Author: adm

Picolay vs Alternatives: Which Is Right for You?

What Picolay is

• Likely identity: Most results for “Picolay” point to products containing chromium picolinate (chromium bound to picolinic acid), a dietary supplement marketed for blood sugar support, appetite control, and metabolism.

Common alternatives

• Chromium chloride / chromium nicotinate — other chromium salts used for trace‑mineral supplementation.
• Carnosine / N‑acetylcarnosine — different mechanism (antioxidant, glycation prevention) sometimes sold alongside metabolic supplements.
• Alpha‑lipoic acid (ALA) — antioxidant often used for insulin sensitivity and neuropathy.
• Berberine — plant alkaloid with evidence for lowering blood glucose comparable to some drugs.
• Metformin (prescription) — standard medical treatment for insulin resistance/type 2 diabetes (not an OTC supplement).

Benefits vs tradeoffs (summary)

• Chromium picolinate (Picolay)
  • Benefits: May modestly improve glucose metabolism, reduce cravings/appetite in some people. Low cost, widely available.
  • Limitations: Evidence mixed; effects usually small. Possible interactions and rare side effects (GI, headache, kidney concerns at high doses).
• Alpha‑lipoic acid
  • Benefits: Antioxidant; evidence for improved insulin sensitivity and neuropathy symptoms.
  • Limitations: May cause GI upset; dose matters.
• Berberine
  • Benefits: Stronger evidence for lowering fasting/postprandial glucose and A1c; can mimic metformin‑like effects.
  • Limitations: GI side effects; interacts with many drugs.
• Other chromium salts
  • Benefits/risks similar to chromium picolinate; absorption and bioavailability can vary.
• Prescription (metformin)
  • Benefits: Proven, substantial effect on glucose and long‑term outcomes under medical supervision.
  • Limitations: Requires prescriber, monitored use; side effects (GI, B12 deficiency risk).

Which to choose — quick guidance (assumes typical adult without contraindications)

• Want a low‑cost OTC option for mild cravings or to support metabolic health: consider chromium picolinate (follow label dosing).
• Want stronger, evidence‑backed blood‑glucose lowering without prescription: consider berberine (start low, monitor tolerance).
• Have neuropathy or want antioxidant support plus metabolic benefit: consider alpha‑lipoic acid.
• Have diagnosed type 2 diabetes or insulin resistance needing reliable control: see a clinician — metformin is first‑line.
• Taking other medications, pregnant, breastfeeding, or with kidney/liver disease: use under medical advice.

Practical tips

• Start at recommended supplement doses; check for interactions (especially with diabetes medications).
• Monitor symptoms and, if applicable, blood glucose.
• Prefer brands with third‑party testing for purity.
• Stop and consult a clinician if unusual side effects occur.

If you want, I can:

• Compare two specific Picolay products or brands in a table, or
• Draft a short checklist to discuss with your clinician. Which would you prefer?

Compact Box Monitor: The Ultimate Space-Saving Display for Small Desks

Small desks demand smart choices. The compact box monitor delivers a full-featured viewing experience in a minimized footprint, freeing workspace for essentials and improving ergonomics without sacrificing functionality. This article explains what a box monitor is, who benefits most, key features to look for, setup tips for tight spaces, and top use-case recommendations.

What is a Box Monitor?

A box monitor is a compact display designed with a small physical footprint and often a square or nearly square aspect ratio. Unlike wide-screen monitors, box monitors prioritize vertical space and desk real estate, making them ideal where depth and width are limited.

Who Should Consider One?

• Remote workers with small home desks or shared spaces
• Students in dorm rooms or compact study nooks
• Creators who need a dedicated vertical reference screen for code, chat, or documents
• Office workers aiming to declutter their workspace while keeping a second display

Key Features to Look For

• Size & Aspect Ratio: 17–24 inches with 4:3, 5:4, or 3:2 options maximize vertical space.
• Resolution: 1080p is adequate for smaller screens; 1440p or higher improves text clarity on 21”+ models.
• Panel Type:** IPS for color accuracy and wide viewing angles; VA for deeper contrast if you watch media.
• Stand & Mounting: A small base or VESA compatibility allows clamping, wall, or arm mounting to save surface area.
• I/O Ports: USB-C with power delivery consolidates video and charging over one cable; HDMI/DisplayPort for legacy devices.
• Ergonomics: Height adjustment, tilt, and swivel are essential for comfortable long-term use.
• Built-in Extras: Speakers, webcam, or KVM switch can reduce peripheral clutter.

