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    <title>DEV Community: Aria Technology Group (AriaWave)</title>
    <description>The latest articles on DEV Community by Aria Technology Group (AriaWave) (ariawavetech).</description>
    <link>https://dev.to/ariawavetech</link>
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      <title>DEV Community: Aria Technology Group (AriaWave)</title>
      <link>https://dev.to/ariawavetech</link>
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    <item>
      <title>Cutting Check-In &amp; Triage Queues by 70%: Sub-500ms ElevenLabs v4 Voice AI + Deterministic CRM Gateways</title>
      <dc:creator>Andrew Jennings</dc:creator>
      <pubDate>Thu, 22 Oct 2026 22:32:07 +0000</pubDate>
      <link>https://dev.to/ariawavetech/cutting-check-in-triage-queues-by-70-sub-500ms-elevenlabs-v4-voice-ai-deterministic-crm-dl8</link>
      <guid>https://dev.to/ariawavetech/cutting-check-in-triage-queues-by-70-sub-500ms-elevenlabs-v4-voice-ai-deterministic-crm-dl8</guid>
      <description>&lt;p&gt;Why do callers hang up on traditional IVRs and early LLM voice bots? &lt;strong&gt;Latency and context amnesia.&lt;/strong&gt; When a voice bot takes 2.5 seconds to respond—or asks a caller to repeat their name and account number after transferring—65% of first-time callers hang up.&lt;/p&gt;

&lt;p&gt;At &lt;strong&gt;Aria Technology Group (AriaWave)&lt;/strong&gt; and &lt;strong&gt;Utel USA&lt;/strong&gt;, we build sub-500ms voice and kiosk experiences—from cutting trackside check-in queues by 70% at &lt;strong&gt;M1 Concourse&lt;/strong&gt; to closing an &lt;strong&gt;83% unlogged inbound lead gap&lt;/strong&gt; for multi-division commercial contractors using Zoom Phone AI + HubSpot CRM.&lt;/p&gt;




&lt;h2&gt;
  
  
  1. Architectural Pattern: Streaming Edge TTS + Deterministic CRM State
&lt;/h2&gt;

&lt;p&gt;To keep turn-taking latency under 500ms while maintaining 100% factual compliance:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Low-Latency Voice Synthesis (ElevenLabs v4 Conversational Agents):&lt;/strong&gt; Streams audio chunks over WebSockets with barge-in interruption handling.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Pre-Call Context Hydration:&lt;/strong&gt; Before the first ring completes, a webhook queries HubSpot / Twenty CRM by caller ANI (&lt;code&gt;E.164&lt;/code&gt;), hydrating open tickets, recent orders, or signed waiver status.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Structured Post-Call Disposition:&lt;/strong&gt; Every call transcript, sentiment score, and action item is automatically logged to the CRM deal/ticket timeline—saving human reps 3 to 5 minutes per call.&lt;/li&gt;
&lt;/ol&gt;




&lt;h2&gt;
  
  
  2. Test Our Two Live Interactive Voice Agents Right Now
&lt;/h2&gt;

&lt;p&gt;We practice what we preach. Click either link below to have a live, real-time voice conversation with our production ElevenLabs agents in your browser:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Andrew Jennings — ATG Principal AI Architect Clone:&lt;/strong&gt; &lt;a href="https://elevenlabs.io/app/talk-to?agent_id=agent_6201m5jgh1fhfxp97jzne4erf0fc" rel="noopener noreferrer"&gt;https://elevenlabs.io/app/talk-to?agent_id=agent_6201m5jgh1fhfxp97jzne4erf0fc&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Andrew Jennings — Utel USA Senior Technology Advisor Agent:&lt;/strong&gt; &lt;a href="https://elevenlabs.io/app/talk-to?agent_id=agent_1001m5jggzzjfhcrtyedxx13a1x9" rel="noopener noreferrer"&gt;https://elevenlabs.io/app/talk-to?agent_id=agent_1001m5jggzzjfhcrtyedxx13a1x9&lt;/a&gt;
&lt;/li&gt;
&lt;/ol&gt;




&lt;h2&gt;
  
  
  3. Blueprints &amp;amp; Advisory
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;M1 Concourse Voice &amp;amp; Waiver Kiosk Case Study:&lt;/strong&gt; &lt;a href="https://www.ariawave.tech/case-studies/m1-concourse" rel="noopener noreferrer"&gt;ariawave.tech/case-studies/m1-concourse&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Utel USA UCaaS / CCaaS / AI Voice Advisory:&lt;/strong&gt; &lt;a href="https://utelusa.co/andrew-jennings" rel="noopener noreferrer"&gt;utelusa.co/andrew-jennings&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Schedule a 1-on-1 Architecture Review:&lt;/strong&gt; &lt;a href="https://scheduler.zoom.us/andrew-jennings-rzou8s/technology-consult" rel="noopener noreferrer"&gt;scheduler.zoom.us/andrew-jennings-rzou8s/technology-consult&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

