#AI Pollen Project

[beeapothecary]

AI Pollen Project Update 1

Hi everyone! I have a bunch of ongoing projects in honey and other things so I figured I should start documenting them here to help myself and anyone who might be interested. Most of these aren’t for a grade, but just because I’m interested or want to improve something.

One of the projects I’m working on is a machine learning model to help with pollen identification under visual methods. There’s very few people who are specialized to identify the origins of pollens in honey, which is pretty important for research! And the people who do it are super busy because it’s very time consuming. This is meant to be a tool and an aid so they can devote more time to the more important parts of the research, such as hunting down geographical origins, rather than the mundane parts like counting individual pollen and trying to group all the species in a sample.

The model will have 3 goals to aid these researchers:

Count overall pollen and individual species of pollen in a sample of honey

Provide the species of each pollen in a sample

Group pollen species together with a confidence listed per sample

Super luckily there’s pretty large pollen databases out there with different types of imaging techniques being used (SEM, electron microscopy, 40X magnification, etc). I’m kind of stumped on which python AI library to use, right now I’ve settled on using OpenCV to make and train the model, but I don’t know if there’s a better option for what I’m trying to do. If anyone has suggestions please let me know

This project will be open source and completely free once I’m done, and I also intend on making it so more confirmed pollen species samples with confirmed geographical origins can be added by researchers easily. I am a firm believer that ML is a tool that’s supposed to make the mundane parts easier so we have time to do what brings us joy, which is why Im working on this project!

I’m pretty busy with school, so I’ll make the next update once I have more progress! :)

Also a little note: genetic tests are more often used for honey samples since it is more accessible despite being more expensive, but this is still an important part of the research. Genetic testing also leaves a lot to be desired, like not being able to tell the exact species of the pollen which can help pinpoint geographical location or adulteration.

[dhruvchaudhary0001]

Top 10 Must-Have Car Accessories in 2025

Cars in 2025 are smarter, more connected, and more personalized than ever before. Whether you're a daily commuter, road tripper, or just someone who loves keeping your ride up-to-date, the right accessories can enhance your driving experience, improve safety, and add a touch of personal style. From smart gadgets to comfort enhancers, we've rounded up the Top 10 must-have car accessories in 2025 that every car owner should consider.

1. Smart Dash Cam with AI Integration

Gone are the days of basic video recording. The latest dash cams in 2025 come equipped with AI-powered features like real-time collision alerts, lane departure warnings, number plate recognition, and even driving behavior analysis. They're a must-have for insurance claims, safety, and peace of mind.

2. Wireless Car Charger Mount

In 2025, wireless fast charging is essential, especially with our increasing smartphone use for navigation, music, and communication. A wireless car charger mount not only holds your phone securely but also keeps it powered up during long drives—clutter-free and hands-free.

3. TPMS (Tire Pressure Monitoring System)

Keeping track of tire pressure is crucial for fuel efficiency and road safety. TPMS sensors in 2025 are smarter than ever, offering real-time alerts via smartphone apps, temperature monitoring, and precise pressure tracking for each tire. It’s a must for every safety-conscious driver.

4. Car Air Purifier with HEPA & Ionizer

With increasing pollution levels and health concerns, a HEPA-filter air purifier in your car is a game-changer. The latest models filter dust, smoke, pollen, bacteria, and even viruses, ensuring you and your passengers breathe clean air on every trip.

5. Smart Heads-Up Display (HUD)

HUDs have become more affordable and advanced in 2025. These gadgets project navigation, speed, and driving alerts right onto your windshield, helping you keep your eyes on the road. Many now connect to smartphones and offer voice control for safer, smarter driving.

6. 360° Parking Camera System

Parking in tight urban spaces is no longer a headache. The 360° camera systems give you a bird’s eye view of your surroundings, reducing blind spots and the chances of scratching your car. With AI object detection, it even warns you of pedestrians or obstacles.

7. Magnetic Sunshades with UV Protection

These sleek, easy-to-install sunshades offer excellent UV protection, reduce glare, and keep your car cooler. The 2025 versions come with built-in magnetic clips and cut precisely to fit your car windows for a clean, premium look.

8. Smart Trunk Organizer

Keep your groceries, tools, and gear neatly stored with a modular trunk organizer. The latest models include built-in coolers, foldable designs, and anti-slip bases, turning your chaotic boot space into an organized haven.

9. Digital Tire Inflator with Auto-Stop

Flat tire? No problem. A compact, digital air compressor can inflate your tires on the go. In 2025, these inflators come with auto-stop functions, pressure presets, and USB charging — perfect for emergencies or road trips.

10. Interior Ambient Lighting Kits

Give your car a high-end feel with custom ambient LED lighting. New kits are app-controlled, offer multiple color zones, and sync with music or driving modes. They’re perfect for night drives and adding a futuristic vibe to your cabin.

Final Thoughts

As cars become more advanced, the accessories that go with them must evolve too. Whether you're upgrading for safety, convenience, comfort, or aesthetics, these 10 must-have car accessories in 2025 are smart investments for every type of driver.

So why wait? Enhance your car, elevate your experience, and drive into the future with confidence.

