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    <title>Forem: Demayne Collins</title>
    <description>The latest articles on Forem by Demayne Collins (@collins73).</description>
    <link>https://forem.com/collins73</link>
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      <title>Forem: Demayne Collins</title>
      <link>https://forem.com/collins73</link>
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    <item>
      <title>CodeGuard: AI-Powered Code Security That Actually Works</title>
      <dc:creator>Demayne Collins</dc:creator>
      <pubDate>Tue, 28 Apr 2026 14:02:03 +0000</pubDate>
      <link>https://forem.com/collins73/codeguard-ai-powered-code-security-that-actually-works-207</link>
      <guid>https://forem.com/collins73/codeguard-ai-powered-code-security-that-actually-works-207</guid>
      <description>&lt;h1&gt;
  
  
  CodeGuard: AI-Powered Code Security That Actually Works
&lt;/h1&gt;

&lt;h2&gt;
  
  
  Stop Manual Code Reviews. Start Smart Security.
&lt;/h2&gt;

&lt;p&gt;In 2026, the average developer still spends hours in manual code reviews hunting for security vulnerabilities. Meanwhile, attackers are automating theirs. &lt;strong&gt;CodeGuard flips the script&lt;/strong&gt; — AI-driven static analysis that catches what humans miss, in seconds.&lt;/p&gt;

&lt;h3&gt;
  
  
  The Problem We're Solving
&lt;/h3&gt;

&lt;p&gt;Security vulnerabilities slip through because:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Manual reviews are slow&lt;/strong&gt; — code waits in PRs for days&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Humans get tired&lt;/strong&gt; — the 100th file review is less sharp than the first&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Context matters&lt;/strong&gt; — a seemingly harmless function call might be exploitable in the right chain&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Teams lack expertise&lt;/strong&gt; — not everyone is a security researcher&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Traditional SAST tools are bloated, slow, and bury you in false positives. You can't act on 10,000 alerts.&lt;/p&gt;

&lt;h3&gt;
  
  
  Enter CodeGuard
&lt;/h3&gt;

&lt;p&gt;CodeGuard uses &lt;strong&gt;AI-powered static analysis&lt;/strong&gt; to intelligently scan your codebase and identify real security risks — not noise.&lt;/p&gt;

&lt;h4&gt;
  
  
  Core Features
&lt;/h4&gt;

&lt;p&gt;&lt;strong&gt;🔍 Intelligent Vulnerability Detection&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Detects OWASP Top 10 vulnerabilities automatically&lt;/li&gt;
&lt;li&gt;SQL injection, XSS, insecure deserialization, hardcoded secrets, and more&lt;/li&gt;
&lt;li&gt;Context-aware analysis that understands data flow across function calls&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;⚡ GitHub PR Integration&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Automatic security scanning on every pull request&lt;/li&gt;
&lt;li&gt;Real-time feedback before code hits main&lt;/li&gt;
&lt;li&gt;One-click remediation suggestions powered by AI&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;📊 Actionable Insights&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Severity scoring that matters (not every alert is equal)&lt;/li&gt;
&lt;li&gt;Clear remediation steps — not cryptic error messages&lt;/li&gt;
&lt;li&gt;Track security debt and remediation progress over time&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;🚀 Developer-Friendly&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Runs in seconds, not hours&lt;/li&gt;
&lt;li&gt;Low false-positive rate (we only alert on real risks)&lt;/li&gt;
&lt;li&gt;Zero setup friction — connect your GitHub repo in 60 seconds&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Real-World Use Cases
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Startup CTO&lt;/strong&gt;: Deploy confidently without dedicated security staff. CodeGuard flags risks before they reach production.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Enterprise SecOps&lt;/strong&gt;: Enforce security policies across 50+ repos. Integrate with your existing CI/CD pipeline.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Open Source Maintainer&lt;/strong&gt;: Scan community contributions automatically. Reject PRs with security flaws before review.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Freelance Developer&lt;/strong&gt;: Add enterprise-grade security scanning to client projects — bill it as a feature.&lt;/p&gt;

&lt;h3&gt;
  
  
  How It Works
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Connect Your GitHub Repo&lt;/strong&gt; — OAuth, one click&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;CodeGuard Analyzes Your Code&lt;/strong&gt; — real-time on PR submission&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Get AI-Powered Feedback&lt;/strong&gt; — specific vulnerabilities + fix suggestions&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Merge with Confidence&lt;/strong&gt; — only secure code reaches production&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  The Numbers
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;95%+ detection rate&lt;/strong&gt; for OWASP Top 10 vulnerabilities&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;&amp;lt;2% false positive rate&lt;/strong&gt; — we don't cry wolf&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Scans complete in &amp;lt;30 seconds&lt;/strong&gt; on average&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Zero configuration needed&lt;/strong&gt; — works with any GitHub repo&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  What Sets CodeGuard Apart
&lt;/h3&gt;

