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Evo Robots: Evolving Intelligence in Motion

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Evo Robots

Evo Robots: Accelerating the Journey of Moving Intelligence

Evo Robots pioneered a new era in evolutionary robotics, introducing machines that aren’t just programmed—but evolve intelligence through adaptation. Their unique fusion of Darwinian optimization, machine learning, and bio-inspired design enables robots to learn locomotion and manipulation in dynamic environments. From simulating thousands of neural-controller variants to generating real-world prototypes, Evo Robots exemplifies how embodied AI transforms theory into agile, intelligent machines.

 What Makes Evo Robots Stand Out

Evo Robots harness genetic algorithms and Darwinian selection to iteratively refine robot morphology and behavior. Through evolutionary exploitation, a population of robot blueprints is evaluated—those with poor stability or performance are discarded, while better-performing ones are recombined and mutated. This continues until robots achieve proficient locomotion, non-linear control, and robust adaptation—even in unpredictable terrain. Their approach reflects real-world evolutionary robotics research from EPFL to MIT

Key Components of Evo Robots Integration

1. Evo Robots’ Evolutionary Framework

Evo Robots employs an evolutionary loop with simulated populations of neural networks and modular morphologies. Each generation sees controllers and body layouts paired, leveraging soft robotics benchmarks to evolve structures mimicking insect-like adaptability .

2. Transitioning from Digital to Physical

While many evolutionary systems remain simulated, Evo Robot’s pushes the limits—using 3D printing and rapid prototyping to build actual units. Thus, evolved robotic beings—complete with artificial neural controllers—interact with real-world stimuli, echoing the early experiments by Hod Lipson and Jordan Pollack

3. Embodied Intelligence in Motion

These robots exemplify embodied cognition: intelligence that arises from the body’s physical existence. By adapting both control systems and body designs, Evo Robot’s encourage morphological intelligence—machines that literally grow smarter through evolution.

Applications and Use Cases

Adaptive Exploration and Terrain Navigation

Evo Robot’s excel where conventional programming struggles—navigating uneven surfaces, unpredictable obstacles, and changing environments. Environmental adaptation ensures robots adjust body structure and gait for optimal performance .

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Discovery-Driven Science

Evo Robot’s aren’t just tools—they’re scientific instruments generating new insights in biology and AI. When robots independently evolve biomimetic features, they test hypotheses about animal locomotion and cognition

Collaborative, Reconfigurable Swarms

Based on morphogenetic robotics, many Evo systems modularly reconfigure or self-assemble—opening up possibilities for swarm intelligence, collective perception, and distributed problem solving .

Real-World Demonstrations

Eureka: Sim-to-Real Evolution

In one landmark project, Evo Robot’s used soft-voxel design and control co-optimization to evolve a crawler that successfully traversed complex surfaces—first in simulation, then printed and tested in the lab .

Modular Swarm Assembly

Inspired by morphogenetic engineering, Evo Robot’s modules self-organize into different functions—is it a manipulator? A sensor array? The system evolves autonomously using gene-regulatory network principles

Multimedia Insights

Evolutionary Design in Action

This TED talk highlights self-assembling robots and the potential of artificial evolution through real demonstrations.

Embedded Evo Robots Demo

Shows robots that evolve not just software but physical bodies and controllers through iterative fabrication.

Autonomous Evolution in Industrial Robotics

Features Fraunhofer’s evoBOT illustrating adaptability and autonomy in logistics environments.

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Integration with Related AI Fields

Evolutionary vs Developmental Robotics

While Evo Robot’s prioritize population-level evolution across generations, developmental robotics focuses on ontogenetic development—robots learning throughout their lifespan

Morphogenetic vs Epigenetic Robotics

Evo Robot’s also embrace morphogenetic robotics, where robot structure and control co-develop, echoing biological morphogenesis, unlike epigenetic models that emphasize learning and experience

Future Horizons

  • Real-world co-evolution where robotic systems adapt continuously in unstructured environments.

  • Scaling evolutionary benchmarks, using Evo Gym-style tools to challenge search algorithms with complex terrain and object manipulation .

