions can make AI coding work easier to review. What belongs in them, how loading differs between tools, and where real controls are still needed.
Intermediate AI