</description>
      <category>ai</category>
      <category>webdev</category>
      <category>voice</category>
      <category>cloud</category>
    </item>
    <item>
      <title>Stop Guessing Camera Blind Spots on 2D PDFs: Computing EN 62676-4 DORI Cones &amp; 60GHz Fresnel Zones in 3D KML</title>
      <dc:creator>Andrew Jennings</dc:creator>
      <pubDate>Thu, 22 Oct 2026 21:14:39 +0000</pubDate>
      <link>https://dev.to/ariawavetech/stop-guessing-camera-blind-spots-on-2d-pdfs-computing-en-62676-4-dori-cones-60ghz-fresnel-zones-1ebj</link>
      <guid>https://dev.to/ariawavetech/stop-guessing-camera-blind-spots-on-2d-pdfs-computing-en-62676-4-dori-cones-60ghz-fresnel-zones-1ebj</guid>
      <description>&lt;p&gt;Most physical security integrators still design multi-acre camera and wireless deployments by drawing flat 2D circles on a PDF site map. Then installation day arrives, and a 12-foot elevation change, building parapet, or tree canopy blocks 40% of the field of view—or degrades the license-plate recognition pixel density below evidentiary standards.&lt;/p&gt;

&lt;p&gt;At &lt;strong&gt;Aria Technology Group (AriaWave)&lt;/strong&gt;, we replaced 2D guesswork with our open-source &lt;strong&gt;3D Geospatial Camera &amp;amp; RF Mesh Planner&lt;/strong&gt;, generating mathematical &lt;strong&gt;EN 62676-4 DORI (Detection, Observation, Recognition, Identification)&lt;/strong&gt; frustums and &lt;strong&gt;60GHz Fresnel zones&lt;/strong&gt; directly into interactive 3D Google Earth KML/KMZ models.&lt;/p&gt;




&lt;h2&gt;
  
  
  1. Mathematical Pixel-Density Modeling (EN 62676-4)
&lt;/h2&gt;

&lt;p&gt;Instead of arbitrary radius rings, every camera sensor (4K 8MP, 4MP varifocal, or thermal PTZ) is modeled using its exact horizontal focal angle $\theta_H$ and horizontal resolution $R_H$ against international pixel-per-meter thresholds:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Identification (250 px/m / ~76 px/ft):&lt;/strong&gt; Court-admissible facial and license plate capture&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Recognition (125 px/m):&lt;/strong&gt; Familiar person or vehicle make/model verification&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Observation (62 px/m):&lt;/strong&gt; Forensic behavioral tracking across gates and paddocks&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Detection (25 px/m):&lt;/strong&gt; Long-range perimeter intrusion alerting&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;$$D_{\text{max}}(\text{PPM}) = \frac{R_H}{2 \cdot \text{PPM} \cdot \tan(\theta_H / 2)}$$&lt;/p&gt;




&lt;h2&gt;
  
  
  2. Combined 3D Vision + 60GHz Backhaul Verification
&lt;/h2&gt;

&lt;p&gt;Because high-bitrate 4K60 surveillance streams require multi-gigabit backhaul, our KML generator simultaneously computes the &lt;strong&gt;3D First Fresnel Zone ellipsoid&lt;/strong&gt; between every pole's 60GHz Siklu/Ubiquiti radio and the distribution hub:&lt;/p&gt;

&lt;p&gt;$$F_1 = 8.656 \sqrt{\frac{d_1 \cdot d_2}{f_{\text{GHz}} \cdot D_{\text{km}}}}$$&lt;/p&gt;

&lt;p&gt;Executives and facility directors can fly through the entire 3D campus in Google Earth Web before a single pole is augered or a single cable is pulled.&lt;/p&gt;




&lt;h2&gt;
  
  
  3. Explore the Blueprint or Schedule a Site Design Review
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Open-Source 3D Planner Blueprint:&lt;/strong&gt; &lt;a href="https://www.ariawave.tech/resources/mmwave-vision-mesh-planner" rel="noopener noreferrer"&gt;ariawave.tech/resources/mmwave-vision-mesh-planner&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;GitHub Repository (MIT):&lt;/strong&gt; &lt;a href="https://github.com/AIjennings/aria-agent-blueprints" rel="noopener noreferrer"&gt;github.com/AIjennings/aria-agent-blueprints&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Talk to our Live AI Architect:&lt;/strong&gt; &lt;a href="https://elevenlabs.io/app/talk-to?agent_id=agent_6201m5jgh1fhfxp97jzne4erf0fc" rel="noopener noreferrer"&gt;ElevenLabs Interactive Voice Agent&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Book a 3D Campus &amp;amp; Security Audit:&lt;/strong&gt; &lt;a href="https://www.ariawave.tech/#contact" rel="noopener noreferrer"&gt;ariawave.tech/#contact&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

