Novice · 5 min read
Understand AI context and costs
Learn what conversation context and tokens mean, then keep useful facts while trimming irrelevant material.
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Understand your models
Learn about model choice, abliteration, conversation context and the cost of a request.
Novice · 6 min read
Choose a Ruthless model by trying a task you understand
Compare available models on the same small task, judge facts and usefulness, and understand why a newer or less restrictive model is not automatically better.
Read with RuthlessIntermediate · 5 min read
Compare standard and abliterated models on the same task
Choose models using your own acceptance checks, response times and confirmed costs.
Read with RuthlessSenior developer · 5 min read
Evaluate models on your own codebase
Use representative fixtures, held-out failures and measured engineering outcomes.
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