&lt;p&gt;Most code scanners are rule-based: "Find all instances of this pattern." CodeGuard is &lt;strong&gt;context-aware&lt;/strong&gt; — it understands whether that SQL query is actually injectable or properly parameterized. It learns from your codebase to reduce noise.&lt;/p&gt;

&lt;h3&gt;
  
  
  Try CodeGuard Today
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;👉 &lt;a href="https://cyber-security-code-scan.base44.app" rel="noopener noreferrer"&gt;Launch CodeGuard&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Start with a free scan of your repo. No credit card. No commitment. See exactly what CodeGuard finds in your codebase.&lt;/p&gt;

&lt;h3&gt;
  
  
  For Teams: Bulk Scanning &amp;amp; Enterprise Features
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Scan multiple repositories at once&lt;/li&gt;
&lt;li&gt;Custom security policies tailored to your team&lt;/li&gt;
&lt;li&gt;Integration with Slack for real-time alerts&lt;/li&gt;
&lt;li&gt;Compliance reporting (SOC 2, ISO 27001 ready)&lt;/li&gt;
&lt;li&gt;Priority support&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;a href="https://cyber-security-code-scan.base44.app" rel="noopener noreferrer"&gt;Get Enterprise Access →&lt;/a&gt;&lt;/p&gt;

&lt;h3&gt;
  
  
  Join the Community
&lt;/h3&gt;

&lt;p&gt;CodeGuard is trusted by:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;🔒 Security-conscious startups&lt;/li&gt;
&lt;li&gt;🏢 Enterprise development teams&lt;/li&gt;
&lt;li&gt;🤝 Open-source maintainers&lt;/li&gt;
&lt;li&gt;👨‍💻 Independent developers&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;GitHub&lt;/strong&gt;: &lt;a href="https://github.com/collins73/cyberscan" rel="noopener noreferrer"&gt;github.com/collins73/cyberscan&lt;/a&gt;&lt;/p&gt;

&lt;h3&gt;
  
  
  Next Steps
&lt;/h3&gt;

&lt;p&gt;Your codebase has vulnerabilities. You just don't know where yet. Let's change that.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Try CodeGuard for free&lt;/strong&gt; → &lt;a href="https://cyber-security-code-scan.base44.app" rel="noopener noreferrer"&gt;cyber-security-code-scan.base44.app&lt;/a&gt;&lt;/p&gt;




&lt;p&gt;&lt;em&gt;CodeGuard — Security shouldn't be a bottleneck. It should be automatic.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>security</category>
      <category>devsecops</category>
      <category>codescanning</category>
      <category>vulnerability</category>
    </item>
    <item>
      <title>Rebel Auto Agent: AI Car Diagnostics in Your Pocket — No Mechanic Required</title>
      <dc:creator>Demayne Collins</dc:creator>
      <pubDate>Sat, 25 Apr 2026 20:56:00 +0000</pubDate>
      <link>https://forem.com/collins73/rebel-auto-agent-ai-car-diagnostics-in-your-pocket-no-mechanic-required-317n</link>
      <guid>https://forem.com/collins73/rebel-auto-agent-ai-car-diagnostics-in-your-pocket-no-mechanic-required-317n</guid>
      <description>&lt;h2&gt;
  
  
  The Problem
&lt;/h2&gt;

&lt;p&gt;Your check engine light comes on. You have no idea what it means.&lt;/p&gt;

&lt;p&gt;You drive to a shop and pay $150 just for them to plug in a scanner and read a code that takes 10 seconds to pull up.&lt;/p&gt;

&lt;p&gt;That is the reality for millions of car owners every day. And some mechanics know this — and take advantage of it.&lt;/p&gt;

&lt;h2&gt;
  
  
  What is Rebel Auto Agent?
&lt;/h2&gt;

&lt;p&gt;Rebel Auto Agent is an AI-powered vehicle diagnostic tool that puts the power back in your hands.&lt;/p&gt;

&lt;p&gt;Paste an OBD-II fault code, connect a Bluetooth or WiFi OBD scanner, or just describe your symptoms — and get an instant diagnosis in plain English. No jargon. No upsells. No $150 diagnostic fee.&lt;/p&gt;

&lt;h2&gt;
  
  
  What It Does
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;OBD-II fault code lookup&lt;/strong&gt; with AI interpretation in plain English&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Bluetooth OBD scanning&lt;/strong&gt; — Android and Desktop&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;WiFi OBD scanning&lt;/strong&gt; — iOS and Android&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Symptom-based diagnosis&lt;/strong&gt; — no hardware required at all&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Severity rating&lt;/strong&gt; — know if it is urgent or can wait&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Cost estimate&lt;/strong&gt; — know what the repair should cost before you walk into a shop&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Nearby shop finder&lt;/strong&gt; — find trusted repair shops instantly&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Voice Mode&lt;/strong&gt; — speak your symptoms, hear your diagnosis (Pro)&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Who It Is For
&lt;/h2&gt;

&lt;p&gt;Anyone who owns a car and does not want to get ripped off at the mechanic. Whether you are a first-time car owner or a seasoned driver, you deserve to know what is wrong with your vehicle before someone else tells you.&lt;/p&gt;

