Dragon's Code: America Under Cyber Siege

Inception Point AI

This is your Dragon's Code: America Under Cyber Siege podcast. Dragon's Code: America Under Cyber Siege is your go-to podcast for detailed analysis of the week's most sophisticated Chinese cyber operations targeting US infrastructure. Stay updated with expert insights into attack methodologies, affected systems, and compelling attribution evidence. Discover the defensive measures implemented and lessons learned from each incident. Featuring interviews with leading cybersecurity experts and government officials, Dragon's Code delivers essential information for anyone interested in the evolving landscape of cyber warfare and national security. Tune in regularly for in-depth discussions that keep you informed and prepared. For more info go to https://www.quietplease.ai Check out these deals https://amzn.to/48MZPjs This content was created in partnership and with the help of Artificial Intelligence AI.

  1. 1d ago

    Ting Spills the Tea: China's Hackers Are Literally Practicing How to Turn Off Your Lights

    This is your Dragon's Code: America Under Cyber Siege podcast. Name’s Ting. Let’s jack straight into Dragon’s Code: America Under Cyber Siege. Over the past few days, listeners, Chinese state-backed crews have been running some of the most sophisticated probing campaigns against US infrastructure we’ve seen this quarter. According to analysts at Mandiant and CrowdStrike, clusters linked to Volt Typhoon and APT41 have shifted from quiet reconnaissance to what one DHS official called “pre‑positioning for pressure,” especially against power grids and telecom backbones on the US East and Gulf Coasts. Method-wise, this wasn’t smash-and-grab ransomware. This was living-off-the-land. Operators slipped in through exposed VPN appliances and edge devices from vendors like Fortinet and Ivanti, then used built‑in tools like PowerShell, WMI, and scheduled tasks so their activity looked like a sleepy system admin on a night shift. Microsoft’s threat intel team has been warning that these China-nexus actors increasingly hijack legitimate credentials from contractors instead of dropping noisy malware, and that pattern held all week. What got touched? According to reports shared with CISA’s Joint Cyber Defense Collaborative, they hit operational technology at regional electric utilities, management interfaces for smart grid controllers, and network management systems in Tier‑1 ISPs. No lights-out moment, but in at least one unnamed utility in the Midwest, incident responders found test commands run against substation control systems—think rehearsal, not attack. Attribution is always the spicy part. This round tied back to familiar infrastructure: command-and-control servers previously mapped to Chinese operators, overlapping malware loaders seen in earlier Volt Typhoon operations, and time-of-day patterns matching work hours in Guangdong and Hainan. NSA’s Rob Joyce-style analysts pointed to reuse of custom tunneling tools and a preference for web shells on outdated IIS servers, signatures long associated with PRC-linked espionage units. Defensively, the US didn’t just watch. CISA pushed emergency directives for federal agencies to rotate credentials, segment OT from IT where it was still embarrassingly flat, and deploy enhanced logging to catch anomalous lateral movement. Several utilities invoked their playbooks under the NERC CIP standards, isolating affected substations and running manual override drills. Cloud providers like Amazon Web Services and Microsoft Azure quietly blocked suspect IP ranges and issued new detection rules to customers. Cybersecurity experts from places like the Atlantic Council and Stanford’s Internet Observatory are calling this week a wake-up that “steady-state intrusion” is now normal, not exceptional. The big lesson: attackers are betting on weak identity management and ancient edge gear more than zero-days. Multi-factor authentication, hardware security keys for admins, and ruthless patching of internet-facing devices did the most damage to these campaigns. And from government officials at the White House Office of the National Cyber Director, the message was blunt: treat Chinese cyber operations against infrastructure as strategic shaping, not random hacking. In other words, this is about leverage in a crisis. I’m Ting, thanks for tuning in, listeners. Don’t forget to subscribe so you don’t miss the next dive into Dragon’s Code. This has been a quiet please production, for more check out quiet please dot ai. For more http://www.quietplease.ai Get the best deals https://amzn.to/3ODvOta

    4 min
  2. 3d ago

    Strip Mall Routers and Stolen Creds: How China's Hackers Turned Your Local Business Into a Weapon Against America's Grid