Setup Tips for Small Desks

1. Position the monitor at eye level to avoid neck strain—use a VESA arm or riser if the stand is bulky.
2. Mount behind the desk edge or clamp the arm to free the surface beneath for keyboards and notebooks.
3. Use cable clips and a short USB-C cable to minimize tangles and reclaim desk space.
4. Pair with a compact keyboard and vertical mouse to match the reduced footprint.
5. Arrange screen content vertically—email, reference docs, chat, or code—to exploit the box monitor’s shape.

Use Cases & Layout Suggestions

• Writers & editors: Keep a document or research pane open vertically while drafting on a laptop.
• Developers: Display code, terminal, or documentation on the box monitor; compile/run on the main screen.
• Financial analysts: Stacked spreadsheets and charts fit naturally on taller displays.
• Streamers & creators: Monitor chat, alerts, and control panels without overlapping the main content.
• Multitaskers: Reserve the box monitor for communication apps (Slack, Teams) to separate focus zones.

Pros and Cons

• Pros: Saves desk space, better vertical real estate, ergonomic posture options, fewer peripherals needed.
• Cons: Limited widescreen space for some media/tasks, potential need for higher pixel density on larger units.

Final Recommendations

• For tight desks where vertical space matters, choose a 19–22” IPS box monitor with VESA mount and USB-C PD.
• If text clarity is critical, prioritize higher pixel density (≥110 PPI) or 1440p resolution.
• Combine with an adjustable arm and compact peripherals to maximize usable surface area.

Compact box monitors are a practical, elegant solution for small workspaces. By choosing the right size, resolution, and mounting, you can create a clean, efficient desk setup that supports productivity without crowding your environment.

How CyberView Image Enhances Visual Data Analysis

Overview

CyberView Image is a tool designed to streamline and improve the process of extracting insights from visual data (images, screenshots, and visual outputs). It focuses on clarity, speed, and integration with analytics workflows.

Key enhancements

• Automated pre-processing: Removes noise, corrects color and exposure, and normalizes image sizes so downstream analysis is more reliable.
• Advanced feature extraction: Detects and encodes edges, textures, objects, and regions of interest using configurable algorithms to produce richer input for models and analytics.
• Semantic segmentation & labeling: Separates images into meaningful classes (background, objects, text) and generates structured labels for quantitative analysis.
• OCR with context awareness: Extracts text from images while preserving layout and reading order, improving text-based analytics and linking visual elements to textual content.
• Anomaly detection: Flags unusual patterns or outliers in visual datasets, enabling rapid identification of errors, defects, or rare events.
• Batch processing & scaling: Handles large image datasets with parallelized pipelines and GPU acceleration to reduce turnaround time for analytics projects.
• Integration-ready outputs: Exports standardized data formats (JSON, CSV, COCO, Pascal VOC) and APIs for ingestion into BI tools, ML pipelines, or databases.
• Visualization & reporting: Produces overlays, heatmaps, and summary dashboards that make visual patterns and model outputs easy to interpret for stakeholders.

Typical workflows improved

1. Quality control: Automated defect detection and trend reporting reduce manual inspection time.
2. Surveillance & security analytics: Faster object detection and anomaly alerts improve response times.
3. Document processing: Combined OCR and layout parsing accelerates data extraction from scanned forms.
4. Image-based research: Consistent pre-processing and feature extraction streamline large-scale visual studies.

Implementation tips

• Start with representative samples to tune preprocessing and labeling thresholds.
• Use standardized export formats to simplify downstream integration.
• Enable GPU acceleration for large batches or complex models to cut processing time.
• Iterate on segmentation classes to balance granularity and model performance.

Limitations to consider

• Performance depends on input image quality and representativeness of training/threshold settings.
• Complex scenes may require manual review or human-in-the-loop validation for critical tasks.
• Integration may need data-mapping work for legacy systems.

Quick performance metrics (typical)

• Throughput: hundreds to thousands of images/hour with GPU parallelism.
• OCR accuracy: 85–98% depending on image quality and language.
• Segmentation IoU: 0.60–0.90 depending on class complexity and training data.