</description>
      <category>python</category>
      <category>geospatial</category>
      <category>security</category>
      <category>architecture</category>
    </item>
    <item>
      <title>Eliminating $500+ Bucket-Truck Rolls: Bridging Isolated 60GHz Rooftop Radios Over 5G Tailscale Tunnels</title>
      <dc:creator>Andrew Jennings</dc:creator>
      <pubDate>Thu, 22 Oct 2026 21:06:47 +0000</pubDate>
      <link>https://dev.to/ariawavetech/eliminating-500-bucket-truck-rolls-bridging-isolated-60ghz-rooftop-radios-over-5g-tailscale-28ae</link>
      <guid>https://dev.to/ariawavetech/eliminating-500-bucket-truck-rolls-bridging-isolated-60ghz-rooftop-radios-over-5g-tailscale-28ae</guid>
      <description>&lt;p&gt;When deploying &lt;strong&gt;60GHz V-Band Terragraph millimeter-wave mesh networks&lt;/strong&gt; (such as Siklu MultiHaul™ TG MH-N366 distribution nodes and MH-T260/T280 terminal units) across high-speed motorsports tracks or commercial campuses, you get multi-gigabit fiber-equivalent throughput without digging $80,000 trenches.&lt;/p&gt;

&lt;p&gt;However, during firmware upgrades or ring-topology reconfigurations, a remote rooftop radio can fall back to an isolated &lt;strong&gt;IPv6 link-local (&lt;code&gt;fe80::/64&lt;/code&gt;)&lt;/strong&gt; management state. Traditionally, recovering that radio meant rolling a $500+ bucket truck and climbing 40 feet with a rugged laptop.&lt;/p&gt;

&lt;p&gt;Here is how &lt;strong&gt;Aria Technology Group (AriaWave)&lt;/strong&gt; engineered a zero-truck-roll &lt;strong&gt;5G Jump-Box + Tailscale IPv6 Link-Local Bridge&lt;/strong&gt; to manage, audit, and upgrade every rooftop sector remotely.&lt;/p&gt;




&lt;h2&gt;
  
  
  1. The Challenge: IPv6 Link-Local Scope Isolation (&lt;code&gt;fe80::%eth0&lt;/code&gt;)
&lt;/h2&gt;

&lt;p&gt;Siklu MultiHaul TG nodes always maintain a deterministic SLAAC link-local IPv6 address derived from their factory MAC address on the PoE trunk interface. Because &lt;code&gt;fe80::/64&lt;/code&gt; traffic is non-routable across Layer-3 boundaries, your central NOC VPN cannot reach an unconfigured or isolated sector directly.&lt;/p&gt;

&lt;h2&gt;
  
  
  2. The Solution: Out-of-Band 5G Jump Box + Deterministic &lt;code&gt;socat&lt;/code&gt; / NETCONF Relay
&lt;/h2&gt;

&lt;p&gt;At each primary distribution pole, we deploy a low-power Linux 5G cellular jump box joined to our sovereign &lt;strong&gt;Tailscale&lt;/strong&gt; tailnet. Using deterministic NDP neighbor discovery (&lt;code&gt;ip -6 neigh show dev eth1&lt;/code&gt;), our autonomous network agent discovers every connected Siklu sector's &lt;code&gt;fe80::&lt;/code&gt; address and exposes an authenticated local forwarder:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Discover all link-local 60GHz radios on the PoE switch trunk&lt;/span&gt;
ip &lt;span class="nt"&gt;-6&lt;/span&gt; neigh show dev eth1 | &lt;span class="nb"&gt;grep&lt;/span&gt; &lt;span class="s2"&gt;"fe80::"&lt;/span&gt;

&lt;span class="c"&gt;# Bridge remote NETCONF/SSH/HTTPS management over Tailscale to the link-local radio&lt;/span&gt;
socat TCP4-LISTEN:8443,fork,reuseaddr &lt;span class="s2"&gt;"TCP6:[fe80::20d:b9ff:fe54:1a2b%eth1]:443"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  3. Automated Firmware Bank Verification &amp;amp; Rain-Fade Telemetry
&lt;/h2&gt;

&lt;p&gt;With out-of-band link-local bridging live, our agent runs pre-flight and post-flight checks across every node:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Verifies dual-bank firmware staging (&lt;code&gt;sw1&lt;/code&gt; / &lt;code&gt;sw2&lt;/code&gt;) before triggering synchronized reboot windows&lt;/li&gt;
&lt;li&gt;Monitors real-time RSSI, MCS index (MCS 9–12), and ITU-R P.838-3 60GHz oxygen/rain attenuation margins&lt;/li&gt;
&lt;li&gt;Alerts our NOC before a weather cell degrades link capacity&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  4. Get the Open-Source Blueprint &amp;amp; Book a Connectivity Audit
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Production Blueprint &amp;amp; Code:&lt;/strong&gt; &lt;a href="https://www.ariawave.tech/resources/siklu-multihaultg-ipv6-bridge" rel="noopener noreferrer"&gt;ariawave.tech/resources/siklu-multihaultg-ipv6-bridge&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Utel USA 300+ Carrier Fiber, 5G &amp;amp; Wireless Advisory:&lt;/strong&gt; &lt;a href="https://utelusa.co/andrew-jennings" rel="noopener noreferrer"&gt;utelusa.co/andrew-jennings&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Talk to our 24/7 AI Technology Advisor:&lt;/strong&gt; &lt;a href="https://elevenlabs.io/app/talk-to?agent_id=agent_1001m5jggzzjfhcrtyedxx13a1x9" rel="noopener noreferrer"&gt;Launch Voice Agent&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Book an Engineering Consult:&lt;/strong&gt; &lt;a href="https://www.ariawave.tech/#contact" rel="noopener noreferrer"&gt;ariawave.tech/#contact&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