    This is your Dragon's Code: America Under Cyber Siege podcast. Name’s Ting, and Dragon’s Code is running hot, so let’s jack straight into this week’s Chinese cyber ops against America’s backbone. Over the past few days, US officials and private threat intel teams from places like Mandiant, CrowdStrike, and Recorded Future have been tracking coordinated intrusions into power grid control vendors, regional water utilities, and at least one West Coast port logistics operator. According to analysts at Mandiant, the tradecraft lines up with familiar Chinese state-linked groups like Volt Typhoon and APT41, who specialize in long‑term, low‑noise persistence inside critical infrastructure. Here’s how they did it. First wave: classic but polished spear‑phishing, using lures spoofing Department of Energy RFP documents and Port of Los Angeles vendor contracts. The payloads dropped living‑off‑the‑land toolchains, abusing PowerShell, WMI, and signed administrative binaries, so almost no traditional malware signatures fired. Parallel to that, CrowdStrike reports a supply‑chain style compromise of a minor but widely used remote monitoring tool for industrial controllers, giving the attackers pivot points into SCADA and OT networks without touching the front door. Once inside, they went quiet. Volt Typhoon‑style operators relied heavily on stolen credentials and VPN appliances, routing command‑and‑control traffic through compromised small business routers across the US and Europe. CISA officials say this made malicious traffic almost indistinguishable from normal admin activity. On the OT side, investigators found careful reconnaissance of IEC‑104 and Modbus devices, with read‑only access at first, suggesting pre‑positioning for future disruption rather than immediate sabotage. Attribution hinges on a mix of infrastructure overlap, malware code reuse, and tasking patterns. According to Microsoft’s threat intel team, several command servers reused TLS certificates previously tied to Chinese state operators, and the same custom exfiltration format seen in earlier campaigns against Guam telecoms popped up again here. NSA cyber director Rob Joyce has publicly noted that the timing and target set align with Beijing’s long‑term interest in gaining leverage over US critical infrastructure during a crisis in the Pacific. Defensively, it hasn’t been a quiet week. CISA, NSA, and FBI pushed out joint advisories, emergency directives to federal agencies to hunt for specific command‑line patterns, and new YARA rules for OT monitoring vendors. Utilities have been segmenting networks more aggressively, rolling out just‑in‑time admin credentials, and turning on deep packet inspection for those industrial protocols that used to be blindly trusted on internal links. Several ports temporarily shifted to manual fail‑safes while they validated their systems. Lessons learned? First, in 2026 the real cyber battlefield is the boring stuff: routers in strip malls, forgotten vendor accounts, and unmanaged OT gateways. Second, attribution is getting faster, which shrinks the window for quiet persistence but escalates diplomatic tension. And third, as Jen Easterly at CISA keeps reminding everyone, defense is now a team sport: if a small water authority in Indiana doesn’t patch its remote access box, it becomes Beijing’s free pivot into the national grid. I’m Ting, thanks for tuning in, and don’t forget to subscribe for more Dragon’s Code deep dives. This has been a quiet please production, for more check out quiet please dot ai. For more http://www.quietplease.ai Get the best deals https://amzn.to/3ODvOta

    4 min
  3. 4d ago

    China's Cyber Gossip: When Spies Slide into Your DMs and the FBI Builds a Practice Town to Fight Back