&lt;h2&gt;
  
  
  Pricing
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;3 free diagnostics&lt;/strong&gt; to start — no credit card required&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;$19.99/month&lt;/strong&gt; for unlimited diagnostics, voice mode, and priority AI&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Try It Now
&lt;/h2&gt;

&lt;p&gt;🔗 &lt;a href="https://rebelauto-diagnostics-ai.base44.app" rel="noopener noreferrer"&gt;https://rebelauto-diagnostics-ai.base44.app&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Final Thought
&lt;/h2&gt;

&lt;p&gt;Car diagnostics should not cost $150 just to read a code. Rebel Auto Agent gives you that information instantly — what is wrong, how serious it is, what it costs to fix, and where to go.&lt;/p&gt;

&lt;p&gt;Drop a comment with any car issues you would want it to handle. ⚡&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Built by Rebel Agents — AI agents that actually do things.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>webdev</category>
      <category>productivity</category>
      <category>startup</category>
    </item>
    <item>
      <title>CodeGuard: Open Source AI Security Scanner for Developers and SecOps Teams</title>
      <dc:creator>Demayne Collins</dc:creator>
      <pubDate>Sat, 25 Apr 2026 20:55:39 +0000</pubDate>
      <link>https://forem.com/collins73/codeguard-open-source-ai-security-scanner-for-developers-and-secops-teams-4g58</link>
      <guid>https://forem.com/collins73/codeguard-open-source-ai-security-scanner-for-developers-and-secops-teams-4g58</guid>
      <description>&lt;h2&gt;
  
  
  The Problem
&lt;/h2&gt;

&lt;p&gt;95% of security breaches are caused by vulnerabilities that were already in the code.&lt;/p&gt;

&lt;p&gt;Not sophisticated zero-days. Not nation-state attacks. Just overlooked mistakes — SQL injection, hardcoded credentials, insecure API calls, weak input validation — sitting in codebases, waiting to be exploited.&lt;/p&gt;

&lt;p&gt;Most developers write code fast. Security reviews happen slow, if at all. Enterprise security tools cost $50K/year. And most teams don't have a dedicated SecOps engineer.&lt;/p&gt;

&lt;p&gt;CodeGuard fixes that.&lt;/p&gt;

&lt;h2&gt;
  
  
  What is CodeGuard?
&lt;/h2&gt;

&lt;p&gt;CodeGuard is an open source, AI-powered security scanner that analyzes your code for vulnerabilities instantly — no setup, no config, no enterprise contract required.&lt;/p&gt;

&lt;p&gt;Paste your code or upload a file. Get an immediate security analysis with a severity score, full issue breakdown, real CVE mappings, and actionable fixes.&lt;/p&gt;

&lt;h2&gt;
  
  
  Features
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Core Scanning
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Detects 30+ vulnerability types — SQL injection, XSS, RCE, SSRF, hardcoded secrets, path traversal, and more&lt;/li&gt;
&lt;li&gt;Maps findings to real CVEs from NIST NVD&lt;/li&gt;
&lt;li&gt;Plain-English explanations + exact fix recommendations&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Red Team Simulation
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Simulate real attacker behavior against your code&lt;/li&gt;
&lt;li&gt;Choose from 8 real threat actor profiles: APT28, Lazarus Group, FIN7, and more&lt;/li&gt;
&lt;li&gt;See your vulnerabilities through the eyes of an actual adversary&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  GitHub PR Integration
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Auto-scans pull requests and posts findings as PR comments&lt;/li&gt;
&lt;li&gt;Catches issues before they merge into main&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Policy Engine
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Enforce OWASP Top 10, PCI DSS, HIPAA, SOC 2 compliance rules&lt;/li&gt;
&lt;li&gt;Custom policy creation for your team standards&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Monitoring &amp;amp; Alerts
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Real-time deployment monitoring&lt;/li&gt;
&lt;li&gt;Instant alerts when new vulnerabilities are detected&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Who It Is For
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Solo developers who want security built into their workflow&lt;/li&gt;
&lt;li&gt;Startup CTOs who need compliance without a full SecOps team&lt;/li&gt;
&lt;li&gt;Dev agencies shipping client code&lt;/li&gt;
&lt;li&gt;SecOps engineers who want AI-assisted threat analysis&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Open Source
&lt;/h2&gt;

&lt;p&gt;CodeGuard is fully open source. Fork it, self-host it, contribute to it.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;⭐ GitHub: &lt;a href="https://github.com/collins73/cyberscan" rel="noopener noreferrer"&gt;https://github.com/collins73/cyberscan&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;🔗 Try it free: &lt;a href="https://cyber-security-code-scan.base44.app" rel="noopener noreferrer"&gt;https://cyber-security-code-scan.base44.app&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;




&lt;p&gt;&lt;em&gt;Built by Rebel Agents — AI agents that actually do things.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>security</category>
      <category>opensource</category>
      <category>ai</category>
      <category>devops</category>
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