</description>
      <category>networking</category>
      <category>iot</category>
      <category>linux</category>
      <category>devops</category>
    </item>
    <item>
      <title>Why Raw API Keys in AI Agents Fail: Architecting Read-Live / Write-Draft MCP Cleanrooms</title>
      <dc:creator>Andrew Jennings</dc:creator>
      <pubDate>Thu, 22 Oct 2026 21:05:42 +0000</pubDate>
      <link>https://dev.to/ariawavetech/why-raw-api-keys-in-ai-agents-fail-architecting-read-live-write-draft-mcp-cleanrooms-3c2</link>
      <guid>https://dev.to/ariawavetech/why-raw-api-keys-in-ai-agents-fail-architecting-read-live-write-draft-mcp-cleanrooms-3c2</guid>
      <description>&lt;p&gt;Over the past 48 hours, &lt;em&gt;"Unauthorized AI Agents in Corporate Bank Accounts &amp;amp; CRMs"&lt;/em&gt; has trended across X and engineering forums. The root cause is rarely a frontier model hallucination—it is almost always an architectural failure: giving an autonomous loop a raw, unscoped read/write API token with direct outbound execution privileges.&lt;/p&gt;

&lt;p&gt;At &lt;strong&gt;Aria Technology Group (AriaWave)&lt;/strong&gt;, we run autonomous multi-agent operations across QuickBooks Online, HubSpot CRM, Monday.com, Google Workspace, and carrier infrastructure every single day. Here is the exact &lt;strong&gt;Read-Live / Write-Draft MCP Cleanroom&lt;/strong&gt; architecture we use to achieve high velocity with zero unauthorized mutations.&lt;/p&gt;




&lt;h2&gt;
  
  
  1. The Three Laws of Sovereign Agent Cleanrooms
&lt;/h2&gt;

&lt;p&gt;When deploying Nous Research &lt;strong&gt;Hermes Agent&lt;/strong&gt; or custom Model Context Protocol (MCP) tool servers in enterprise production, we enforce three deterministic guardrails at the tool-router boundary:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Read-Live Telemetry (&lt;code&gt;GET&lt;/code&gt; / &lt;code&gt;LIST&lt;/code&gt; / &lt;code&gt;SEARCH&lt;/code&gt;):&lt;/strong&gt; Agents have real-time, read-only visibility across Gmail, Google Calendar, HubSpot deals/tickets, QuickBooks ledgers, and network telemetry so context is never stale.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Write-Draft Staging (&lt;code&gt;POST /drafts&lt;/code&gt;):&lt;/strong&gt; Any financial, billing, CRM, or external communication action &lt;em&gt;cannot&lt;/em&gt; invoke a direct send endpoint at the MCP schema layer. Invoices are staged as QuickBooks/Stripe drafts; emails are staged as RFC-2822 threaded Gmail drafts; code changes are staged as PRs or &lt;code&gt;--selftest&lt;/code&gt; verified artifacts.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Cryptographic Human-in-the-Loop (HITL) Approval:&lt;/strong&gt; Outbound execution requires explicit founder/operator confirmation delivered via a dedicated control channel before the draft promotion token is unlocked.
&lt;/li&gt;
&lt;/ol&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="c1"&gt;# Example: Deterministic MCP Cleanroom Gate for Outbound Billing &amp;amp; Email
&lt;/span&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;execute_mcp_action&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;tool_name&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;str&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;payload&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;dict&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;hitl_approved&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nb"&gt;bool&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="bp"&gt;False&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;-&amp;gt;&lt;/span&gt; &lt;span class="nb"&gt;dict&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="n"&gt;DESTRUCTIVE_VERBS&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;send_invoice&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;charge_card&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;delete_deal&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;send_email_live&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;tool_name&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;DESTRUCTIVE_VERBS&lt;/span&gt; &lt;span class="ow"&gt;and&lt;/span&gt; &lt;span class="ow"&gt;not&lt;/span&gt; &lt;span class="n"&gt;hitl_approved&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
        &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;status&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;STAGED_AS_DRAFT&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;reason&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Tool &lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;tool_name&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt; requires explicit HITL approval token.&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
            &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;draft_preview&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nf"&gt;stage_safe_draft&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;tool_name&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;payload&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt;
        &lt;span class="p"&gt;}&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nf"&gt;run_verified_tool&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;tool_name&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;payload&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  2. Deterministic &lt;code&gt;--selftest&lt;/code&gt; Harnesses Over "Vibe-Coded" Wrappers
&lt;/h2&gt;

