Token optimization is critical for designing precise prompts. A Python framework can be designed to accept an English prompt as input, analyse it, remove duplicate or low-value content, and return a ...

Python libraries that replace hundreds of lines of custom code. LiteLLM, Instructor, Tenacity, and 5 more I use in every agent.

Implementation of optimization algorithms from scratch, divided into three main parts: linear programming, unconstrained nonlinear optimization, and constrained nonlinear optimization. Comparison of ...

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