Paragon Rescue Kit Free Edition: Quick Guide & Download Links

What it is

Paragon Rescue Kit Free Edition is a bootable recovery toolkit for Windows that helps repair unbootable systems, recover lost partitions, and restore backed-up data. It lets you create a bootable USB or CD/DVD to start a damaged PC and perform offline repairs.

Key features

• Bootable recovery environment — start a PC when Windows won’t boot.
• Partition recovery — locate and restore accidentally deleted or lost partitions.
• Boot manager repair — fix boot records (MBR/BCD) and restore bootability.
• File-level recovery — browse and copy files from inaccessible disks.
• Disk imaging support — restore images created with Paragon products.
• Media creation wizard — build USB or optical rescue media.

When to use it

• Windows fails to start after updates, crashes, or malware.
• Partitions are missing or inaccessible.
• You need to copy important files before reformatting.
• You have Paragon image backups to restore offline.

System requirements (typical)

• PC with BIOS or UEFI that supports booting from USB/CD.
• Target disks formatted NTFS, FAT32, exFAT, or common filesystems supported by Paragon.
• Minimum 1 GB RAM (more recommended for large operations).
  (Assume modern Windows PCs; consult Paragon’s site for exact specs.)

How to download

1. Visit Paragon Software’s official website (search for “Paragon Rescue Kit Free Edition download”).
2. Locate the Free Edition product page and download the rescue media ISO or the installer that creates rescue media.
3. Verify the download checksum if provided.

Download links (official source):

• Paragon Software: https://www.paragon-software.com/ (navigate to Rescue Kit / Free Edition)

How to create bootable rescue media

1. Download the ISO or the Paragon media builder tool.
2. For USB:
   • Use Rufus or the Paragon media builder to write the ISO to a USB stick (4 GB+).
   • Choose MBR or GPT target partition scheme depending on your system (BIOS vs UEFI).
3. For CD/DVD:
   • Burn the ISO to disc using your OS’s disc-burning tool.
4. Set your PC to boot from USB/CD in BIOS/UEFI and boot into the Rescue Kit environment.

Basic recovery steps

1. Boot from the rescue media.
2. Let the toolkit detect disks and partitions.
3. For boot repair: run the MBR/BCD repair or automatic boot fix.
4. For partition recovery: run the partition recovery wizard and follow prompts to scan and restore lost partitions.
5. To recover files: use the file browser to copy files to another external drive.
6. If restoring an image: select the image file and restore to the target disk, then repair boot if needed.

Safety tips

• Always work on a copy or image of a disk when possible.
• Do not write recovered partitions to the original disk until you’re sure—use a secondary drive if available.
• Backup important data before making partition-table changes.

Alternatives

• Windows Recovery Environment (built-in).
• TestDisk (open-source partition recovery).
• Macrium Reflect Rescue Media (free edition).
  (Compare features and ease of use before choosing.)

Troubleshooting

• If rescue media won’t boot, check UEFI Secure Boot—disable if necessary.
• If disks are not detected, ensure correct chipset/driver support or connect via USB-SATA adapter with power.
• For persistent boot issues after restore, run boot record repairs again.

Final notes

Paragon Rescue Kit Free Edition provides a user-friendly, offline environment for repairing boot issues, recovering partitions, and extracting files. Download from the official Paragon site, create bootable media, and follow the built-in wizards for most recovery tasks.

Feeding Time Secrets: Healthy Habits for Busy Families

Overview

A concise guide to making family meals healthier, faster, and less stressful by building routines, simplifying meal prep, and encouraging positive eating behaviors.

Key Principles

• Routine: Set consistent meal and snack times to regulate appetite and reduce grazing.
• Simplicity: Focus on easy, balanced meals using a few staple ingredients.
• Involvement: Include kids in planning and prep to increase willingness to try foods.
• Balance: Aim for a plate with protein, whole grains, vegetables/fruits, and healthy fats.
• Modeling: Parents eat the same foods and demonstrate positive attitudes toward new foods.