[globalreportsinsights]

🌍✨ 𝐆𝐥𝐨𝐛𝐚𝐥 𝐄𝐧𝐞𝐫𝐠𝐲 𝐑𝐞𝐜𝐨𝐯𝐞𝐫𝐲 𝐕𝐞𝐧𝐭𝐢𝐥𝐚𝐭𝐨𝐫 𝐌𝐚𝐫𝐤𝐞𝐭 ✨🌿

🔍 Latest Insight: The global energy recovery ventilator market size was valued at USD 4.03 billion in 2024 and is projected to grow from USD 4.37 billion in 2025 to USD 7.97 billion by 2032, showing an impressive CAGR of 9.0%! 📈 North America led with a 34.49% share in 2024.

🌬️ What is an ERV? An Energy Recovery Ventilator (ERV) is a smart central ventilation system that ensures fresh air circulates indoors while removing pollutants, pollen, and balancing humidity. Think of it as your indoor air’s best friend!

📌 Market Segmentation: ✅ By Type: • Wall-mount • Ceiling-mount • Cabinet

✅ By Application: • Residential • Commercial • Others

💡 Latest & Future Trends: Smart building adoption, rising air quality awareness, and green construction standards are powering demand. Expect more AI-integrated ERV controls & IoT-enabled systems to shape future growth!

👉 𝐃𝐢𝐬𝐜𝐨𝐯𝐞𝐫 𝐭𝐡𝐞 𝐟𝐮𝐥𝐥 𝐫𝐞𝐩𝐨𝐫𝐭 & 𝐬𝐭𝐚𝐲 𝐚𝐡𝐞𝐚𝐝: https://www.fortunebusinessinsights.com/industry-reports/energy-recovery-ventilator-market-101139

[themotorpediaaaaaa]

Exploring the Best Car Accessories for 2025

Exploring the Best Car Accessories for 2025

The automotive world is evolving rapidly, and 2025 is set to be a landmark year for car lovers who appreciate the latest technology, safety, and comfort enhancements. Whether you're driving a brand-new car or upgrading your existing vehicle, the right accessories can transform your driving experience. From car tech upgrades to aesthetic enhancements, this guide explores the best car accessories for 2025.

1. Smart Dash Cams

Dash cams have gone beyond simple recording devices. The best car accessories in 2025 include smart dash cams with AI-based features like driver monitoring, collision detection, voice controls, and cloud storage. Some models even integrate with smartphones and vehicle systems to provide real-time alerts and footage access. Investing in a high-quality dash cam enhances your safety and provides essential evidence in case of an accident.

2. Wireless Car Chargers

As smartphones become central to our daily lives and driving experience, wireless car chargers are now among the most essential 2025 car accessories. These chargers mount securely to your dashboard or air vent and allow for quick charging without messy cables. Look for models that support fast charging, magnetic attachment, and automatic alignment for optimal efficiency.

3. Heads-Up Displays (HUDs)

HUDs are emerging as one of the top car tech upgrades in 2025. They project vital information like speed, navigation, and incoming calls directly onto your windshield or a transparent screen, helping drivers keep their eyes on the road. Modern HUDs also include voice commands and integration with smartphones, making them highly useful for daily driving.

4. Advanced Car Air Purifiers

Post-pandemic awareness about air quality has driven innovation in car air purification. Today’s advanced car air purifiers eliminate not only dust and pollen but also viruses and bacteria. Some top models feature HEPA filters, ionizers, and real-time air quality monitoring, making them a must-have car accessory for health-conscious drivers in 2025.

5. Smart Tire Pressure Monitoring Systems (TPMS)

Safety is always a top priority, and smart TPMS units help drivers maintain optimal tire pressure, improving fuel efficiency and reducing wear and tear. These systems use Bluetooth sensors and an app to provide real-time alerts if tire pressure or temperature falls outside the recommended range.

to know more, visit...https://themotorpedia.com/blog/exploring-the-best-car-accessories-for-2025/5a74c8b3e167d6ff08cb30bc791c2378

[mastergarryblogs]

Emerging Trends in the Global Allergy Diagnostics Market: What to Expect by 2030

Allergy Diagnostics Market Overview and Forecast Insights

The global allergy diagnostics market is entering a critical growth phase, projected to expand at a CAGR of 10.3% from 2024 to 2031. This surge is driven by increasing urbanization, worsening air quality, rising allergy incidence rates, and advancements in diagnostic technologies. Inhaled allergens currently dominate the market, and consumables remain the most demanded product segment, fueling consistent growth across key regions such as North America, Europe, and Asia-Pacific.

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Inhaled Allergens Lead Market Demand

Segment Analysis: By Allergen

Inhaled allergens account for the largest and fastest-growing share of the market due to intensifying air pollution levels in urban centers. Substances such as dust mites, pollen, mold spores, and pet dander have seen heightened sensitization rates among global populations. According to clinical trends, allergic rhinitis and asthma diagnoses are sharply rising, further boosting demand for diagnostic kits focused on airborne allergens.

Key Allergy Diagnostics Market Drivers:

Escalating air quality issues in industrialized and urban zones

Indoor pollution from household chemicals, HVAC systems, and textiles

Increased allergy testing awareness promoted by public health initiatives

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Product Type: Consumables Dominate, Instruments Evolve

Segment Analysis: By Type

The consumables segment—comprising allergen test kits, reagents, and testing plates—holds the lion’s share of market revenue. The segment's dominance is attributed to the repeat purchase nature of consumables, rising testing frequency, and the need for varied allergens detection.