  • Ethical considerations regarding autonomous morphology and intelligence—what defines responsibility when bodies and behaviors evolve?

FAQs

Q1: How do Evo Robots differ from traditional robots?
They aren’t pre-programmed—robot bodies and controllers emerge through evolutionary algorithms guided by performance metrics, fostering self-optimized intelligence.

Q2: Are Evo Robots tested physically or only in simulation?
While initial generations are simulated, Evo Robots also fabricate real prototypes—bridging sim-to-real gaps.

Q3: What technologies underpin Evo Robots?
A blend of genetic algorithms, neural network controllers, 3D printing for body fabrication, and physics-based simulations.

Q4: Can Evo Robots adapt during their operational lifetime?
Primarily no—they adapt over generations. However, hybrid models supplement evolution with lifelong learning, there’s ongoing research.

Q5: What areas will Evo Robots impact most?
Exploration, swarm robotics, scientific discovery, and eventually adaptive manufacturing and precision agriculture.

Conclusion

Evo Robot’s symbolize a paradigm shift in robotics: from hand-coded machines to living assemblages of evolving intelligence. By combining evolutionary computation, embodied AI, and bio-inspired morphology, they usher in robots that not only act—they grow, adapt, and surprise. As research evolves toward real-world deployment, Evo Robot’s will reshape how we think about autonomy, adaptation, and the fundamental nature of machine intelligence.

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FastFingerprints: Speed Meets Security in Background Checks

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FastFingerprints

FastFingerprints: Speed Meets Security in Background Checks sets itself apart as a modern solution for employers, licensing agencies, and individuals seeking reliable background screenings. Powered by state‑of‑the‑art LiveScan technology, secure biometric enrollment, and electronic fingerprint submission, FastFingerprints offers not just speed but also compliance, accuracy, and confidence.

What is LiveScan Fingerprinting?

LiveScan fingerprinting is a digital method of capturing biometric data using high-resolution scanners, bypassing ink-based prints entirely. Unlike traditional ink-and-paper fingerprint cards, LiveScan captures clear impressions instantly and transmits them directly to the FBI or state repositories. This electronic fingerprinting method reduces human error, eliminates smudding, and accelerates results dramatically .

FastFingerprints leverages this technology to ensure clients get fast, actionable results—often in days, not weeks. With secure encryption and direct API connectivity to background check systems, it streamlines the process from appointment scheduling to report delivery .

Abstract glowing finger print id hologram on dark background Fingerprint biometrics information technology and cyber security concept 3D Rendering

Advantages of Electronic Fingerprint Capture

Accelerated Turnaround Times

Processing background checks through LiveScan can take mere days, compared to weeks with traditional fingerprint cards. This rapid submission is essential in recruitment, licensing, and tenant screening scenarios where timing is critical .

 Enhanced Accuracy and Reduced Errors

Digital scanners eliminate smudges and faint prints, reducing rejections and cycle times. High-resolution capture means agencies receive precise biometric data, lowering the risk of misidentification .

Stronger Security and Privacy Protections

All transmissions are encrypted, and electronic data avoids the risk of lost or mishandled paper cards. This secure chain-of-custody protects sensitive personal information from unauthorized access .

 Regulatory Compliance

Many industries—healthcare, education, finance—require fingerprint-based background checks to meet licensing standards. LiveScan services like those at FastFingerprints ensure compliance with FBI, state, and local mandates .

Cost Efficiency

Digital processing eliminates costs tied to printing, mailing, and manual handling of cards. Over time, this saves time and money for both providers and clients .

How FastFingerprints Works

 Schedule an Appointment

Clients can book online across multiple states—Ohio, Florida, and beyond—at Internet-accessible LiveScan locations operated under certified protocols .

Live Fingerprint Capture

During a short appointment (usually 10–15 minutes), technicians capture prints electronically, verify identity documents, and transmit data securely to the relevant background check agency .

 Digital Transmission

Fingerprints are sent via encrypted channels directly to the FBI or state repositories. FastFingerprints supports expedited FBI checks, FINRA compliance, and other name-based checks .

Retrieve Results

Clients receive results quickly—often within a few days—through online portals. This allows hiring managers, licensing boards, and applicants to make timely decisions.