    This is your Dragon's Code: America Under Cyber Siege podcast. I’m Ting, and this week’s cyber story has one very clear villain: Beijing’s machine-like pressure campaign against American networks. According to Cybersecurity News, the most sophisticated Chinese operations hitting U.S. infrastructure were **Volt Typhoon** and **Salt Typhoon**, and together they show a strategy built less on smash-and-grab disruption and more on quiet access, prepositioning, and intelligence collection.[2] Volt Typhoon, as reported by Cybersecurity News, was inside U.S. critical infrastructure networks, moving in ways designed to avoid detection and preserve long-term access for possible future disruption during a geopolitical crisis.[2] That matters because the target set was not random internet-facing clutter; it was the nervous system of the country, the places where communications, energy, transportation, and emergency response all intersect. The methodology here was classic stealth tradecraft: living off the land, blending into normal administrative activity, and mapping systems without lighting up alarms like a bad holiday display.[2] Salt Typhoon went after U.S. telecom providers including **AT&T** and **Verizon**, with Cybersecurity News saying the campaign stole metadata and compromised communications tied to political figures including **Donald Trump** and **JD Vance**.[2] That is a different kind of pain. Instead of knocking a system offline, it gives an adversary a window into who talks to whom, when, and from where. In cyber, metadata is the gossip that tells the whole story. Attribution here is anchored by the nature of the campaigns themselves and by U.S. official concern reflected in the reporting. Cybersecurity News explicitly describes both operations as **Chinese state-sponsored** campaigns, and it frames them as part of a broader pattern of cyber-espionage used for geopolitical leverage.[2] The larger lesson from that reporting is that these are not lone-wolf intrusions but disciplined operations aligned with state objectives.[2] Defensively, the U.S. response has increasingly emphasized hardening, segmentation, and realistic training. TechCrunch reported that the FBI built a **22,000-square-foot replica town** in Huntsville, Alabama called the **Kinetic Cyber Range**, with houses, a hotel, a gas station, a grocery mart, a courthouse, a hospital, and a power company so investigators can rehearse real-world cyberattack scenarios in a believable environment.[8] That is not theater; that is muscle memory for a cyber age. It reflects the lesson that defenders need to practice not just alerts and dashboards, but recovery, coordination, and incident response in environments that mirror actual communities.[8] The big lesson this week is brutally simple: China’s top-end cyber play is about patience, access, and options. As Cybersecurity News describes it, these campaigns reveal both rising sophistication and deep vulnerabilities across sectors, while the FBI’s training push shows Washington knows the answer is not panic, but preparation.[2][8] Thanks for tuning in, listeners, and please subscribe. This has been a quiet please production, for more check out quiet please dot ai. For more http://www.quietplease.ai Get the best deals https://amzn.to/3ODvOta

    4 min
  4. 6d ago

    China's Boring Cyber Tricks Are Actually Terrifying: Why Patient Hackers Are Winning While You Click Bad PDFs

    This is your Dragon's Code: America Under Cyber Siege podcast. I’m Ting, and this week’s cyber weather over the United States has been stormy, with China-linked operators making the headlines for one reason: access. U.S. officials and industry analysts say the most serious activity has centered on stealthy intrusion attempts against critical infrastructure, especially telecom, cloud, and industrial networks, using living-off-the-land tactics, compromised credentials, and disguised web infrastructure rather than flashy smash-and-grab attacks. [4][15] According to Cybersecurity Dive, researchers saw more than 10,000 World Cup-themed malicious domains pop up since January, while the FBI warned in May about spoofing attacks against FIFA websites; those same phishing and impersonation playbooks are the kind of tradecraft that also shows up in broader state-linked campaigns because they are cheap, scalable, and annoyingly effective. [4][2] Arctic Wolf said attackers used fake career sites to steal Google Workspace accounts and even weaponized an “employee handbook” PDF to target staff at a host city, which is a reminder that one bad click can turn into a full-blown foothold. [4] The more consequential China-linked set of activity this week is the kind Microsoft has tracked under names like **Storm-0940**, **Volt Typhoon**, and **Flax Typhoon**, where the goal is persistence, not publicity. These operations have relied on credential theft, proxy infrastructure, and exploitation of edge devices to blend into normal traffic and quietly stage access inside U.S. networks, including government, communications, and infrastructure targets. [15] Microsoft has repeatedly said these actors favor stealth over speed, because once they are inside, they can map systems, move laterally, and wait for a crisis moment. [15] Attribution is built from a pile of clues, not a single smoking gun: shared infrastructure, reused tooling, victimology, malware patterns, and long-running intelligence assessments from Microsoft and U.S. agencies. [15] The U.S. government has also treated China as the most persistent strategic cyber threat to American critical infrastructure, which is why defenders are watching for pre-positioning, not just data theft. [15] Defensively, the response has been very practical: hunt for unusual authentication patterns, lock down remote management interfaces, rotate credentials, patch internet-facing appliances fast, and segment industrial systems so a compromise in one zone does not become a tour of the whole plant. [15] Analysts at Arctic Wolf and Palo Alto Networks both stressed that phishing, QR-code fraud, fake portals, and ransomware against supporting services remain the most common entry points, even when the bigger strategic concern is state-backed disruption. [4] The lesson learned is brutally simple, listeners: the best Chinese cyber operations against U.S. infrastructure usually look boring at first. That is the trick. They are patient, credential-driven, and built to survive the noise, which means defenders need to think like hunters, not janitors. Thanks for tuning in, subscribe for more, and this has been a quiet please production, for more check out quiet please dot ai. For more http://www.quietplease.ai Get the best deals https://amzn.to/3ODvOta