In contrast, diagnostic instruments like immunoassay analyzers and microarray systems are witnessing innovation, particularly in point-of-care (POC) diagnostics, offering faster turnaround and decentralized allergy testing capabilities.

Future Outlook:

Surge in home-based diagnostic tools

Integration of AI and digital health platforms into allergy diagnostics

Strong growth in multiplex assay systems

Hospitals and Diagnostic Laboratories Are Key End-Users

Segment Analysis: By End-User

Hospital-based laboratories are currently the largest consumers of allergy diagnostic products, due to:

Greater patient volumes

Availability of specialized allergists

Comprehensive diagnostic workflows

Meanwhile, independent diagnostic labs are gaining traction, especially in developing economies, as third-party testing becomes more accessible and economically viable.

Notable Trends:

Public-private partnerships supporting allergy screenings in schools and clinics

Academic institutions leading research in novel biomarkers and allergens

Allergy Diagnostics Market Regional Insights and Growth Opportunities

North America

North America remains the global leader, driven by high healthcare expenditure, superior infrastructure, and established reimbursement pathways. The U.S. accounts for the largest share due to widespread allergy awareness, high diagnostic accuracy expectations, and well-developed insurance coverage.

Europe

Europe shows strong performance, with countries like Germany, France, and the U.K. investing in preventive care and expanding allergy screening programs. The region also benefits from:

Robust regulatory frameworks

Collaborative research hubs

High environmental consciousness

Asia-Pacific

Asia-Pacific is projected to exhibit the fastest CAGR during the forecast period. The increasing prevalence of allergies, especially in urban centers across China, India, and Southeast Asia, combined with the region's economic growth, is generating demand for scalable, cost-effective allergy diagnostics.

Competitive Landscape

Leading Allergy Diagnostics Market Players

Top companies shaping the competitive landscape include:

Thermo Fisher Scientific Inc.

Siemens Healthineers AG

Danaher Corporation

BioMérieux SA

Stallergenes Greer Ltd

Abionic SA

Omega Diagnostics Group Plc

HYCOR Biomedical

Lincoln Diagnostics Inc.

HOB Biotech Group Corp. Ltd

These companies are investing heavily in R&D, strategic acquisitions, and global distribution networks, while enhancing test accuracy and reducing turnaround time.

Key Differentiators:

Proprietary allergen panels

AI-integrated interpretation tools

Strong presence in emerging markets

Emerging Trends and Technologies

AI-Powered Diagnostics

Machine learning algorithms are increasingly being used to interpret complex allergy panels, predict cross-reactivities, and tailor personalized allergy profiles, thereby improving diagnostic precision.

Multiplex Testing

Advanced platforms capable of testing for dozens of allergens simultaneously are revolutionizing the diagnostics landscape, saving time and improving patient compliance.

Digital Integration

Remote sample collection, telemedicine integrations, and cloud-based diagnostic systems are enabling better tracking, patient management, and physician collaboration.

Regulatory and Allergy Diagnostics Market Challenges

While growth is strong, certain barriers must be addressed:

Stringent regulatory approvals delaying market entry of novel tests

Lack of uniformity in diagnostic standards across regions

Limited accessibility in rural/low-income settings

Proactive measures like global harmonization of diagnostic protocols and broader insurance coverage are necessary to maintain market momentum.

Strategic Recommendations

To outperform in this market, stakeholders should:

Invest in regional expansion, focusing on high-growth economies in Asia and Latin America

Prioritize R&D in multiplex assays and digital health integration

Establish B2B partnerships with hospitals and clinics for bundled service offerings

Educate clinicians and patients on early diagnosis and preventive testing

Develop allergen-specific panels tailored to local environmental profiles

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Conclusion

The allergy diagnostics market is on an accelerated growth trajectory, driven by environmental factors, healthcare innovation, and increasing awareness. The landscape favors companies that adapt to patient-centric, technology-integrated models. As allergy prevalence climbs globally, the imperative for accurate, fast, and scalable diagnostics grows stronger. Stakeholders must act decisively to seize this window of opportunity.

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[globalinsight678]

.🌬️ Clean Air, Big Market: Air Filters Forecast From $15.5B in 2024 to $24.3B in 2034 CAGR: ~4.6% → Fresh opportunities ahead!

Air Filters Market is on a steady upward trajectory, expected to grow from $15.5 billion in 2024 to $24.3 billion by 2034, representing a CAGR of 4.6%. As concerns around air pollution, respiratory health, and indoor air quality rise globally, the demand for air filtration systems has gained unprecedented momentum. Air filters are no longer limited to industrial or HVAC applications — they are integral to homes, cars, healthcare facilities, and cleanrooms alike. Whether it’s removing pollen and dust in a household or filtering harmful emissions in an industrial plant, the scope of applications is broad and increasingly essential.

The market’s rapid expansion is being fueled by growing public awareness and regulatory mandates surrounding environmental sustainability and public health. With over 800 million units sold in 2024, and projections reaching 1.2 billion by 2028, air filters are proving to be more than just accessories — they’re essential tools for modern living.

Click to Request a Sample of this Report for Additional Market Insights: https://www.globalinsightservices.com/request-sample/?id=GIS21478

Market Dynamics

A combination of technological innovation and regulatory pressure is driving the air filters market forward. HEPA filters remain dominant thanks to their exceptional efficiency in capturing fine particles, while activated carbon filters continue to gain favor for eliminating odors and volatile organic compounds (VOCs). Integration with IoT and smart home systems is also reshaping the space, with modern air filters now offering real-time monitoring, automatic filtration adjustments, and app-based controls.

