forked from colin/resume
168 lines
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HTML
168 lines
10 KiB
HTML
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<meta name="description"
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content="Built AI-powered cybersecurity consultancy ViperWire, delivering enterprise-grade security to SMBs with automated threat detection, reducing incident response time to 15 minutes.">
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<title>ViperWire - AI-Powered Cybersecurity Consultancy</title>
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<h1>Building ViperWire: An AI-Powered Cybersecurity Consultancy</h1>
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<p class="story-meta">Category: Cybersecurity | Date: 2023-Present</p>
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<hr>
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</div>
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<div class="story-content">
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<p>In early 2023, I identified a critical gap in the cybersecurity market: small to medium-sized businesses
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were increasingly becoming targets for sophisticated cyber attacks, but lacked access to
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enterprise-grade security solutions that could adapt to rapidly evolving threats. This observation led
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to the creation of ViperWire, an AI-powered cybersecurity consultancy designed to democratize access to
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advanced security measures.</p>
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<h2>The Challenge</h2>
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<p>The cybersecurity landscape in 2023 presented several unique challenges:</p>
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<ul>
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<li>The increasing sophistication of attacks targeting SMBs with limited security budgets</li>
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<li>A shortage of cybersecurity professionals capable of addressing modern threats</li>
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<li>The rapid evolution of attack vectors requiring constant vigilance and adaptation</li>
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<li>The need for solutions that could scale from small businesses to larger enterprises</li>
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</ul>
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<blockquote>
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"The typical SMB faces the same threat actors as Fortune 500 companies, but with a fraction of the
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resources to defend themselves. This asymmetry creates a perfect storm where businesses are increasingly
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vulnerable while security solutions remain inaccessible."
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</blockquote>
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<h2>The Approach</h2>
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<p>I built ViperWire around three core principles that would differentiate it in the market:</p>
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<h3>1. AI-Augmented Security Analysis</h3>
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<p>Rather than attempting to replace human expertise with AI, I designed systems where AI tools augment
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human analysts, dramatically increasing their efficiency and effectiveness. This approach began with
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custom-built monitoring tools that use machine learning to identify behavioral anomalies and prioritize
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potential threats, allowing human experts to focus on the most critical issues.</p>
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<h3>2. Accessible Enterprise-Grade Protection</h3>
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<p>By leveraging containerization, infrastructure-as-code, and modular security components, I created
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scalable security systems that could be rapidly deployed across organizations of varying sizes. This
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technical architecture allowed ViperWire to deliver enterprise-caliber protection at price points
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accessible to smaller organizations.</p>
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<h3>3. Continuous Adaptation</h3>
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<p>I implemented a continuous security improvement cycle that incorporated threat intelligence feeds,
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regular penetration testing, and automated vulnerability scanning. This approach ensured that security
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postures evolved in tandem with emerging threats rather than reacting after incidents occurred.</p>
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<h2>Technical Implementation</h2>
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<p>The technical architecture of ViperWire comprises several innovative components:</p>
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<h3>Threat Detection Infrastructure</h3>
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<p>I built a distributed monitoring system using a combination of open-source tools (Wazuh, Suricata, OSSEC)
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enhanced with custom machine learning models to detect anomalous network and system behaviors. The
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architecture utilizes Kubernetes for orchestration and Prometheus/Grafana for metrics visualization,
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with custom alerting thresholds tuned to each client's environment.</p>
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<h3>Response Automation</h3>
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<p>To counter the speed of modern attacks, I developed an automated response framework using Python and
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Ansible that could isolate compromised systems, revoke credentials, and implement temporary access
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controls within seconds of a confirmed threat detection. This system reduced the mean time to respond
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from hours to minutes, significantly limiting potential damage.</p>
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<h3>Security Assessment Pipeline</h3>
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<p>For proactive security, I created an assessment pipeline incorporating static analysis, dynamic testing,
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and configuration auditing. This suite leverages Docker containers for consistent, reproducible security
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tests across different environments and includes custom scanners for emerging vulnerabilities not yet
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covered by commercial tools.</p>
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<h2>Results & Impact</h2>
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<p>In its first year, ViperWire has achieved several notable successes:</p>
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<ul>
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<li>Successfully prevented ransomware attacks at two clients who had been targeted, saving an estimated
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$500,000 in potential losses</li>
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<li>Reduced security alert noise by 87% through improved detection algorithms, allowing for more focused
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attention on genuine threats</li>
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<li>Decreased mean time to detection of security incidents from 24+ hours to under 15 minutes</li>
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<li>Enabled five small businesses to achieve compliance with industry security standards that were
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previously beyond their reach</li>
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</ul>
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<h2>Lessons Learned</h2>
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<p>Building ViperWire has provided valuable insights into both technical and business aspects of
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cybersecurity:</p>
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<h3>Technical Lessons</h3>
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<p>The most effective security solutions combine multiple detection methodologies rather than relying on any
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single approach. Our hybrid model of behavioral analysis, signature detection, and anomaly
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identification proved far more effective than any individual method alone.</p>
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<p>Additionally, I discovered that properly tuned automation dramatically reduces false positives—the bane
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of many security operations—while still capturing genuine threats. The key was implementing progressive
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verification steps that validate alerts before triggering high-impact responses.</p>
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<h3>Business Lessons</h3>
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<p>Perhaps most importantly, I learned that transparency builds trust in security services. By providing
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clients with clear visibility into threat detection processes and plainly explaining technical concepts,
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ViperWire was able to build stronger relationships and encourage better security practices within client
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organizations.</p>
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<h2>Future Directions</h2>
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<p>Looking ahead, ViperWire is expanding into several promising areas:</p>
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<ul>
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<li>Developing specialized security solutions for IoT environments in manufacturing settings</li>
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<li>Creating educational resources to help clients build internal security capabilities</li>
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<li>Expanding AI capabilities to provide predictive threat intelligence specific to each client's
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industry</li>
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</ul>
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<p>The founding principle of ViperWire—that sophisticated security should be accessible to organizations of
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all sizes—continues to guide its evolution and growth.</p>
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</div>
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<a href="/stories/" class="story-nav-link prev">Back to Stories</a>
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