- In short
- Deterministic calculations with a single formula-derivable answer belong in code, not a model call. Live state owned by another system, such as balances, inventory, or order status, belongs behind a tool call, not inside the model's reasoning. Work requiring guaranteed, auditable repeatability belongs in deterministic code even if a model could approximate the same output. Recognising these cases early prevents building a probabilistic solution to a deterministic problem.
Full concept guide coming soon
We are building the in-depth, exam-aligned guide for this knowledge point. In the meantime, explore the prerequisites and related concepts below, watch the official Anthropic Academy lessons, and start an adaptive study session to master it with Archie.
Watch and learn
Official Anthropic Academy lessons first, then hand-picked walkthroughs. Videos load only when you press play.
No videos curated for this concept yet
We are still curating the best official and community videos for this topic.
References & primary sources
Adaptive study
Master this concept with Archie
Practice it inside an adaptive study session. Archie, your Socratic AI tutor, tracks your mastery with Bayesian Knowledge Tracing and schedules the perfect next review.