Practical Tips

1. Weekly meal plan: Pick 4–5 core dinners (one-pot, sheet-pan, slow-cooker, pasta, stir-fry) and rotate.
2. Prep shortcuts: Batch-cook grains, roast a tray of veggies, and chop proteins on one day. Freeze portions.
3. Speedy breakfasts: Overnight oats, yogurt parfaits, egg muffins, or whole-grain toast with nut butter.
4. Snack station: Pre-portion fruits, vegetables, hummus, cheese, and nuts for grab-and-go.
5. One-bite rule: Encourage children to try one bite of new foods without pressure. Reward curiosity, not compliance.
6. Smart swaps: Use Greek yogurt for sour cream, spiralized veggies for noodles, and lean proteins.
7. Family-style serving: Place dishes on the table so kids can choose portions—promotes autonomy and self-regulation.
8. Tech-free meals: Remove screens to improve conversation and mindful eating.
9. Emergency dinners: Keep a list of quick fallback meals (frozen fish, rotisserie chicken, canned beans + rice).
10. Hydration habit: Serve water first; limit juice and sugary drinks.

Sample 1-Week Dinner Plan (busy-friendly)

• Monday: Sheet-pan chicken with mixed vegetables and quinoa
• Tuesday: 20-minute turkey stir-fry with frozen veggies over brown rice
• Wednesday: Slow-cooker chili (double batch for leftovers)
• Thursday: Whole-grain pasta with tomato-vegetable sauce and grated cheese
• Friday: Homemade pizza on whole-wheat crust with assorted toppings
• Saturday: Build-your-own tacos with lean meat or beans, veggies, and salsa
• Sunday: Baked salmon, roasted sweet potatoes, and steamed greens

Quick Grocery Staples

• Proteins: chicken breast, canned beans, eggs, Greek yogurt, tofu
• Grains: brown rice, whole-grain pasta, oats, whole-wheat tortillas
• Produce: mixed salad greens, carrots, bell peppers, frozen mixed vegetables, bananas, apples
• Pantry: canned tomatoes, broth, olive oil, nuts, nut butter, spices

Troubleshooting Common Problems

• Picky eaters: Keep offering without pressure; pair new items with favorites.
• No time to cook: Use slow cooker or batch-cook on weekends; rely on healthy convenience items.
• Budget constraints: Buy in-season produce, frozen vegetables, and cheaper proteins like eggs and canned fish.

Quick Starter Checklist

• Plan 4 dinners and one breakfast option for the week.
• Prep one batch-cooked grain and one roasted vegetable.
• Set a snack station and designate tech-free meal times.

If you want, I can turn this into a printable one-page checklist, a 7-day meal plan with recipes, or a grocery list tailored to a family of X—tell me which.

Auto Network Monitor for IT Teams: Proactive Fault Detection & Resolution

Overview

Auto Network Monitor is a monitoring solution designed for IT teams to continuously observe network devices, links, and services and automatically detect faults before they impact users. It combines automated data collection, rule-based and AI-driven anomaly detection, and alerting to reduce mean time to detection (MTTD) and mean time to repair (MTTR).

Key Capabilities

• Automated Discovery: Scans IP ranges and integrates with inventories (AD, CMDB) to map devices and dependencies.
• Real-time Telemetry: Collects SNMP, NetFlow/sFlow, syslog, ICMP, and packet-level metrics for throughput, latency, jitter, error rates, and interface drops.
• Anomaly Detection: Uses historical baselines and ML models to flag deviations (unexpected latency spikes, unusual flow patterns, sudden packet loss).
• Alerting & Escalation: Customizable thresholds, severity levels, and multi-channel notifications (email, SMS, Slack, webhook, ITSM integration).
• Root-Cause Analysis: Correlates events across devices and layers, highlights likely causes (e.g., link saturation, misconfigured ACL, hardware faults).
• Automated Remediation: Executes playbooks (scripts, API calls) for common fixes—restarting interfaces, rerouting traffic, or creating tickets.
• Reporting & Dashboards: Prebuilt and customizable dashboards for SLAs, uptime, capacity planning, and post-incident reports.
• Scalability & High Availability: Distributed collectors and clustering for large, hybrid environments.
• Security & Compliance: Role-based access, audit logs, and integrations for SIEM or vulnerability scanners.

Typical Workflow (IT Team Perspective)

1. Deploy collectors and connect to inventory sources.
2. Auto-discover topology and establish baselines over a learning period.
3. Monitor telemetry continuously; ML models detect anomalies.
4. Generate prioritized alerts and run automated correlation to identify probable root cause.
5. Trigger automated remediation playbooks or escalate to on-call engineers.
6. Produce incident reports and adjust thresholds or playbooks based on lessons learned.