LiveScan vs Ink Fingerprinting

Feature Ink-Based Prints LiveScan Fingerprinting
Speed Weeks to process mail Days via instant data transfer
Accuracy Susceptible to smudging High-resolution images reduce errors
Security Physical cards vulnerable to loss Encrypted digital submission
Compliance May need re-submissions Meets regulatory standards for licensing and hiring

Integrations and AI-Driven Speed

FastFingerprint’s platform integrates with applicant tracking systems (ATS), FCRA-compliant background check portals, and HRIS platforms. AI and machine learning streamline database searches—scanning federal, state, county, and even international repositories simultaneously .

These automated processes yield comprehensive candidate screenings faster than manual checks, helping businesses avoid delays in high-volume hiring or compliance-sensitive industries such as healthcare, transportation, and gated communities .

Addressing Limitations of Fingerprint Checks

While fingerprint-based checks access FBI’s Integrated Automated Fingerprint Identification System (IAFIS) and local AFIS databases, they can miss non-fingerprintable data—like recent convictions not yet logged to the system. FastFingerprints mitigates this by combining LiveScan data with name-based applicant screening to ensure broader coverage .

By integrating with Consumer Reporting Agencies (CRAs), the platform provides a multifaceted screening approach, pulling criminal records, credit history, and sex-offender data where relevant—ensuring a comprehensive profile for decision-makers.

Ideal Use Cases for FastFingerprints

  • Recruitment and Onboarding: Keep hiring pipelines moving, especially during seasonal or high-volume recruitment drives.

  • Professional Licensing: Fulfill compliance for regulated occupations—like educators, financial advisors, and healthcare personnel.

  • Volunteer Screening: Expedite checks for coaches, nonprofit staff, and camp counselors.

  • Tenant Screening: Assist landlords in fast tenant-approved decisions.

  • Gig Economy Platforms: Quickly verify ride-share and food-delivery drivers to meet surge demand and safety standards.

Real User Experiences

While official reviews are limited, anecdotal experiences suggest smooth service and rapid turnaround. One recruiter on Reddit praised FastFingerprints’ “Reseller” partner experience:

“Anyone actually had the ‘Reseller’ experience with Fastfingerprints? Care to share your opinions/outcomes please?”

This indicates that FastFingerprints supports partner networks and seamless vendor integration, though public testimonials remain modest.

set of multicolored fingerprints

Best Practices When Using LiveScan Services

  • Verify State Compliance: Some jurisdictions have specific requirements around fingerprint capture and submission.

  • Prepare Documentation: Bring valid ID and application details to avoid delays during scanning.

  • Integrate Wisely: Connect FastFingerprint’s service with your HR or licensing systems via API to reduce manual steps.

  • Stay Informed: Keep up with evolving FCRA regulations to understand permissible screening practices.

FAQs

Q1: How long does FastFingerprints take for FBI background checks?
Most results arrive in just a few days after submission, thanks to LiveScan integration—faster than postal submission methods .

Q2: Are results from fingerprint background checks always conclusive?
Fingerprint scans are highly accurate but may miss recent convictions not yet recorded in digital databases. FastFingerprints augments these with name-based searches to ensure completeness .

Q3: Is LiveScan more expensive than traditional ink fingerprinting?
Although hardware setup has initial costs, digital submissions save money over time by eliminating paper costs and reducing resubmissions—overall a cost-effective choice .

Q4: Can I use FastFingerprints for mobile fingerprinting?
Yes. They offer mobile and on-site fingerprinting services tailored for remote workers, onsite staff, and partner resellers .

Q5: Will my fingerprints be secure?
Absolutely. FastFingerprints implements secure encryption during digital capture, storage, and transmission, ensuring privacy and compliance .

Conclusion

FastFingerprints successfully merges speed, security, and compliance through advanced LiveScan fingerprinting, encrypted data pipelines, and robust ATS integration. Whether you’re an employer chasing rapid hires, a licensing board enforcing regulatory checks, or a landlord vetting tenants, this service delivers fast, accurate, and secure results.

