The Developer's Playbook for Large Language Model Security

The Developer's Playbook for Large Language Model Security
Author: Steve Wilson
Publisher: "O'Reilly Media, Inc."
Total Pages: 200
Release: 2024-09-03
Genre: Computers
ISBN: 109816217X

Large language models (LLMs) are not just shaping the trajectory of AI, they're also unveiling a new era of security challenges. This practical book takes you straight to the heart of these threats. Author Steve Wilson, chief product officer at Exabeam, focuses exclusively on LLMs, eschewing generalized AI security to delve into the unique characteristics and vulnerabilities inherent in these models. Complete with collective wisdom gained from the creation of the OWASP Top 10 for LLMs list—a feat accomplished by more than 400 industry experts—this guide delivers real-world guidance and practical strategies to help developers and security teams grapple with the realities of LLM applications. Whether you're architecting a new application or adding AI features to an existing one, this book is your go-to resource for mastering the security landscape of the next frontier in AI. You'll learn: Why LLMs present unique security challenges How to navigate the many risk conditions associated with using LLM technology The threat landscape pertaining to LLMs and the critical trust boundaries that must be maintained How to identify the top risks and vulnerabilities associated with LLMs Methods for deploying defenses to protect against attacks on top vulnerabilities Ways to actively manage critical trust boundaries on your systems to ensure secure execution and risk minimization

The Developer's Playbook for Large Language Model Security

The Developer's Playbook for Large Language Model Security
Author: Steve Wilson
Publisher: "O'Reilly Media, Inc."
Total Pages: 197
Release: 2024-09-03
Genre: Computers
ISBN: 1098162161

Large language models (LLMs) are not just shaping the trajectory of AI, they're also unveiling a new era of security challenges. This practical book takes you straight to the heart of these threats. Author Steve Wilson, chief product officer at Exabeam, focuses exclusively on LLMs, eschewing generalized AI security to delve into the unique characteristics and vulnerabilities inherent in these models. Complete with collective wisdom gained from the creation of the OWASP Top 10 for LLMs list—a feat accomplished by more than 400 industry experts—this guide delivers real-world guidance and practical strategies to help developers and security teams grapple with the realities of LLM applications. Whether you're architecting a new application or adding AI features to an existing one, this book is your go-to resource for mastering the security landscape of the next frontier in AI. You'll learn: Why LLMs present unique security challenges How to navigate the many risk conditions associated with using LLM technology The threat landscape pertaining to LLMs and the critical trust boundaries that must be maintained How to identify the top risks and vulnerabilities associated with LLMs Methods for deploying defenses to protect against attacks on top vulnerabilities Ways to actively manage critical trust boundaries on your systems to ensure secure execution and risk minimization

The Cybersecurity Playbook

The Cybersecurity Playbook
Author: Allison Cerra
Publisher: John Wiley & Sons
Total Pages: 230
Release: 2019-09-11
Genre: Business & Economics
ISBN: 1119442192

The real-world guide to defeating hackers and keeping your business secure Many books discuss the technical underpinnings and complex configurations necessary for cybersecurity—but they fail to address the everyday steps that boards, managers, and employees can take to prevent attacks. The Cybersecurity Playbook is the step-by-step guide to protecting your organization from unknown threats and integrating good security habits into everyday business situations. This book provides clear guidance on how to identify weaknesses, assess possible threats, and implement effective policies. Recognizing that an organization’s security is only as strong as its weakest link, this book offers specific strategies for employees at every level. Drawing from her experience as CMO of one of the world’s largest cybersecurity companies, author Allison Cerra incorporates straightforward assessments, adaptable action plans, and many current examples to provide practical recommendations for cybersecurity policies. By demystifying cybersecurity and applying the central concepts to real-world business scenarios, this book will help you: Deploy cybersecurity measures using easy-to-follow methods and proven techniques Develop a practical security plan tailor-made for your specific needs Incorporate vital security practices into your everyday workflow quickly and efficiently The ever-increasing connectivity of modern organizations, and their heavy use of cloud-based solutions present unique challenges: data breaches, malicious software infections, and cyberattacks have become commonplace and costly to organizations worldwide. The Cybersecurity Playbook is the invaluable guide to identifying security gaps, getting buy-in from the top, promoting effective daily security routines, and safeguarding vital resources. Strong cybersecurity is no longer the sole responsibility of IT departments, but that of every executive, manager, and employee.