Benefits

• Faster detection and resolution — reduces user-impacting outages.
• Lower operational overhead — automates routine diagnostics and fixes.
• Improved SLA compliance — proactive alerts prevent breaches.
• Better visibility — unified view across on-prem, cloud, and hybrid networks.

Considerations for Adoption

• Allow a baseline learning period (typically 1–4 weeks) for accurate anomaly detection.
• Define clear escalation policies and test automated remediation playbooks safely in staging.
• Integrate with existing CMDB/ITSM to avoid duplicate asset records.
• Plan for collector placement to ensure visibility across network segments and cloud regions.

Example Metrics Monitored

• Interface utilization, errors, drops
• Latency, jitter, packet loss
• Flow volumes and top talkers
• Device health (CPU, memory, temperature)
• Service response times (DNS, LDAP, HTTP)

If you want, I can draft an implementation checklist, recommended alerting thresholds for a medium-sized network, or a sample automated remediation playbook.

Overview

TouchCAD is a cross-platform (Windows/macOS) 3D modeling and unfolding CAD program developed by Lundström Design, focused on creating complex free‑form surfaces and converting them into accurate, buildable flat patterns. It’s especially used for marine design, fabric/tent design, inflatable objects, sheet‑metal and plywood development, and sculpture.

Key features

• 3D push–pull free‑form modeling using control points placed directly on surfaces
• Dynamic unfolding: real‑time conversion of compound curved surfaces into flat panels with adjustable overlaps, seams, darts and panel joins
• Parametric unfolding controls (panel orientation, overlap widths, number of pieces/cuts, resolution)
• Export to DXF and compatibility with Illustrator, VectorWorks and other CAD/rendering tools
• Import of background images/lines to model from plans or photos; nesting/layout for material optimization
• Basic hydrostatics and geometry/property summaries useful for boat design
• Cross‑platform; historically available as a standalone licensed application (trial/demo versions offered)

Typical uses

• Boat hull and marine component design (rapid hydrostatics, panel development)
• Fabrication patterns for tents, sails, inflatables, soft goods
• Sheet metal and plywood pattern generation for manufacturing and prototyping
• Reverse engineering and sculptural design

Notes / provenance

• Created by Claes Lundström (Lundström Design).
• Longstanding niche tool valued for its unique dynamic unfolding capability and ease of producing accurate flat patterns from compound surfaces.

AWC Password Generator: Create Strong Passwords Fast

What it is

• Tool type: A password-generation utility that creates strong, random passwords quickly.
• Purpose: Produce unique, hard-to-guess passwords for accounts, reducing reuse and improving security.

Key features

• Custom length: Choose password length (e.g., 8–64+ characters).
• Character options: Include/exclude uppercase, lowercase, digits, and symbols.
• Pronounceable mode: Generate easier-to-remember but still strong passwords (if available).
• Batch generation: Create multiple passwords at once for provisioning accounts.
• Clipboard copy: One-click copy to clipboard; may clear after a short time.
• Entropy display: Shows estimated strength (bits of entropy) or a strength meter.
• Exclude ambiguous chars: Option to remove characters like l, 1, O, 0.
• Pattern/templates: Support for custom patterns (e.g., word-number-symbol).

Security considerations

• Randomness source: Prefer tools using a cryptographically secure random number generator (CSPRNG). Verify AWC uses CSPRNG.
• Local vs. server: Local-only generation (in-browser or local app) is safer than sending requests to a server. Check whether AWC sends data externally.
• No storage: Best if it generates passwords without storing them. Confirm AWC’s storage policy.
• Clipboard risks: Temporary clipboard exposure is possible—clear clipboard after use.
• Entropy guideline: Aim for ≥80 bits of entropy for high-value accounts; at least 60 bits for general use.

How to use (quick steps)

1. Select desired length (recommend 12–16 characters for most accounts).
2. Enable uppercase, lowercase, digits, and symbols.
3. Exclude ambiguous characters if you need readability.
4. Generate and copy the password to your password manager.
5. Clear clipboard and avoid storing passwords in plain text.

Best practices

• Use a reputable password manager to store generated passwords.
• Enable two-factor authentication where available.
• Use unique passwords per site/service.
• Periodically review and rotate passwords for critical accounts.