On the downside, raw material cost volatility, integration complexity, and low consumer awareness in emerging markets still act as hurdles. Additionally, competition from alternative purification technologies, such as electronic air purifiers, presents a threat to market share. However, the rise in urbanization, climate awareness, and post-pandemic focus on respiratory health makes this a resilient industry poised for long-term growth.

Key Players Analysis

The air filters market is highly competitive, with well-established names like 3M, Honeywell International, Parker Hannifin, and Daikin Industries leading the pack. These giants are continuously innovating to develop filters with improved performance, sustainability, and smart capabilities.

At the same time, a wave of emerging players — such as Nano Breeze Technologies, Filter Quest, and Eco Guard Filters — is shaking up the market with niche products, green technologies, and AI-driven performance tracking. These startups are catering to a rising demographic of eco-conscious, tech-savvy consumers seeking smarter and more sustainable air purification options.

Regional Analysis

North America dominates the market, with the U.S. leading in both consumption and innovation. This growth is driven by government mandates for clean indoor environments and widespread adoption across residential, healthcare, and commercial sectors.

Europe follows closely, thanks to strict emissions regulations and a robust manufacturing base in countries like Germany and the UK. Automotive and industrial applications are major growth drivers in this region.

In Asia Pacific, countries like China and India are experiencing rapid market growth due to urbanization, industrial expansion, and rising health concerns. Government-led clean air initiatives are helping to accelerate adoption. Meanwhile, Latin America, the Middle East, and Africa are emerging markets with steady growth fueled by infrastructure development and increased awareness.

Recent News & Developments

The air filters market is abuzz with innovation. Smart filters with IoT integration, AI-enhanced performance analytics, and real-time air quality monitoring are transforming traditional products into connected, intelligent systems. HEPA filters are experiencing a resurgence in urban centers amid rising concerns over airborne diseases and pollution.

On the pricing front, basic models are available from $10, but advanced systems equipped with smart features and higher filtration grades can cost upwards of $500. Consumers are leaning toward premium, long-lasting, energy-efficient products that offer not just filtration but overall air management.

Another exciting trend is the focus on sustainability. Companies are now prioritizing eco-friendly materials, recyclable filter components, and low energy consumption designs, catering to an increasingly environmentally conscious consumer base.

Browse Full Report : https://www.globalinsightservices.com/reports/air-filters-market/

Scope of the Report

The comprehensive scope of this report spans across product types (HEPA, ULPA, activated carbon), technologies (mechanical, electrostatic, UV, hybrid), and applications (automotive, HVAC, healthcare, industrial). It covers both qualitative insights and quantitative forecasts across regions, delving deep into market segmentation, SWOT analysis, and emerging opportunities.

From smart homes to smart cities, the air filters market is becoming pivotal to the way we live, work, and breathe. As this sector continues to evolve, its impact on public health, environmental sustainability, and technology integration will only grow more significant.

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[credenceresearchdotblog]

The Food and Beverage Air Filtration is projected to grow from USD 1438.5 million in 2024 to an estimated USD 2702.26 million by 2032, with a compound annual growth rate (CAGR) of 8.2% from 2024 to 2032.The global food and beverage air filtration market is witnessing robust growth, driven by increasing awareness about food safety, stringent government regulations, and advancements in air filtration technologies. Air filtration systems are crucial in the food and beverage industry to maintain high standards of hygiene and ensure the safety of products. These systems help eliminate airborne contaminants such as dust, pollen, microorganisms, and chemical vapors that could compromise food quality.

Browse the full report at https://www.credenceresearch.com/report/food-and-beverage-air-filtration-market

Market Overview

The food and beverage air filtration market is experiencing a steady expansion, underpinned by the growing demand for processed and packaged food. With consumers prioritizing hygiene and quality, manufacturers are adopting advanced filtration solutions to maintain compliance with safety standards set by regulatory bodies like the Food and Drug Administration (FDA) and European Food Safety Authority (EFSA).

The market is segmented based on product type, application, and region. The key product categories include high-efficiency particulate air (HEPA) filters, activated carbon filters, and bag filters. Each type serves specific purposes, from capturing fine particulates to removing odors and volatile organic compounds.

Key Drivers

1. Stringent Regulatory Framework

Regulations mandating cleanroom environments in food processing facilities are one of the primary drivers of market growth. Airborne contaminants can lead to spoilage and foodborne illnesses, prompting authorities to enforce strict air quality standards. Non-compliance can result in product recalls, legal penalties, and damage to brand reputation, pushing manufacturers to invest in advanced filtration systems.

2. Rising Demand for Packaged Foods

Urbanization and changing lifestyles have increased the demand for packaged and ready-to-eat food products. These items require a clean and controlled processing environment to ensure long shelf life and maintain nutritional value. Efficient air filtration systems play a pivotal role in achieving this.

3. Technological Advancements

Innovations in filtration technology, such as nanofiber filters and smart air filtration systems, are enhancing the efficiency and functionality of these systems. Smart filters with real-time monitoring capabilities are gaining traction, enabling manufacturers to optimize maintenance and reduce operational costs.