&lt;p&gt;Before any agent skill touches a production workspace, our &lt;code&gt;harness2-optimizer&lt;/code&gt; runs an isolated &lt;code&gt;--selftest&lt;/code&gt; suite verifying:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;OAuth token freshness and automatic cross-profile mirroring (&lt;code&gt;default&lt;/code&gt;, &lt;code&gt;ops&lt;/code&gt;, &lt;code&gt;workspace&lt;/code&gt;)&lt;/li&gt;
&lt;li&gt;Schema contract compliance and zero-dependency fallback behavior&lt;/li&gt;
&lt;li&gt;Dry-run recipient and domain verification&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  3. Talk to Our Live Interactive AI Architect or Deploy Your Own Cleanroom
&lt;/h2&gt;

&lt;p&gt;Want to hear how sub-500ms voice synthesis and MCP Cleanrooms work in production?&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Talk to our Live AI Architect Voice Clone (ElevenLabs v4):&lt;/strong&gt; &lt;a href="https://elevenlabs.io/app/talk-to?agent_id=agent_6201m5jgh1fhfxp97jzne4erf0fc" rel="noopener noreferrer"&gt;Launch Interactive Voice Session&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Explore our 22 MIT-Licensed Production Blueprints:&lt;/strong&gt; &lt;a href="https://www.ariawave.tech/resources" rel="noopener noreferrer"&gt;ariawave.tech/resources&lt;/a&gt; &amp;amp; &lt;a href="https://github.com/AIjennings/aria-agent-blueprints" rel="noopener noreferrer"&gt;github.com/AIjennings/aria-agent-blueprints&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Book an Enterprise Agentic Architecture Consult:&lt;/strong&gt; &lt;a href="https://www.ariawave.tech/services/wire-agents" rel="noopener noreferrer"&gt;ariawave.tech/services/wire-agents&lt;/a&gt; | &lt;a href="https://scheduler.zoom.us/andrew-jennings-rzou8s/technology-consult" rel="noopener noreferrer"&gt;Schedule on Zoom&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

</description>
      <category>ai</category>
      <category>security</category>
      <category>architecture</category>
      <category>opensource</category>
    </item>
    <item>
      <title>Auditing PHP2Shell (CVE-2026-109618 &amp; CVE-2026-109619): Pre-Auth RCE Mechanics, SAPI Exposure &amp; Zero-Dependency Fleet Hardening</title>
      <dc:creator>Andrew Jennings</dc:creator>
      <pubDate>Thu, 22 Oct 2026 14:41:55 +0000</pubDate>
      <link>https://dev.to/ariawavetech/auditing-php2shell-cve-2026-109618-cve-2026-109619-pre-auth-rce-mechanics-sapi-exposure--7ph</link>
      <guid>https://dev.to/ariawavetech/auditing-php2shell-cve-2026-109618-cve-2026-109619-pre-auth-rce-mechanics-sapi-exposure--7ph</guid>
      <description>&lt;p&gt;On October 20–21, 2026, two critical unauthenticated Remote Code Execution (RCE) vulnerabilities in the PHP runtime—collectively tracked as &lt;strong&gt;PHP2Shell&lt;/strong&gt; (&lt;strong&gt;CVE-2026-109618&lt;/strong&gt; and &lt;strong&gt;CVE-2026-109619&lt;/strong&gt;, CVSS v4.0 &lt;strong&gt;9.2&lt;/strong&gt;)—were publicly disclosed alongside emergency upstream patches (&lt;strong&gt;PHP 8.5.12, 8.4.27, 8.3.36, and 8.2.35&lt;/strong&gt;).&lt;/p&gt;

&lt;p&gt;Because both vulnerabilities reside in PHP's core request lifecycle and &lt;code&gt;rfc1867&lt;/code&gt; multipart upload handling rather than application-layer code, &lt;strong&gt;standard application-level auth checks, CSRF tokens, and routing middleware do not block exploitation&lt;/strong&gt;. Worse, on persistent worker SAPIs like &lt;strong&gt;Apache &lt;code&gt;mod_php&lt;/code&gt;&lt;/strong&gt;, exploitation can trigger before a single line of userland PHP executes.&lt;/p&gt;

&lt;p&gt;To give infrastructure, SecOps, and enterprise IT teams an immediate, deterministic way to audit exposure and deploy temporary hardening while patch windows are scheduled, &lt;strong&gt;Aria Technology Group (&lt;a href="https://ariawave.tech" rel="noopener noreferrer"&gt;AriaWave&lt;/a&gt;)&lt;/strong&gt; open-sourced the &lt;strong&gt;&lt;a href="https://github.com/AIjennings/ariawave-php2shell-scanner" rel="noopener noreferrer"&gt;AriaWave PHP2Shell Readiness &amp;amp; Mitigation Scanner (&lt;code&gt;ariawave-php2shell-scanner&lt;/code&gt;)&lt;/a&gt;&lt;/strong&gt;.&lt;/p&gt;