If you want, I can:

• Generate example passwords now (specify length and character types).
• Provide a short script (e.g., Python) to generate secure passwords locally.

IPv6 Address Converter API: Integrate IPv4/IPv6 Conversion into Your App

Date: February 5, 2026

Introduction An IPv6 Address Converter API lets your application convert, expand, compress, and map IPv4 and IPv6 addresses programmatically. This is useful for network tools, logging systems, security appliances, and any app that must handle mixed IP environments. This article explains core features, design considerations, example endpoints, implementation patterns, and sample code to help you integrate such an API quickly and reliably.

Key Features to Expect

• Conversion: IPv4-to-IPv6 (IPv4-mapped, IPv4-compatible) and IPv6-to-IPv4 where applicable.
• Compression/Expansion: Produce compressed (RFC 5952) or fully expanded 128‑bit hexadecimal forms.
• Validation: Confirm address format, detect scope IDs, netmask correctness, and reserved ranges.
• Parsing: Extract network and host portions given a prefix-length (e.g., /64).
• Reverse Lookup Helpers: Create PTR record names for both IPv4 and IPv6.
• Batch Processing: Handle lists of addresses in one request.
• Rate limiting & quotas: Protect service availability for public APIs.
• Error reporting: Clear, machine-readable error codes and messages.

API Design & Endpoints Design the API RESTfully with JSON request/response bodies. Keep endpoints simple and predictable.

• POST /v1/convert

  • Purpose: Convert a single address between formats or to a target representation.
  • Request body:
    • address (string) — required
    • target (string) — one of: “ipv4”, “ipv6”, “ipv6-mapped”, “expanded”, “compressed”
  • Response:
    • input, result, type, warnings, errors

• POST /v1/batch-convert

  • Purpose: Convert multiple addresses in a single call.
  • Request body: addresses: [string], target: string
  • Response: results: [{input, result, type, error}]

• POST /v1/validate

  • Purpose: Validate address and return metadata (version, canonical form, is_reserved, scope)
  • Request: address: string
  • Response: version (⁄₆), canonical, prefix_length (if provided), is_reserved (bool)

• POST /v1/parse

  • Purpose: Parse address/prefix and return network range (first/last), broadcast (if IPv4), and usable hosts count where applicable.
  • Request: cidr: string
  • Response: network_first, network_last, prefix_length, usable_hosts

• GET /v1/reverse/{address}

  • Purpose: Return PTR record name for reverse DNS.
  • Response: ptrname

Code
 ffON2NH02oMAcqyoh2UU MQCbz04ET5EljRmK3YpQ CPXAhl7VTkj2dHDyAYAf” data-copycode=“true” role=“button” aria-label=“Copy Code”>Copy CodeCopied
POST /v1/convert {“address”: “192.0.2.33”,   “target”: “ipv6-mapped” } 

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{   “input”: “192.0.2.33”,   “result”: “::ffff:192.0.2.33”,   “type”: “ipv6”,   “warnings”: [] } 

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POST /v1/convert {   “address”: “2001:0db8:0000:0000:0000:ff00:0042:8329”,   “target”: “compressed” } 

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{   “input”: “2001:0db8:0000:0000:0000:ff00:0042:8329”,   “result”: “2001:db8::ff00:42:8329”,   “type”: “ipv6” } 

Code
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POST /v1/validate { “address”: “fe80::1%eth0” } 

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const fetch = require(‘node-fetch’); async function convert(address, target) {   const res = await fetch(’https://api.example.com/v1/convert’, {

 
method: 'POST', headers: { 'Content-Type': 'application/json', 'Authorization': 'Bearer YOUR_KEY' }, body: JSON.stringify({ address, target }) 
});   return res.json(); } convert(‘192.0.2.33’, ‘ipv6-mapped’).then(console.log); 

Deployment Tips

Start with a single region, add global edge caching for read-heavy endpoints.
Use autoscaling for stateless conversion services.
Cache deterministic results for a short TTL to reduce load on bursty batch jobs.

Conclusion An IPv6 Address Converter API simplifies handling mixed IP environments by providing reliable conversion, validation, parsing, and reverse-lookup utilities. Design your API with clear endpoints, strict validation, documented edge cases, and robust security controls to ensure it’s useful and safe to integrate into networked applications.