crewAI

  1. Unveiling the Power of CrewAI: A Tale of Two Models in Web Content Extraction

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Data Visualization Notes

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Weber’s Law Kahneman's Thinking Stephen Few’s Perception - 3 Gestalt Principles - 6 Tufte’s Principles - 7 Munzner's Rules of Thumb - 6 L01 Introduction Definition of Visualization: Computer-based visualization systems provide visual representations of datasets to enhance task effectiveness. Purpose of Visualization: Augment human capabilities rather than replace decision-making with automated systems. Useful when fully automatic solutions are either unavailable or not trusted. Helps in exploratory analysis, presentation of known results, requirement assessment, and verification of automatic solutions. Role of External Representations: Replace cognitive processing with perceptual processing. Visual representations take advantage of the high-bandwidth human visual system, which processes information in parallel and pre-attentively. High-bandwidth channel to the brain, providing an overview with background processing. Vision supports simultaneous perceptio...
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Exploring MemGPT: Enhancing Conversational AI with Extended Memory

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In my quest to delve deeper into the realm of Conversational AI, I recently embarked on an exciting journey with MemGPT . Designed to intelligently manage memory tiers when using Large Language Models (LLMs), MemGPT aims to extend the context window for more effective and dynamic conversations. However, my experience was not without its challenges. Armed with the Mistral-7b-instruct-v0.2.Q4_K_S model, I eagerly engaged with MemGPT, feeding it information about myself and eagerly anticipating seamless interactions. The initial results were promising; MemGPT remembered my name even after closing and reopening the chat session, hinting at its potential to retain critical information across interactions. (memgpt) PS C:\Users\Admin\Downloads\AI\memgpt> memgpt run --model-endpoint http://localhost:1234 --model-endpoint-type lmstudio Loading config from C:\Users\Admin\.memgpt\config ? Would you like to select an existing agent? Yes ? Select agent: agent_11 🔁 Using existing agent agent_...
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Leveraging Existing Security Controls: Strengthening Frameworks and Languages

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In the dynamic landscape of cybersecurity, developers are continually challenged to fortify their applications against an array of threats. One strategy gaining traction is the reuse of existing security controls within frameworks or programming languages. This approach not only enhances the security posture but also streamlines the development process by leveraging established solutions. Let’s delve into the significance and benefits of this practice. Enhancing Security Posture Incorporating existing security controls bolsters the defense mechanisms of applications from various vulnerabilities. Frameworks and languages often provide built-in functionalities to mitigate common security risks such as injection attacks, cross-site scripting (XSS), and authentication flaws. By tapping into these pre-existing defenses, developers can erect robust barriers against potential exploits without reinventing the wheel. Streamlining Development Efforts Reusing security controls within framewor...
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