    3 min
  5. Jun 10

    Tank Tops and Cyber Ops: Why China's Boring Fuel Gauge Hack Is Actually Terrifying

    This is your Dragon's Code: America Under Cyber Siege podcast. I’m Ting, and this week’s cyber picture is a little too on-brand for “Dragon’s Code: America Under Cyber Siege.” The clearest China-linked pressure on U.S. infrastructure has centered on *operational technology* and the boring-but-critical systems that keep fuel moving, not flashy smash-and-grab hacks. According to the American Hospital Association, federal agencies warned on June 9 that malicious cyber activity has targeted U.S.-based automatic tank gauge systems, the remote monitoring gear that tracks fuel and liquid levels, temperature, and leak detection at storage tanks. That matters because these systems sit in the plumbing of airports, gas stations, hospitals, and logistics hubs, where a compromise can create real-world disruption fast. The warning followed a June 2 fact sheet from CISA and other agencies, which points to a campaign aimed at exposed tank gauge systems rather than ordinary office networks. The method here is classic infrastructure tradecraft: find internet-facing devices, probe for weak remote access, and exploit the thin security perimeter around industrial monitoring equipment. The lesson is painfully simple: if a sensor can be reached from the open internet, it can be turned into a foothold. [5] The attribution picture is less about a single smoking gun and more about the usual stack of evidence: targeting patterns, victimology, infrastructure focus, and the broader warning environment from U.S. officials. In recent public reporting, U.S. agencies have emphasized foreign cyber actors probing critical infrastructure, while private-sector trend data shows the threat environment staying hot. Check Point reported that government and telecommunications remained among the most attacked sectors in May 2026, with the United States accounting for 43% of all reported ransomware victims globally, which underscores why U.S. infrastructure keeps landing in the crosshairs. [2] Cybersecurity experts keep hammering the same defensive playbook, and for once the advice is not glamorous but it works. Segmentation between IT and operational technology, strict remote-access controls, device inventory, patching of exposed management interfaces, and alerting on unusual login or configuration changes are the basics. For tank gauge systems specifically, the agencies’ warning implies defenders should assume internet exposure is a liability, not a feature, and lock these devices behind VPNs, allowlists, and continuous monitoring. [5] The bigger lesson from this week is that sophisticated Chinese cyber operations do not always look like movie malware. Sometimes they look like patient reconnaissance against critical systems that most people never notice until they fail. That is the nasty brilliance of it, listeners: not breaking the flashy app, but bending the invisible infrastructure underneath it. Thanks for tuning in, subscribe, and keep your sensors off the open internet. This has been a quiet please production, for more check out quiet please dot ai. For more http://www.quietplease.ai Get the best deals https://amzn.to/3ODvOta