Challenges

Despite its growth prospects, the food and beverage air filtration market faces challenges. High installation and maintenance costs can deter small and medium-sized enterprises (SMEs) from adopting advanced filtration solutions. Additionally, the lack of skilled personnel to operate and maintain these systems can hinder market growth.

Future Outlook

The food and beverage air filtration market is poised for sustained growth in the coming years. As consumers become more health-conscious and regulations become stricter, the demand for efficient and reliable air filtration systems will continue to rise. Manufacturers are likely to focus on developing cost-effective and energy-efficient solutions to cater to a broader audience, including SMEs.

Furthermore, the integration of artificial intelligence (AI) and the Internet of Things (IoT) in air filtration systems is expected to revolutionize the market. These technologies will enable predictive maintenance, real-time air quality monitoring, and enhanced operational efficiency.

Key Player Analysis:

3M Multinational conglomerate company

AAF International (Thailand) Co. Ltd.

AROTECH

Austin Air

Camfil Group

Donaldson Company, Inc.

Freudenberg Group

Japan Air Filter

Koch Filter

MANN+HUMMEL

Nordic Air Filtration

Pall Corporation

Parker Domnick Hunter

Porvair Filtration Group

W. L. Gore and Associates

Segmentation:

By Filter Type:

HEPA and ULPA filters

Cassette filters

Compact pocket filters

Dust removal filters

Honeycomb (HM) module

Pleated Filter

Moisture Separators

Activated Carbon Filters

By End Use:

Dairy

Bakery / Cereals

RTE / Chilled Foods

Meat Processing

Non-Alcoholic Beverage

Wine

Beer

Cider

Distilled Spirits

Confectionery

Cannabis

Food Ingredients

By Region:

North America

U.S.

Canada

Mexico

Europe

Germany

France

U.K.

Italy

Spain

Rest of Europe

Asia Pacific

China

Japan

India

South Korea

South-east Asia

Rest of Asia Pacific

Latin America

Brazil

Argentina

Rest of Latin America

Middle East & Africa

GCC Countries

South Africa

Rest of the Middle East and Africa

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Contact:

Credence Research

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Email: sales@credenceresearch.com 

[roshankumar7904800]

North America Air Purifier Market

North America Air Purifier Market Size, Share, Trends: Honeywell International Inc. Leads

Integration of IoT and AI Technologies in Air Purifiers Revolutionizes Indoor Air Quality Management

Market Overview:

The North America Air Purifier Market is projected to grow at a CAGR of 8.5% from 2024 to 2031, reaching a value of USD 9.8 billion by 2031. The United States currently dominates the market, holding a 65% share. Key metrics include increasing air pollution levels, rising health consciousness, and growing awareness about indoor air quality. The market is rapidly expanding due to environmental concerns and increased health awareness. The rising prevalence of respiratory illnesses, combined with increased urbanization and industrial activities, which result in poor air quality, is driving market growth. Technological advancements in air purification systems, along with the integration of smart features, enhance product efficiency and user experience, propelling the market forward.

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Market Trends:

The North American air purifier market is seeing a significant shift towards smart, connected devices. Manufacturers are increasingly incorporating Internet of Things (IoT) and Artificial Intelligence (AI) technologies into their devices, enabling cutting-edge features such as real-time air quality monitoring, remote control, and automated purifying adjustments. This trend is driven by a growing demand for convenient and efficient air quality management solutions. For example, a prominent manufacturer recently launched an AI-powered air purifier that learns and adapts to the user's habits, adjusting its settings accordingly. The popularity of voice-controlled air purifiers that integrate with smart home ecosystems is also on the rise.

Market Segmentation:

HEPA technology dominates the North America Air Purifier Market, accounting for a significant share. The High-Efficiency Particulate Air (HEPA) technology segment leads the market due to its superior ability to remove airborne particles. HEPA filters can capture 99.97% of particles as small as 0.3 microns, making them highly effective against dust, pollen, pet dander, and other common indoor air pollutants. Recent advancements have led to the development of even more efficient filters, such as True HEPA and Medical-Grade HEPA, which can capture particles as small as 0.1 microns. The increased focus on energy efficiency has further bolstered the HEPA segment, with manufacturers developing energy-efficient HEPA air purifiers to address power consumption concerns.

Market Key Players:

Honeywell International Inc.

Whirlpool Corporation

Koninklijke Philips N.V.

Dyson Ltd.

Unilever PLC (BlueAir)

LG Electronics Inc.

Contact Us:

Name: Hari Krishna

Email us: hari.krishna@aurorawaveintellects.com

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[healthcaremarketanalysis]

Allergy Diagnostics Industry worth $9.8 billion by 2029, with a CAGR of 11.0%

Allergy Diagnostics Market in terms of revenue was estimated to be worth $5.3 billion in 2024 and is poised to reach $9.8 billion by 2029, growing at a CAGR of 11.0% from 2024 to 2029 according to a new report by MarketsandMarkets™.

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Browse in-depth TOC on “Allergy Diagnostics Market”

248 — Tables

57 — Figures

307 — Pages

The consumables segment is expected to account for the largest share in 2023.

The Allergy Diagnostics market, by product & service, has been segmented into consumables, instruments, and services. The consumables segment accounted for the largest share of the Allergy Diagnostics market in 2023. This segment is also anticipated to experience significant growth over the projected period. The increasing demand for rapid diagnosis of allergic patients which is driven by increasing number of allergic cases can be attributed for the larger share of this segment during the forecast period.