Artificial Intelligence Programming with Python

Artificial Intelligence Programming with Python
Author: Perry Xiao
Publisher: John Wiley & Sons
Total Pages: 724
Release: 2022-02-21
Genre: Computers
ISBN: 1119820960

A hands-on roadmap to using Python for artificial intelligence programming In Practical Artificial Intelligence Programming with Python: From Zero to Hero, veteran educator and photophysicist Dr. Perry Xiao delivers a thorough introduction to one of the most exciting areas of computer science in modern history. The book demystifies artificial intelligence and teaches readers its fundamentals from scratch in simple and plain language and with illustrative code examples. Divided into three parts, the author explains artificial intelligence generally, machine learning, and deep learning. It tackles a wide variety of useful topics, from classification and regression in machine learning to generative adversarial networks. He also includes: Fulsome introductions to MATLAB, Python, AI, machine learning, and deep learning Expansive discussions on supervised and unsupervised machine learning, as well as semi-supervised learning Practical AI and Python “cheat sheet” quick references This hands-on AI programming guide is perfect for anyone with a basic knowledge of programming—including familiarity with variables, arrays, loops, if-else statements, and file input and output—who seeks to understand foundational concepts in AI and AI development.

The Cybersecurity Playbook for Modern Enterprises

The Cybersecurity Playbook for Modern Enterprises
Author: Jeremy Wittkop
Publisher: Packt Publishing Ltd
Total Pages: 280
Release: 2022-03-10
Genre: Computers
ISBN: 1803237554

Learn how to build a cybersecurity program for a changing world with the help of proven best practices and emerging techniques Key FeaturesUnderstand what happens in an attack and build the proper defenses to secure your organizationDefend against hacking techniques such as social engineering, phishing, and many morePartner with your end user community by building effective security awareness training programsBook Description Security is everyone's responsibility and for any organization, the focus should be to educate their employees about the different types of security attacks and how to ensure that security is not compromised. This cybersecurity book starts by defining the modern security and regulatory landscape, helping you understand the challenges related to human behavior and how attacks take place. You'll then see how to build effective cybersecurity awareness and modern information security programs. Once you've learned about the challenges in securing a modern enterprise, the book will take you through solutions or alternative approaches to overcome those issues and explain the importance of technologies such as cloud access security brokers, identity and access management solutions, and endpoint security platforms. As you advance, you'll discover how automation plays an important role in solving some key challenges and controlling long-term costs while building a maturing program. Toward the end, you'll also find tips and tricks to keep yourself and your loved ones safe from an increasingly dangerous digital world. By the end of this book, you'll have gained a holistic understanding of cybersecurity and how it evolves to meet the challenges of today and tomorrow. What you will learnUnderstand the macro-implications of cyber attacksIdentify malicious users and prevent harm to your organizationFind out how ransomware attacks take placeWork with emerging techniques for improving security profilesExplore identity and access management and endpoint securityGet to grips with building advanced automation modelsBuild effective training programs to protect against hacking techniquesDiscover best practices to help you and your family stay safe onlineWho this book is for This book is for security practitioners, including analysts, engineers, and security leaders, who want to better understand cybersecurity challenges. It is also for beginners who want to get a holistic view of information security to prepare for a career in the cybersecurity field. Business leaders looking to learn about cyber threats and how they can protect their organizations from harm will find this book especially useful. Whether you're a beginner or a seasoned cybersecurity professional, this book has something new for everyone.