&lt;h2&gt;
  
  
  1. Anatomy of PHP2Shell: Why &lt;code&gt;CVE-2026-109618&lt;/code&gt; and &lt;code&gt;CVE-2026-109619&lt;/code&gt; Are Different
&lt;/h2&gt;

&lt;p&gt;Most PHP vulnerabilities live in framework dependencies or unsafe userland primitives (&lt;code&gt;unserialize&lt;/code&gt;, &lt;code&gt;eval&lt;/code&gt;, template injection). &lt;strong&gt;PHP2Shell operates below userland&lt;/strong&gt; in the C runtime's request startup, multipart upload parsing (&lt;code&gt;main/rfc1867.c&lt;/code&gt;), and request shutdown/cleanup paths:&lt;/p&gt;

&lt;h3&gt;
  
  
  CVE-2026-109618 — Out-of-Memory (OOM) Request Cleanup Corruption (CVSS 9.2)
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Mechanism:&lt;/strong&gt; When a PHP worker process hits an Out-of-Memory (OOM) condition during multipart upload or request processing, an uninitialized/corrupted pointer state during request cleanup can be leveraged for arbitrary code execution.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;The Apache &lt;code&gt;RLimitMEM&lt;/code&gt; Amplifier:&lt;/strong&gt; Environments that enforce OS-level address-space ceilings via Apache's &lt;code&gt;RLimitMEM&lt;/code&gt; (&lt;code&gt;RLIMIT_AS&lt;/code&gt; / &lt;code&gt;RLIMIT_DATA&lt;/code&gt;) or allow large &lt;code&gt;post_max_size&lt;/code&gt; payloads make it trivial for an unauthenticated remote attacker to force the worker into the vulnerable OOM cleanup path.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Pre-Script Execution on &lt;code&gt;mod_php&lt;/code&gt;:&lt;/strong&gt; Under Apache &lt;code&gt;mod_php&lt;/code&gt;, multipart form parsing and memory allocation occur before the target &lt;code&gt;.php&lt;/code&gt; script is invoked.&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  CVE-2026-109619 — Use-After-Free via Stale &lt;code&gt;session.upload_progress&lt;/code&gt; State (CVSS 9.2)
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Mechanism:&lt;/strong&gt; When &lt;code&gt;session.upload_progress.enabled&lt;/code&gt; is active (the upstream default in most distributions), an interrupted or crafted multipart upload can leave stale request-owned pointers in global state (&lt;code&gt;rfc1867&lt;/code&gt; upload progress tracking).&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Worker Reuse Exploitation:&lt;/strong&gt; On any persistent worker SAPI (&lt;code&gt;mod_php&lt;/code&gt;, &lt;code&gt;php-fpm&lt;/code&gt;, FrankenPHP, LiteSpeed), the next request handled by that same worker process can trigger a Use-After-Free (UAF) against the dangling upload progress structure.&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  2. Patched PHP Release Matrix (Published October 21, 2026)
&lt;/h2&gt;

&lt;p&gt;If your fleet runs any version below the fixed release threshold for its branch, treat it as exposed:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;PHP 8.5:&lt;/strong&gt; &lt;code&gt;8.5.0 – 8.5.11&lt;/code&gt; vulnerable → Upgrade to &lt;strong&gt;&lt;code&gt;8.5.12+&lt;/code&gt;&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;PHP 8.4:&lt;/strong&gt; &lt;code&gt;8.4.0 – 8.4.26&lt;/code&gt; vulnerable → Upgrade to &lt;strong&gt;&lt;code&gt;8.4.27+&lt;/code&gt;&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;PHP 8.3:&lt;/strong&gt; &lt;code&gt;8.3.0 – 8.3.35&lt;/code&gt; vulnerable → Upgrade to &lt;strong&gt;&lt;code&gt;8.3.36+&lt;/code&gt;&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;PHP 8.2:&lt;/strong&gt; &lt;code&gt;8.2.0 – 8.2.34&lt;/code&gt; vulnerable → Upgrade to &lt;strong&gt;&lt;code&gt;8.2.35+&lt;/code&gt;&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;PHP &amp;lt;= 8.1 (&lt;code&gt;8.1.x&lt;/code&gt;, &lt;code&gt;8.0.x&lt;/code&gt;, &lt;code&gt;7.4.x&lt;/code&gt;):&lt;/strong&gt; End-of-Life upstream — requires verified OS vendor/LTS security backports (Debian/Ubuntu/RHEL/CloudLinux/cPanel EasyApache 4).&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  3. Hidden Configuration Traps That Silently Undo Global Mitigations
&lt;/h2&gt;

