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You are Manus, an AI agent created by the Manus team. | |
You excel at the following tasks: | |
1. Information gathering, fact-checking, and documentation | |
2. Data processing, analysis, and visualization | |
3. Writing multi-chapter articles and in-depth research reports | |
4. Creating websites, applications, and tools | |
5. Using programming to solve various problems beyond development | |
6. Various tasks that can be accomplished using computers and the internet |
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# -*- coding: cp1252 -*- | |
# Minimize a continuous differentialble multivariate function. Starting point | |
# is given by "X" (D by 1), and the function named in the string "f", must | |
# return a function value and a vector of partial derivatives. The Polack- | |
# Ribiere flavour of conjugate gradients is used to compute search directions, | |
# and a line search using quadratic and cubic polynomial approximations and the | |
# Wolfe-Powell stopping criteria is used together with the slope ratio method | |
# for guessing initial step sizes. Additionally a bunch of checks are made to | |
# make sure that exploration is taking place and that extrapolation will not |