Developer Hegemony

Developer Hegemony
Author: Erik Dietrich
Publisher: BlogIntoBook.com
Total Pages: 430
Release:
Genre: Business & Economics
ISBN:

It’s been said that software is eating the planet. The modern economy—the world itself—relies on technology. Demand for the people who can produce it far outweighs the supply. So why do developers occupy largely subordinate roles in the corporate structure? Developer Hegemony explores the past, present, and future of the corporation and what it means for developers. While it outlines problems with the modern corporate structure, it’s ultimately a play-by-play of how to leave the corporate carnival and control your own destiny. And it’s an emboldening, specific vision of what software development looks like in the world of developer hegemony—one where developers band together into partner firms of “efficiencers,” finally able to command the pay, respect, and freedom that’s earned by solving problems no one else can. Developers, if you grow tired of being treated like geeks who can only be trusted to take orders and churn out code, consider this your call to arms. Bring about the autonomous future that’s rightfully yours. It’s time for developer hegemony.

Crafting the InfoSec Playbook

Crafting the InfoSec Playbook
Author: Jeff Bollinger
Publisher: "O'Reilly Media, Inc."
Total Pages: 241
Release: 2015-05-07
Genre: Computers
ISBN: 1491913606

Any good attacker will tell you that expensive security monitoring and prevention tools aren’t enough to keep you secure. This practical book demonstrates a data-centric approach to distilling complex security monitoring, incident response, and threat analysis ideas into their most basic elements. You’ll learn how to develop your own threat intelligence and incident detection strategy, rather than depend on security tools alone. Written by members of Cisco’s Computer Security Incident Response Team, this book shows IT and information security professionals how to create an InfoSec playbook by developing strategy, technique, and architecture. Learn incident response fundamentals—and the importance of getting back to basics Understand threats you face and what you should be protecting Collect, mine, organize, and analyze as many relevant data sources as possible Build your own playbook of repeatable methods for security monitoring and response Learn how to put your plan into action and keep it running smoothly Select the right monitoring and detection tools for your environment Develop queries to help you sort through data and create valuable reports Know what actions to take during the incident response phase

Beyond the Basic Stuff with Python

Beyond the Basic Stuff with Python
Author: Al Sweigart
Publisher: No Starch Press
Total Pages: 385
Release: 2020-12-16
Genre: Computers
ISBN: 1593279663

BRIDGE THE GAP BETWEEN NOVICE AND PROFESSIONAL You've completed a basic Python programming tutorial or finished Al Sweigart's bestseller, Automate the Boring Stuff with Python. What's the next step toward becoming a capable, confident software developer? Welcome to Beyond the Basic Stuff with Python. More than a mere collection of advanced syntax and masterful tips for writing clean code, you'll learn how to advance your Python programming skills by using the command line and other professional tools like code formatters, type checkers, linters, and version control. Sweigart takes you through best practices for setting up your development environment, naming variables, and improving readability, then tackles documentation, organization and performance measurement, as well as object-oriented design and the Big-O algorithm analysis commonly used in coding interviews. The skills you learn will boost your ability to program--not just in Python but in any language. You'll learn: Coding style, and how to use Python's Black auto-formatting tool for cleaner code Common sources of bugs, and how to detect them with static analyzers How to structure the files in your code projects with the Cookiecutter template tool Functional programming techniques like lambda and higher-order functions How to profile the speed of your code with Python's built-in timeit and cProfile modules The computer science behind Big-O algorithm analysis How to make your comments and docstrings informative, and how often to write them How to create classes in object-oriented programming, and why they're used to organize code Toward the end of the book you'll read a detailed source-code breakdown of two classic command-line games, the Tower of Hanoi (a logic puzzle) and Four-in-a-Row (a two-player tile-dropping game), and a breakdown of how their code follows the book's best practices. You'll test your skills by implementing the program yourself. Of course, no single book can make you a professional software developer. But Beyond the Basic Stuff with Python will get you further down that path and make you a better programmer, as you learn to write readable code that's easy to debug and perfectly Pythonic Requirements: Covers Python 3.6 and higher