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iPhone Camera Glitch? Here’s What to Do When It Stops Working

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iPhone Camera Glitch?

iPhone Camera Glitch When your iPhone camera glitches or fails to function properly, it can instantly disrupt your ability to capture special moments. Whether it’s a black screen, blurry photos, or a camera app that crashes, this issue can stem from various hardware, software, and environmental factors. In this article, we’ll walk you through proven troubleshooting steps—from quick restarts and privacy checks to in-depth diagnostics and even repair options—so you can get back to snapping pictures with confidence.

Understanding Common Symptoms iPhone Camera Glitch

Modern iPhone models can encounter different camera problems. Recognizing early signs helps pinpoint the root cause:

  • Black screen when launching the Camera app

  • Camera freezes or forces close when opening

  • Blurry or out-of-focus photos

  • No flash or focus lock (AE/AF)

  • Zoom or optical stabilization vibrating erratically

These symptoms usually result from a few key issues: software glitches, hardware damage, camera permissions, storage constraints, or interference from accessories.

Portrait of frowning disappointed woman pointing at mobile phone screen. Attractive young female model showing smth concerning, disappointing app on smartphone.

Quick & Simple Fixes iPhone Camera Glitch

 Restart or Force‑Quit the App

A standard restart or force-quitting the Camera app can resolve temporary memory or cache issues. Press the side and volume buttons to power off, or swipe up on the app preview to close it

 Switch Cameras or Apps

Test both front and rear cameras via the Camera app or a third-party app like FaceTime, Zoom, or Instagram to isolate whether the issue is app-specific

 Check Permissions

Navigate to Settings > Privacy & Security > Camera to ensure camera access is enabled for the Camera app and any third-party apps you’re using

Lens, Lens! Clean and Unblock

A smudged or obstructed lens can easily cause poor focus or blurry shots:

  • Remove your phone case (especially thick or magnetic ones)

  • Use a microfiber cloth—dampen it lightly if needed—to gently clean the lens and flash area

  • If deterioration is visible, consult a technician

Repeat until photos sharpen up—this often solves the problem alone.

Check Storage & Overheating

Smartphones need some free storage space to function optimally:

  • Go to Settings > General > iPhone Storage

  • Ensure you have at least 10% free capacity—delete old photos/apps/cloud offload if needed

Also, let your device cool down if overheating—camera functionality can temporarily shut off with a warning onscreen

Software Updates & Resets iPhone Camera Glitch?

 Update iOS

Apple often fixes camera bugs with updates. Head to Settings > General > Software Update and install anything available

 Reset Settings

Resetting all settings (not erase data) can correct misconfigurations without deleting photos or apps:
Settings > General > Transfer or Reset iPhone > Reset All Settings

 Factory Reset (Last Resort)

If issues persist, back up your device and erase all content & settings. This restores system defaults and often resolves deep glitches .

Hardware Troubleshooting iPhone Camera Glitch?

If software fixes don’t help, shifting to hardware checks is next.

 Inspect for Physical Damage

Look for scratches, cracks, or dirt on the lens. If your iPhone was dropped or exposed to moisture, internal components might be damaged

Optical Stabilization Issues

Certain models (e.g., iPhone 6 Plus, 14 Pro, 12) experience OIS module vibration or focus jitter that require a hardware fix .

 Lens Module Replacement

If your camera lens is misaligned or the internal sensor separated, module replacement by Apple or an authorized service provider is often the solution .

When to Seek Professional Help iPhone Camera Glitch?

Here’s when to escalate:

  • Persistent black screen or app crashes and freezes

  • Blurry photos or OIS errors after updates (common in iPhone 12, 14, 16 series)

  • Hardware issues from physical damage or manufacturing flaws—covered by Apple repairs for eligible models

Apps like Apple Support or Genius Bar can diagnose via webcam tests or diagnostics tools. Warranty or Apple’s camera service programs may cover free replacements for eligible production batches .

FAQs

Q: My camera shows a black screen—what should I do?

A: Force close the Camera app and restart your iPhone. If it still shows black, check permissions, clean lens, and test in FaceTime. Persistent issues may indicate hardware damage .

Q: Why do my photos come out blurry or unfocused?

