A pseudo-random number generator, in short PRNG, plays a pivotal part in different spaces such as cryptography, information science, and stochastic recreations. This paper presents a novel approach to upgrading information security through the era of pseudo-random twofold arrangements, i.e., pseudo-random binary sequence utilizes a calculation based on a chaotic system. The related work segment talks about the advancement of pseudo-random generator, with a focus on later progressions of pseudo-random number generator. This paper proposes a method for pseudo-random number generator usage, including the transformation of a unique picture into double code and consequent era of pseudo-random binary sequence. Key steps incorporate calculation determination, usage of subtle elements, sifting forms, and test setup. The efficacy of the proposed approach in creating pseudo-random binary sequences from test pictures is discussed. Moreover, bits of knowledge are given into the relationship between input information length and the length of produced groupings, emphasizing the significance of utilizing different input sources to protect information confidentiality. Overall, this research contributes to the field of information security by presenting a novel approach to pseudo-random number generator usage, leveraging chaotic frameworks to improve haphazardness and privacy in produced arrangements. Future work may investigate, assist optimizations and applications of the proposed strategy in different spaces requiring vigorous information encryption and assurance.