Security Automation with Ansible 2

Security Automation with Ansible 2
Author: Madhu Akula
Publisher: Packt Publishing Ltd
Total Pages: 359
Release: 2017-12-13
Genre: Computers
ISBN: 1788398726

Automate security-related tasks in a structured, modular fashion using the best open source automation tool available About This Book Leverage the agentless, push-based power of Ansible 2 to automate security tasks Learn to write playbooks that apply security to any part of your system This recipe-based guide will teach you to use Ansible 2 for various use cases such as fraud detection, network security, governance, and more Who This Book Is For If you are a system administrator or a DevOps engineer with responsibility for finding loop holes in your system or application, then this book is for you. It's also useful for security consultants looking to automate their infrastructure's security model. What You Will Learn Use Ansible playbooks, roles, modules, and templating to build generic, testable playbooks Manage Linux and Windows hosts remotely in a repeatable and predictable manner See how to perform security patch management, and security hardening with scheduling and automation Set up AWS Lambda for a serverless automated defense Run continuous security scans against your hosts and automatically fix and harden the gaps Extend Ansible to write your custom modules and use them as part of your already existing security automation programs Perform automation security audit checks for applications using Ansible Manage secrets in Ansible using Ansible Vault In Detail Security automation is one of the most interesting skills to have nowadays. Ansible allows you to write automation procedures once and use them across your entire infrastructure. This book will teach you the best way to use Ansible for seemingly complex tasks by using the various building blocks available and creating solutions that are easy to teach others, store for later, perform version control on, and repeat. We'll start by covering various popular modules and writing simple playbooks to showcase those modules. You'll see how this can be applied over a variety of platforms and operating systems, whether they are Windows/Linux bare metal servers or containers on a cloud platform. Once the bare bones automation is in place, you'll learn how to leverage tools such as Ansible Tower or even Jenkins to create scheduled repeatable processes around security patching, security hardening, compliance reports, monitoring of systems, and so on. Moving on, you'll delve into useful security automation techniques and approaches, and learn how to extend Ansible for enhanced security. While on the way, we will tackle topics like how to manage secrets, how to manage all the playbooks that we will create and how to enable collaboration using Ansible Galaxy. In the final stretch, we'll tackle how to extend the modules of Ansible for our use, and do all the previous tasks in a programmatic manner to get even more powerful automation frameworks and rigs. Style and approach This comprehensive guide will teach you to manage Linux and Windows hosts remotely in a repeatable and predictable manner. The book takes an in-depth approach and helps you understand how to set up complicated stacks of software with codified and easy-to-share best practices.

Designing Secure Software

Designing Secure Software
Author: Loren Kohnfelder
Publisher: No Starch Press
Total Pages: 330
Release: 2021-12-21
Genre: Computers
ISBN: 1718501935

What every software professional should know about security. Designing Secure Software consolidates Loren Kohnfelder’s more than twenty years of experience into a concise, elegant guide to improving the security of technology products. Written for a wide range of software professionals, it emphasizes building security into software design early and involving the entire team in the process. The book begins with a discussion of core concepts like trust, threats, mitigation, secure design patterns, and cryptography. The second part, perhaps this book’s most unique and important contribution to the field, covers the process of designing and reviewing a software design with security considerations in mind. The final section details the most common coding flaws that create vulnerabilities, making copious use of code snippets written in C and Python to illustrate implementation vulnerabilities. You’ll learn how to: • Identify important assets, the attack surface, and the trust boundaries in a system • Evaluate the effectiveness of various threat mitigation candidates • Work with well-known secure coding patterns and libraries • Understand and prevent vulnerabilities like XSS and CSRF, memory flaws, and more • Use security testing to proactively identify vulnerabilities introduced into code • Review a software design for security flaws effectively and without judgment Kohnfelder’s career, spanning decades at Microsoft and Google, introduced numerous software security initiatives, including the co-creation of the STRIDE threat modeling framework used widely today. This book is a modern, pragmatic consolidation of his best practices, insights, and ideas about the future of software.