    3 min
  6. Jun 8

    Volt Typhoon Is Living in Your Router and the FBI Wants You to Know About It

    This is your Dragon's Code: America Under Cyber Siege podcast. Listeners, I’m Ting, and Dragon’s Code is running hot this week, so let’s jack straight into it. Over the past few days, US officials say Chinese state-linked crews have been poking and prodding at the soft underbelly of American infrastructure: power grids, port logistics, and telecom backbones. According to the Cybersecurity and Infrastructure Security Agency, the most active suspect is the group analysts call Volt Typhoon, a stealthy espionage outfit that lives off the land, meaning it abuses built‑in Windows tools like PowerShell, WMI, and stolen admin accounts instead of flashy malware. That makes their traffic look like normal system admin work, which is why defenders hate them. Microsoft and several threat intel shops report that these operators have been tunneling through small routers and VPN appliances in places like California and Texas, turning vulnerable edge devices into a shadow proxy network. From there, they hop into utility control networks and port management systems, quietly mapping which systems control what: substations, cargo cranes, even rail signaling servers tied to major freight corridors. In one of this week’s more sophisticated waves, incident responders at a large US West Coast power company say they found carefully timed credential‑stuffing attacks against their remote access portals, followed by lateral movement that targeted engineering workstations connected to SCADA test environments. No lights went out, but the goal looked obvious: learn the layouts now so they can cause chaos later. Attribution is always messy, but FBI and National Security Agency analysts point to reused command‑and‑control infrastructure previously tied to Chinese strategic support forces, Mandarin-language comments in scripts, and tasking that lines up a little too neatly with People’s Liberation Army interest in “pre‑positioning” inside US critical infrastructure. On the defense side, CISA pushed out emergency directives urging utilities and port operators to rip out or at least segment old internet‑facing gear, crank up multi‑factor authentication, and enable detailed logging on domain controllers and VPNs. Several regional grids have spun up 24/7 threat‑hunting teams, feeding telemetry into joint fusion cells with the Department of Energy and the Federal Energy Regulatory Commission. Cybersecurity experts like Dmitri Alperovitch and Jen Easterly keep hammering the same lesson: this is not smash‑and‑grab ransomware, it is patient pre‑war reconnaissance. The playbook is persistence, not publicity. The big takeaway this week is brutal but clear: if an organization cannot see every admin login, every remote connection, it is already compromised and just hasn’t noticed yet. The silver lining? Each discovered foothold forces these operators to burn infrastructure and tools, shrinking their room to maneuver. Every patched router and monitored VPN narrows the dragon’s tunnel. Thanks for tuning in, and don’t forget to subscribe so you don’t miss the next chapter of Dragon’s Code: America Under Cyber Siege. This has been a quiet please production, for more check out quiet please dot ai. For more http://www.quietplease.ai Get the best deals https://amzn.to/3ODvOta

    4 min
  7. Jun 7

    Spicy VPNs and Power Grid Whispers: China's Slowest Heist Gets Messy

    This is your Dragon's Code: America Under Cyber Siege podcast. Hey listeners, Ting here, and the dragon has been busy this week, so let’s jack straight into the wire. Over the past few days, US networks have been chewing on a wave of Chinese-state–linked probes that look less like smash-and-grab and more like a slow, quiet redrawing of the map of American infrastructure. According to analysts quoted by BleepingComputer and The Hacker News, the most advanced activity chained together three playbooks: vulnerability exploits on edge appliances, living-off-the-land abuse of built‑in admin tools, and hands‑off automation with AI‑driven scripting to scale it all. On the infrastructure side, the juiciest targets were power grid management portals, regional water utility SCADA gateways, and the file-transfer servers that quietly shuttle configs and logs between them. One campaign leaned on flaws in enterprise VPN and load balancer gear to get a beachhead, then pivoted into Windows domains using stolen credentials and remote management tools that every sysadmin already trusts. That’s classic Volt Typhoon–style tradecraft, the same pattern the FBI and CISA have been warning about for more than a year. The Hacker News reported that CISA just rushed a SolarWinds Serv‑U vulnerability, CVE-2026-28318, into its Known Exploited Vulnerabilities catalog after seeing real‑world exploitation. CISA officials say they don’t yet have public proof that this specific flaw is tied to a named Chinese group, but the victim profile—managed service providers feeding critical infrastructure clients—lines up perfectly with past Chinese access operations. SolarWinds explained that a crafted POST request using “Content-Encoding: deflate” can knock the service over without even logging in, which makes it a handy DoS tool or a noisy diversion while stealthier actions run elsewhere. Attribution-wise, government responders are looking at familiar fingerprints: Chinese-language tooling artifacts, command-and-control servers previously tied to clusters like APT41, and working hours that map neatly to Beijing time. NSA and private teams like Mandiant have noted repeated reuse of bespoke tunneling utilities and obfuscated PowerShell loaders that they’ve already pinned to Chinese operators in earlier campaigns, even after code tweaks. Defensively, this week has been all about speed and segmentation. CISA ordered federal agencies to patch Serv‑U by a hard deadline, pushed fresh Snort and YARA signatures, and told network admins to block unnecessary content‑encoding on exposed file‑transfer services. Utilities have been tightening identity controls, rolling out phishing‑resistant multi‑factor authentication, and carving OT networks away from corporate IT so a compromised VPN account can’t just stroll into a substation. Cybersecurity experts interviewed across outlets stress three lessons. First, assume persistent Chinese access attempts are a constant background signal, not a special event. Second, watch behaviors, not just malware hashes; these actors are living off your land, not parachuting in flashy new binaries. Third, treat every “boring” edge device—file server, VPN, gateway—as part of national critical infrastructure, because that’s exactly how Beijing’s operators are treating it. I’m Ting, thanks for tuning in, and don’t forget to subscribe so you don’t miss the next move in Dragon’s Code: America Under Cyber Siege. This has been a quiet please production, for more check out quiet please dot ai. For more http://www.quietplease.ai Get the best deals https://amzn.to/3ODvOta