In Vivo test segment held the largest market share in the Allergy Diagnostics market.

Based on the test type, the Allergy Diagnostics market is segmented into in vivo tests and in vitro tests. In 2023, the in vivo tests segment accounted for the largest share of the Allergy Diagnostics market. The growth of this segment is mainly driven by the growing adoption of various in vivo tests, such as skin prick tests which is considered as the first line of diagnosis for allergy and favorable government support and guidelines.

Inhaled allergy segment held the largest market share in the Allergy Diagnostics market.

Based on the allergen, the Allergy Diagnostics market is segmented into inhaled allergens, food allergens, drug allergens, and other allergens. In 2023, the inhaled allergens segment accounted for the largest share of the Allergy Diagnostics market due to the rising environmental pollution, rising home dust & mites coupled with other factors such as pollen, fungus, mold, and dust, and switching lifestyles, including rise in indoor activities and exposure to indoor allergen.

North America dominates the global Allergy Diagnostics market

Based on the region, the Allergy Diagnostics market is segmented into North America, Europe, Asia Pacific, Latin America, Middle East & Africa. North America market is driven by availability of technologically advanced products and growing research on allergy by companies and government. The Asia Pacific segment is projected to register the highest CAGR during the forecast period. Developing healthcare infrastructure, lifestyle changes and climatic conditions, increased ozone and industrial pollution levels, and the rising demand for quality medical care are some of the major factors driving the growth of this regional market.

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Allergy Diagnostics Market Dynamics:

Drivers:

1. High incidence and heavy economic burden of allergic diseases

Restraints:

1. High pricing of allergy diagnostic instruments

Opportunities:

1. Integration of AI in allergy diagnosis

Challenge:

1. Shortage of allergists

Key Market Players of Allergy Diagnostics Industry:

Major players in Allergy Diagnostics market include Thermo Fisher Scientific Inc., (US), Siemens Healthineers AG (Germany), Danaher (US), and Canon, Inc. (Japan), Minaris Medical America, Inc. (US).

Breakdown of supply-side primary interviews by company type, designation, and region:

· By Company Type: Tier 1 (20%), Tier 2 (45%), and Tier 3 (35%)

· By Designation: C-level (30%), Director-level (20%), and Others (50%)

· By Region: North America (36%), Asia- Pacific (27%), Europe (25%), and Latin America- (7%) and MEA-(5%)

Get 10% Free Customization on this Report:

Recent Developments of Allergy Diagnostics Industry:

· In 2023, Canon has completed share transfer procedures with Resonac Corporation. This share transfer is intended to be used to purchase the Resonac subsidiaries Minaris Medical Co., Ltd. and Minaris Medical America, Inc. (collectively, “Minaris Medical”). After this share acquisition is finished, Minaris Medical — which runs companies that deal with automated analytical tools and in vitro diagnostic reagents — will be consolidated under Canon Medical.

· In 2023, Romer Labs Division Holding GmbH (Austria) acquired CPAK INTER Co., Ltd. (Thailand), a long-time distributor of Romer Labs solutions based in Bangkok. With the acquisition, Romer Labs has achieved yet another significant milestone in the quickly expanding Asian food safety industry.

· In 2022, The US Food & Drug Administration (FDA) has cleared ImmunoCAP Specific IgE (sIgE) Allergen Components for use in in vitro diagnostic testing for wheat and sesame allergies, according to a statement from Thermo Fisher Scientific, Inc. (US).

Allergy Diagnostics Market — Key Benefits of Buying the Report:

The report will help the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall Allergy Diagnostics market and the subsegments. This report will help stakeholders understand the competitive landscape and gain more insights to position their businesses better and plan suitable go-to-market strategies. The report also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.

The report provides insights on the following pointers:

· Analysis of key drivers (global rise in prevalence and heavy economic burden of allergic illnesses, growing environmental pollution, and insurance coverage), restraints (high costs of analyzers and access is limited to healthcare services), opportunities (use of mHealth and integration of AI in allergy diagnosis), and challenges (a few number of allergists and challenges during diagnosis of allergy) influencing the growth of the Allergy Diagnostics market

· Product Development/Innovation: Detailed insights on upcoming technologies, research & development activities, and new product & service launches in the Allergy Diagnostics market.

· Market Development: Comprehensive information about lucrative markets — the report analyses the Allergy Diagnostics market across varied regions.

· Market Diversification: Exhaustive information about new products, untapped geographies, recent developments, and investments in the Allergy Diagnostics market

· Competitive Assessment: In-depth assessment of market ranking, growth strategies, and service offerings of leading players like Thermo Fisher Scientific Inc., (US), Siemens Healthineers AG (Germany), Danaher (US), and Canon, Inc. (Japan) [Minaris Medical America, Inc. (US)], among others in the Allergy Diagnostics market strategies.

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[dahlbrendan]

Hugging Face and Pollen Robotics show off first project: an open source robot that does chores https://venturebeat.com/ai/hugging-face-and-pollen-robotics-show-off-first-project-an-open-source-robot-that-does-chores/

[spookysaladchaos]

Global Top 32 Companies Accounted for 35% of total Propolis market (QYResearch, 2021)

Propolis is a resinous substance collected from the buds of certain trees by bees and used as a cement or sealant in the construction of their hives.

