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## Use of LLM assistance
LLMs may be used in a limited capacity during the development of PANIC, mostly for brainstorming, documentation, review ideas, and exploring possible implementation approaches.
Large language models may be used in a limited capacity during the development of PANIC, mainly for brainstorming, documentation drafts, code review ideas, naming, structure discussions, and exploring implementation approaches.
Any LLM-assisted output should be reviewed, tested, and understood before being included. PANIC is intended to be readable, inspectable, and built from first principles, so LLM assistance is treated as a tool for support rather than a source of authority.
LLM-generated suggestions are not treated as authoritative. Code, algorithms, numerical methods, and design decisions should be reviewed, tested, and understood before being included in the project.
The goal of PANIC is to build a readable and inspectable numerical codebase. Any use of LLM assistance should support that goal, not replace understanding, verification, or careful implementation.