    4 min
  8. Jun 5

    China's AI Hackers Are Speed-Running America's Power Grid and Nobody's Ready

    This is your Dragon's Code: America Under Cyber Siege podcast. Name’s Ting. Let’s jack straight into Dragon’s Code: America Under Cyber Siege. Over the past few days, US cyber teams have been chasing what the Cybersecurity and Infrastructure Security Agency, CISA, is calling one of the most sophisticated waves of Chinese state‑linked intrusion attempts against American infrastructure this year. According to analysts at Google Threat Intelligence, who briefed Congress in testimony this week, the operations look like an evolution of the Volt Typhoon and APT41 playbooks: low‑and‑slow, living off the land, and almost obsessively focused on not tripping alarms. Here’s how the dragon’s breathing fire. Chinese operators are leaning hard on valid credentials, remote management tools, and built‑in Windows utilities like PowerShell and WMI instead of obvious malware. Sandra Joyce at Google Threat Intelligence told the House Homeland Security Committee that these crews are now pairing classic tradecraft with AI‑assisted reconnaissance, using large models to map attack paths across industrial control networks faster than human teams ever could. That means they can pivot from a VPN appliance at a utility company in Texas to a substation controller in minutes, not days. Bitsight’s new “Global State of ICS/OT Exposure 2026” report adds the ugly detail: thousands of US energy, water, and transportation assets are still exposing critical protocols like Modbus and DNP3 to the internet. That exposure is exactly what Chinese operators have been probing this week, especially mid‑tier municipal utilities and port authorities that sit under the big federal radar but over very real pipes, pumps, and cranes. Attribution isn’t just vibes. Analysts are tying these intrusions to Chinese state interests using infrastructure overlaps with known PLA‑linked clusters, working‑hours patterns matching Beijing time, and reuse of distinctive command‑and‑control techniques first documented by Recorded Future and Mandiant. One campaign targeting a West Coast logistics provider reused obfuscated scripts identical to earlier activity against telecom firms in Taiwan and Japan, giving investigators the kind of fingerprint they love. Now, defenses. CISA, the FBI, and NSA have pushed out fresh joint advisories to critical infrastructure owners, pushing zero‑trust, rapid credential rotation, and aggressive monitoring of remote admin tools. Utilities in several states quietly moved engineering workstations behind new segmentation gateways this week, and one major grid operator rolled out an AI‑driven anomaly detector based on the same CNN‑LSTM style frameworks recently described in academic work on intelligent cyber attack detection. It’s machine versus machine now. The lesson from people like Jen Easterly at CISA and private‑sector experts is blunt: stop chasing malware and start hunting behaviors. That means watching for impossible travel logins, odd PowerShell chains, and tiny changes in industrial controller traffic that suggest someone is rehearsing sabotage, not just stealing data. It also means mayors, governors, and boardrooms finally treating cyber risk like physical risk, because in 2026 those two are the same thing. I’m Ting, and that’s your slice of Dragon’s Code for this week. Thanks for tuning in, and don’t forget to subscribe so you don’t miss the next breach autopsy. This has been a quiet please production, for more check out quiet please dot ai. For more http://www.quietplease.ai Get the best deals https://amzn.to/3ODvOta

    4 min

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This is your Dragon's Code: America Under Cyber Siege podcast. Dragon's Code: America Under Cyber Siege is your go-to podcast for detailed analysis of the week's most sophisticated Chinese cyber operations targeting US infrastructure. Stay updated with expert insights into attack methodologies, affected systems, and compelling attribution evidence. Discover the defensive measures implemented and lessons learned from each incident. Featuring interviews with leading cybersecurity experts and government officials, Dragon's Code delivers essential information for anyone interested in the evolving landscape of cyber warfare and national security. Tune in regularly for in-depth discussions that keep you informed and prepared. For more info go to https://www.quietplease.ai Check out these deals https://amzn.to/48MZPjs This content was created in partnership and with the help of Artificial Intelligence AI.