A: Common causes include lens smudges, a locked AE/AF focus, or motion shake. Tap the screen to refocus, clean with a microfiber cloth, and stabilize your hands or device .

Q: Is low storage causing camera glitches?

A: Yes—devices need around 10% free space to process images. Clear storage via settings or iCloud to restore camera performance .

Q: The camera vibrates or buzzes during video—what is wrong?

A: This is likely a faulty optical image stabilization (OIS). Known in iPhone 14 Pro, 12, etc., and often fixed via hardware replacement under warranty .

Q: Should I reset settings or factory reset?

A: Start with Reset All Settings to resolve configuration issues. Only use Erase All Content as a last step after backup, if all else fails .

Q: Can a software update fix camera errors?

A: Absolutely. Apple frequently includes stability and bug fixes for camera issues in iOS updates—always check and install the latest version .

Conclusion

The iPhone camera is an essential tool for countless users—and when it stops working, it’s more than just a tech hiccup. From software resets and permissions checks to hardware diagnostics, most issues can be resolved by following systematic troubleshooting steps. Keep your software updated, lens clean, and storage optimized. And if your device shows signs of optical stabilization failure, black screen crashes, or visible hardware defects, don’t hesitate to contact Apple or an Authorized Service Provider. With the right checkups

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Windows 10 ARM on Android: Turning Phones into PCs

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Windows 10 ARM on Android

Windows 10 ARM on Android has captured the imagination of power users and mobile professionals alike. This innovative pairing blends Microsoft’s lightweight ARM architecture with the flexibility of Android devices, essentially transforming smartphones and tablets into fully functional PCs. By harnessing virtualization, remote desktop protocols, and dual-boot techniques, users can enjoy full-fledged Windows experiences—word processing, coding environments, graphic design suites—right on a mobile device.

What Is Windows 10 ARM and Why It Matters on Android

Windows 10 ARM is a version of Microsoft’s Windows operating system optimized for ARM-based processors—commonly found in smartphones, tablets, and certain ultrabooks. Unlike traditional x86 or x64 builds, ARM editions run efficiently on low-power chipsets like Qualcomm’s Snapdragon series.

  • ARM architecture

  • Virtualization layers

  • Performance optimization

  • Battery efficiency

  • Compatibility with UWP and ARM-native apps

Pairing this with Android’s open ecosystem allows for creative setups:

  • Dual‑boot solutions (e.g., separate partitions)

  • Virtual machines via QEMU or Limbo

  • Remote desktop applications (RD client, Parsec)

This win-win unleashes enhanced productivity, especially when traveling.

Woman using a digital assistant on her tablet

How to Run Windows 10 ARM on Android: Tools & Techniques

Virtual Machine Emulation

Many users rely on emulation tools like QEMU, Limbo, or UserLAnd to replicate ARM environments. These utilize CPU emulation and virtualization to run Windows ARM images.

  • QEMU for ARM:

    • Requires loading a Windows ARM .iso or VHD disk.

    • You need to configure virtual RAM, CPU cores, and enable hardware acceleration (via KVM if supported).

  • Limbo PC Emulator:

    • Provides a more user-friendly interface.

    • Importing a Windows image is straightforward, though performance remains limited by software emulation.

Virtualization is slower but useful for testing, development, and portability.

Dual-Boot Setups

A more advanced method involves partitioning an Android device and installing Windows ARM alongside Android—a true dual-boot rig.

  • Bootloaders like Fastboot and custom recovery (TWRP) are essential.

  • You need to resize existing partitions, allocate space, and flash a Windows ARM loader.

  • The process demands technical know-how and can void warranties, but results in a near-native Windows experience.

Tip: explore enthusiast communities (XDA Forums) for device-specific guides.

 Remote Desktop and Cloud Streaming

For optimal performance, many opt for cloud-based or remote access strategies.

  • Microsoft Remote Desktop

  • TeamViewer, AnyDesk, Parsec

  • Windows Virtual Desktop (Azure-based)

Benefits include high-resolution display output, access to x64 apps, and minimal local resource usage. Premium subscriptions can also enhance bitrate and latency management.