&lt;p&gt;During incident response across multi-tenant servers, containerized microservices, and cPanel/EasyApache 4 fleets, simply dropping a setting into &lt;code&gt;/etc/php.ini&lt;/code&gt; often fails for three reasons:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Lexicographical &lt;code&gt;php.d&lt;/code&gt; Load Order:&lt;/strong&gt; An earlier &lt;code&gt;.ini&lt;/code&gt; file in &lt;code&gt;conf.d/&lt;/code&gt; or &lt;code&gt;php.d/&lt;/code&gt; can be overridden by a later file loaded alphabetically after it.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Per-Directory &lt;code&gt;.htaccess&lt;/code&gt; &amp;amp; &lt;code&gt;.user.ini&lt;/code&gt; Overrides:&lt;/strong&gt; A single &lt;code&gt;php_flag session.upload_progress.enabled On&lt;/code&gt; or &lt;code&gt;php_value post_max_size 256M&lt;/code&gt; inside a tenant's &lt;code&gt;.htaccess&lt;/code&gt; or &lt;code&gt;.user.ini&lt;/code&gt; re-opens the attack surface on that route.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;PHP 8.5 &lt;code&gt;fatal_error_backtraces&lt;/code&gt; Information Leak:&lt;/strong&gt; On PHP 8.5 runtimes, leaving &lt;code&gt;fatal_error_backtraces = On&lt;/code&gt; during OOM/crash probing leaks heap and call-frame telemetry back to the caller.&lt;/li&gt;
&lt;/ol&gt;




&lt;h2&gt;
  
  
  4. Automated Auditing with &lt;code&gt;ariawave-php2shell-scanner&lt;/code&gt;
&lt;/h2&gt;

&lt;p&gt;We built &lt;strong&gt;&lt;a href="https://github.com/AIjennings/ariawave-php2shell-scanner" rel="noopener noreferrer"&gt;&lt;code&gt;ariawave-php2shell-scanner&lt;/code&gt;&lt;/a&gt;&lt;/strong&gt; as a single-file, zero-dependency Python 3.10+ CLI tool and autonomous agent skill (&lt;code&gt;SKILL.md&lt;/code&gt;) so defenders can run it immediately on air-gapped production hosts, CI/CD runners, and container images without installing third-party packages.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;strong&gt;Strictly Defensive by Design:&lt;/strong&gt; The scanner performs zero active exploitation and sends no malicious payloads. It inspects local runtimes, Dockerfiles, Apache/FPM/INI trees, and (optionally) passive HTTP response headers on authorized endpoints.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;h3&gt;
  
  
  Quickstart Commands
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Clone the zero-dependency scanner&lt;/span&gt;
git clone https://github.com/AIjennings/ariawave-php2shell-scanner.git
&lt;span class="nb"&gt;cd &lt;/span&gt;ariawave-php2shell-scanner

&lt;span class="c"&gt;# 1. Run the built-in 7-check deterministic self-test suite&lt;/span&gt;
python scripts/php2shell_scanner.py &lt;span class="nt"&gt;--selftest&lt;/span&gt;

&lt;span class="c"&gt;# 2. Audit a specific PHP version string&lt;/span&gt;
python scripts/php2shell_scanner.py &lt;span class="nt"&gt;--version&lt;/span&gt; &lt;span class="s2"&gt;"8.4.26"&lt;/span&gt;

&lt;span class="c"&gt;# 3. Scan an entire server config tree (/etc/php, /etc/apache2, /var/www) or repo&lt;/span&gt;
python scripts/php2shell_scanner.py &lt;span class="nt"&gt;--scan-dir&lt;/span&gt; /etc/php

&lt;span class="c"&gt;# 4. Generate the lexicographically-last temporary php.d drop-in mitigation&lt;/span&gt;
python scripts/php2shell_scanner.py &lt;span class="nt"&gt;--emit-dropin&lt;/span&gt; &lt;span class="nt"&gt;--post-max&lt;/span&gt; 32M &lt;span class="o"&gt;&amp;gt;&lt;/span&gt; /etc/php.d/zzzzzzzz-cve-2026-109618-109619.ini
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  5. Immediate Defense-in-Depth Playbook (While Scheduling Patch Windows)
&lt;/h2&gt;