The raw and unprocessed propolis commonly consists of roughly 55 percent resinous compounds and balsam, 30 percent beeswax, 10 percent ethereal and aromatic oils, and 5 percent bee pollen. Its constituents and color, ranging from golden brown to reddish to almost black, depends on the tree source of collection, the most common being dark brown. Propolis is sticky at and above room temperature, 20 °C (68 °F). At lower temperatures, it becomes hard and very brittle.

Until now, over 200 chemical compounds have already been identified in the propolis including flavonoids, terpenoids, aldehydes, aromatic acids, aliphatic alcohols and ethers, amino acids, sugars etc.

The Propolis market covers Propolis Capsules, Propolis Liquids, etc. The typical players include Apis Flora, Wax Green, Comvita, MN Própolis, etc.

According to the new market research report “Global Propolis Market Report 2023-2029”, published by QYResearch, the global Propolis market size is projected to reach USD 0.83 billion by 2029, at a CAGR of 4.8% during the forecast period.

Figure.   Global Propolis  Market Size (US$ Million), 2018-2029

Based on or includes research from QYResearch: Global Propolis  Market Report 2023-2029.

Figure.   Global Propolis  Top 32 Players Ranking and Market Share（Based on data of 2021, Continually updated）

Based on or includes research from QYResearch: 2021 data information of Global Propolis  Market Report 2023-2029.

The global key manufacturers of Propolis include Comvita, Zhifengtang, Apis Flora, Healthy Care, Manuka Health, Wax Green, Wang's, Swisse, Sunyata – Pon Lee, MN Própolis, etc. In 2021, the global top 10 players had a share approximately 35.0% in terms of revenue.

About QYResearch

QYResearch founded in California, USA in 2007.It is a leading global market research and consulting company. With over 16 years’ experience and professional research team in various cities over the world QY Research focuses on management consulting, database and seminar services, IPO consulting, industry chain research and customized research to help our clients in providing non-linear revenue model and make them successful. We are globally recognized for our expansive portfolio of services, good corporate citizenship, and our strong commitment to sustainability. Up to now, we have cooperated with more than 60,000 clients across five continents. Let’s work closely with you and build a bold and better future.

QYResearch is a world-renowned large-scale consulting company. The industry covers various high-tech industry chain market segments, spanning the semiconductor industry chain (semiconductor equipment and parts, semiconductor materials, ICs, Foundry, packaging and testing, discrete devices, sensors, optoelectronic devices), photovoltaic industry chain (equipment, cells, modules, auxiliary material brackets, inverters, power station terminals), new energy automobile industry chain (batteries and materials, auto parts, batteries, motors, electronic control, automotive semiconductors, etc.), communication industry chain (communication system equipment, terminal equipment, electronic components, RF front-end, optical modules, 4G/5G/6G, broadband, IoT, digital economy, AI), advanced materials industry Chain (metal materials, polymer materials, ceramic materials, nano materials, etc.), machinery manufacturing industry chain (CNC machine tools, construction machinery, electrical machinery, 3C automation, industrial robots, lasers, industrial control, drones), food, beverages and pharmaceuticals, medical equipment, agriculture, etc.

[stevishabitat]

My kiddo (11yo) is neurodivergent and gender-nonconforming, and in my state there are not enough protections for me to feel comfortable with them attending school.

Teachers are allowed to isolate kids in closets or physically restrain them if they have a meltdown. A friend of mine was called to the school because a teacher called the cops on her autistic daughter, put her in handcuffs and stuck her in a patrol car alone to "calm her down". At age 8. Hell no.

And LGBTQIA protections are being whittled down to nothing. I don't know yet how kiddo will ultimately identify but I can tell you it's not likely to be cis & straight. Kiddo's had a bit of bullying in public places and I have zero interest in putting them in a situation where that could be happening 8 hours a day with no escape.

Personally I allow my kiddo to follow their own interests and learn from the real world rather than sit in school and be taught to take tests. We do what would be considered unschooling or child-led education.

Kiddo goes to occupational therapy. Plays with other kids on our block. We go to the library and parks and take advantage of loads of free resources to learn all kinds of things.

We live in a walkable, diverse, low-income area that is very active and interesting. And we're just a metro ride away from the city center where there is a zoo, museums, theaters, science center, and lots of cultural events.

Kiddo knows how to do research on the internet and how to identify reliable information (and ignore the AI). We get a lot of books from the library and kiddo will be getting their own library card soon so they can check out ebooks and audiobooks on their own.

We also do a lot of practical learning through gardening, woodworking, helping family members with DIY projects and repairs. I work from home so kiddo gets to observe my work as well and has become very good at teaching things and walking people through things step by step (I do phone tech support for educational materials).

Kiddo's BFF is a kiddo who has to do distance learning because they live with a medically fragile family member and when their school dropped all COVID protections, they had to stop going in-person. They play a lot outside, and do Minecraft and boardgames together.

The requirement in my state is that I have to keep track of what categories of things kiddo is learning (math, science, social studies, language arts, etc) and attest that they have spent a certain number of hours learning those things throughout the year.

It is absolutely not hard at all to meet the requirements because kiddo is curious and interested in so many things (thanks ADHD and Autism!)

Kiddo is very into ecology and environmental science. Their favorite podcast is the one made by our local Department of Conservation. We planted a rain garden this year with native plants to filter runoff and support native species. Kiddo maintains the water pump that aerates the water and attracts birds and pollenators.