When discussing Windows 10 ARM on Android, several semantically related entities and keywords frequently arise:

  • Qualcomm Snapdragon (SoC series)

  • UWP (Universal Windows Platform)

  • KVM virtualization, Hyper-V alternative on ARM

  • EMUlator, VDI infrastructure

  • Bootloader, recovery partition

  • x86/emulation layer, ARM64 kernel patching

  • Remote desktop protocol (RDP), Virtual desktop infrastructure (VDI)

  • GPU passthrough, DirectX 12, OpenGL ES

These terms appear organically throughout the steps and benefits described above.

Performance & Compatibility: What to Expect

Emulation vs. Native Execution

Performance depends heavily on virtualization choices:

  • Emulation (QEMU/Limbo):

    • Slow execution of x86/x64 binaries.

    • Heavier CPU cycles and increased latency.

  • Native ARM builds:

    • Faster boot, responsive UI, polished UWP app ecosystem.

    • Limited to ARM64-compatible software.

Battery and Thermal Management

Running a full OS like Windows increases power consumption, stressing thermal controls on thin Android devices. Expect:

  • Higher battery draw

  • Increased heat generation

  • Potential performance throttling over long sessions

Optimizing resource usage—e.g., limiting background processes—is key.

Use Cases: Why Users Want Windows on Android

  1. On‑the‑go computing

    • Write reports, edit slides, or code while commuting or traveling.

  2. Lightweight development environment

    • Compile code, run Linux subsystem (WSL), or host test servers on the move.

  3. Legacy software access

    • Some productivity apps may not have Android equivalents, making Windows essential.

  4. Gaming via cloud streaming

    • Stream from a Windows gaming PC or cloud GPU server to your Android handheld.

Setup Guide: Step‑by‑Step Overview (Simplified)

  1. Prepare your Android device

    • Ensure unlocked bootloader.

    • Backup Android OS and data.

  2. Choose your method

    • Virtual machine (easy, slower)

    • Dual-boot (complex, faster)

    • Remote desktop (fastest, needs network)

  3. Source a Windows 10 ARM image

    • Microsoft Insider ARM64 build, or official Visual Studio download.

  4. Configure virtualization or loader

    • Set CPU cores, RAM, storage size.

    • Enable driver support (e.g., synthetic NIC, graphics).

  5. Boot and install Windows

    • Format the virtual disk or partition.

    • Go through Windows installation steps.

  6. Install additional tools

    • Enable virtualization services, install drivers, set up network, configure screen resolution.

  7. Test and optimize

    • Run basic apps, adjust RAM/CPU allocation.

    • Update Windows and apply patches.

Challenges and Pitfalls to Watch

  • Limited x64 application support on ARM Windows

  • Driver compatibility issues, particularly with graphics or audio

  • Fragile dual‑boot setups can brick devices if partitioned incorrectly

  • Performance limitations due to software emulation

  • Security concerns with custom bootloaders and partition tweaks

To mitigate, always test in a virtual environment first, maintain backups, and follow community-vetted guides.

FAQs

Q: Can any Android phone run Windows 10 ARM?
A: Not really—success depends on an unlocked bootloader, sufficient RAM (4 GB+), and active developer communities around the device. High-end Snapdragon models are most commonly used.

Q: Will x64 software work?
A: Only through emulation layers—performance is slower. Native ARM64 or UWP apps run much better.

Q: Is this legal and safe?
A: Yes, using legitimately obtained Windows 10 ARM builds is legal. However, rooting, unlocking bootloaders, or partitioning does come with warranty and security trade-offs.

Q: Does this work offline?
A: Virtual machines and dual-boot setups do not require internet. Remote desktop does require a stable network connection.

Q: What are real-world speeds like?
A: Native ARM apps are generally smooth. Emulated x86 or streamed apps vary based on device specs and network conditions.

Conclusion

Integrating Windows 10 ARM on Android offers an exciting fusion of portable computing and mobile convenience. Whether via emulation, dual-boot orchestration, or remote desktop streaming, users unlock a new realm of productivity—editing documents, coding on-the-go, or accessing desktop-grade software through a pocket-sized device.

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