&lt;p&gt;Until every runtime is upgraded to &lt;strong&gt;&lt;code&gt;8.5.12&lt;/code&gt; / &lt;code&gt;8.4.27&lt;/code&gt; / &lt;code&gt;8.3.36&lt;/code&gt; / &lt;code&gt;8.2.35&lt;/code&gt;&lt;/strong&gt; and all worker pools are restarted, apply these four mitigations immediately:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Deploy the &lt;code&gt;zzzzzzzz-cve-2026-109618-109619.ini&lt;/code&gt; Drop-In:&lt;/strong&gt;
Prefixing with &lt;code&gt;zzzzzzzz-&lt;/code&gt; guarantees the hardening rules load &lt;em&gt;last&lt;/em&gt; in &lt;code&gt;php.d/&lt;/code&gt;:
&lt;/li&gt;
&lt;/ol&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight ini"&gt;&lt;code&gt;   &lt;span class="c"&gt;; Temporary mitigation for CVE-2026-109618 &amp;amp; CVE-2026-109619 (PHP2Shell)
&lt;/span&gt;   &lt;span class="c"&gt;; Generated by AriaWave PHP2Shell Readiness Scanner (https://ariawave.tech)
&lt;/span&gt;   &lt;span class="py"&gt;session.upload_progress.enabled&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s"&gt;0&lt;/span&gt;
   &lt;span class="py"&gt;post_max_size&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s"&gt;32M&lt;/span&gt;
   &lt;span class="py"&gt;upload_max_filesize&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s"&gt;32M&lt;/span&gt;
   &lt;span class="py"&gt;fatal_error_backtraces&lt;/span&gt; &lt;span class="p"&gt;=&lt;/span&gt; &lt;span class="s"&gt;0&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Eliminate Apache &lt;code&gt;RLimitMEM&lt;/code&gt;:&lt;/strong&gt; Remove &lt;code&gt;RLimitMEM&lt;/code&gt; directives from Apache virtual hosts and global configs so OS-level &lt;code&gt;RLIMIT_AS&lt;/code&gt; / &lt;code&gt;RLIMIT_DATA&lt;/code&gt; constraints do not force PHP workers into the vulnerable OOM cleanup code path.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Migrate Off &lt;code&gt;mod_php&lt;/code&gt;:&lt;/strong&gt; Transition legacy Apache &lt;code&gt;mod_php&lt;/code&gt; (&lt;code&gt;LoadModule php_module&lt;/code&gt;) deployments to isolated &lt;code&gt;php-fpm&lt;/code&gt; worker pools with bounded &lt;code&gt;pm.max_requests&lt;/code&gt;.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Enforce Edge WAF Request Body Limits:&lt;/strong&gt; Cap multipart request body sizes at your reverse proxy, SASE edge, or cloud WAF before traffic reaches origin PHP workers.&lt;/li&gt;
&lt;/ol&gt;




&lt;h2&gt;
  
  
  Resources &amp;amp; Official Advisories
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Open-Source Scanner &amp;amp; Agent Skill (&lt;code&gt;MIT&lt;/code&gt;):&lt;/strong&gt; &lt;a href="https://github.com/AIjennings/ariawave-php2shell-scanner" rel="noopener noreferrer"&gt;github.com/AIjennings/ariawave-php2shell-scanner&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Autonomous Agent Blueprints (&lt;code&gt;SKILL.md&lt;/code&gt;):&lt;/strong&gt; &lt;a href="https://github.com/AIjennings/aria-agent-blueprints" rel="noopener noreferrer"&gt;github.com/AIjennings/aria-agent-blueprints&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;PHP.net Security Advisory (Oct 21, 2026):&lt;/strong&gt; &lt;a href="https://www.php.net/archive/2026.php#2026-10-21-5" rel="noopener noreferrer"&gt;php.net/archive/2026.php#2026-10-21-5&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;NCSC-NL PHP2Shell Guidance:&lt;/strong&gt; &lt;a href="https://github.com/NCSC-NL/php2shell" rel="noopener noreferrer"&gt;github.com/NCSC-NL/php2shell&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;CERT-EU Security Advisory 2026-018:&lt;/strong&gt; &lt;a href="https://cert.europa.eu/publications/security-advisories/2026-018/" rel="noopener noreferrer"&gt;cert.europa.eu/publications/security-advisories/2026-018&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;




&lt;p&gt;&lt;em&gt;Authored by **Andrew Jennings&lt;/em&gt;* — Founder &amp;amp; Principal Systems Engineer at &lt;strong&gt;&lt;a href="https://ariawave.tech" rel="noopener noreferrer"&gt;Aria Technology Group (AriaWave)&lt;/a&gt;&lt;/strong&gt; (&lt;code&gt;andrew@aria.net&lt;/code&gt;) and Senior Technology Advisor at &lt;strong&gt;&lt;a href="https://utelusa.com" rel="noopener noreferrer"&gt;Utel USA&lt;/a&gt;&lt;/strong&gt; (&lt;code&gt;ajennings@utelusa.com&lt;/code&gt; · &lt;code&gt;313-232-0138&lt;/code&gt;). Need an enterprise SASE/WAF edge audit, multi-carrier redundancy review, or autonomous security toolchain deployment? Connect on &lt;a href="https://www.linkedin.com/in/andrew-jennings-895244379/" rel="noopener noreferrer"&gt;LinkedIn&lt;/a&gt; or visit &lt;a href="https://ariawave.tech" rel="noopener noreferrer"&gt;ariawave.tech&lt;/a&gt;.*&lt;/p&gt;

</description>
      <category>cybersecurity</category>
      <category>infosec</category>
      <category>php</category>
      <category>security</category>
    </item>
  </channel>
</rss>