If kiddo wants to start taking college courses in a few years, we'll put together a portfolio and they'll take some placement tests and should be able to start as early as 16 if they want.

Is it common to be homeschooled in the US? (question for people who live somewhere where this is a thing)

[larcenywrites]

some general hcs to think about 💭

There's a few random domestic things for bachelor Tony I like to think about sometimes (and would love to know if you have any of your own ❤️)

✏️ We all know he's a very talented individual in many ways, but he drew up that first blueprint of the suit (or at least some of it) and then went home and did it again (with better help from his AI pal, mind you). And considering all the other things he's built, he probably drew those up too, right? He had at least some part in designing his house, and he would've had to draw up designs for those college projects, too

✏️ Now he's not out here drawing headshots and detailed forest sceneries, but he can probably sketch up a decently cute corner café from the plaza, or the city's skyline towering around Central park where the trees might look a little awkward but that's okay! He might not necessarily be considered "good", but enough to where an onlooker or friend might be like, "hey, that's pretty good!" He might doodle when he spaces out. Don't give him a pen and notepad during a conference where all he's doing is listening because there will be silly looking cats or various new designs for things he's decided to start on now that he's trapped and bored somewhere. It's also a fun little pass time, or a fun challenge to get his mind off things when he's staring mindlessly through the window of that little corner café on the plaza.

🎹 We know he loves music, and we also know his mother played piano. And that he loved to listen to it growing up, even falling asleep on the sofa a few times! His mom probably tried to teach him growing up, but he was too restless to sit there long enough to learn much. Though, he can probably still recall a few little tunes he did learn, occasionally tapping them out every so often on a baby grand piano just to see if he remembers. He always gets it mixed up and goes too slow the first few times, but once he hears the right sounds he smiles a little and plays it another time or two at the right tempo.

🎹 Sometimes it strikes a nerve when he's at a party or fancy restaurant and hears a familiar tune that he never learned so he could go take apart an RC car in the backyard instead. He doesn't sit around listening to a playlist of classical music or anything like that, but he does enjoy hearing it from time to time. And music in general helps fill the silence in that empty house when the silence gets a little too loud.

🐈 Pets. Never grew up with them, never had them. He's probably a little afraid of animals and their spontaneity, anyway. Sure kittens and rabbits and what not are cute or whatever, but... they're also dirty, need more attention than he can give, and would scratch the shit out of his floor and furniture (and him! He already gets hurt enough!). Plus,, taking care of a living thing is scary, let's be honest, though he has probably considered it. Things can get lonely in such a big, isolated house, after all. He can never commit, though.

🥀 Perhaps plants could be a safer option? Unfortunately not. He hates being sick in any way, and swears that he's always allergic to the pollen in the spring. Half the time he forgets the last time he watered them, or forgets to water them altogether. He leaves them out on the balcony for too long, or forgets to bring them inside before the storm that he got a notification for hours ago. He probably feels an oddly heavy guilt when they die or get yellow spots, and decides he'd rather avoid that feeling altogether. Just like a pet, they are pretty and give his home some extra life! But he has a hard enough time taking care of himself

🥘 We know he's... well, an okay cook! It might take him a few hours longer than it should... but he has the money to by extra ingredients for redoing it when it doesn't work out the first time (or two)! Cooking for only one is hard, but relying on takeout and frozen foods gets boring and a little depressing. Plus, its another way to pass the time, at least, and it makes him feel a little proud of himself

✈️ He goes on vacations alone when he's bored and cramped, but it's not usually as much sex and fun as he makes it out to be. He's getting out of town for a reason, to escape his normal everyday life and have a different kind of peace and quiet; and perhaps somewhere the locals won't treat him so stiffly and regard him so highly (and only try to get him in bed like one time instead of all night, every night). Maybe he can have some normal fucking conversation for once, too, that's not about him or the company or business ventures

🥃 Unfortunately we know he drinks a lot. He knows he needs to watch it, but at least he can't get into anything when he's home alone! But maybe it does help to soothe that talkative brain and fill in the lonesome gaps here and there...

💠 Talks to JARVIS a lot. About normal ass things sometimes and not just work related projects. Who else is he going to talk to? Himself? At least JARVIS makes sense most of the time, and sometimes tells a joke or two! Oh, wait, those were meant to be serious, weren't they?

💠 It's a constant struggle between enjoying the solitude and actually wanting some sort of companionship, but that's probably too hard right now. Look what happened to those plants! He'll get around to it later... probably :(

💠 But... isn't this the dream that everyone wants? At least he can walk around, doing as he pleases without being yelled at, or argued with, or nagged… right?

[aiweirdness]

A 10,000 year warning

It isn’t every project that requires people to make plans for thousands or millions of years in the future. But some kinds of nuclear waste remain deadly for over 250,000 years, probably outliving all existing civilizations, languages, and possibly even humanity itself. So when people design nuclear waste storage facilities, they also have to think about what kinds of warnings might still be understandable so far in the future. People have proposed many approaches, from pictograms to carvings of horrified faces to genetically engineered cats or cacti that glow in the presence of radiation.

One class of proposals from a 1993 report would change the landscape itself to appear shunned, forbidding, or useless:

The report authors recommended “Menacing Earthworks”, but to me this seems unsatisfactory - it seems like future beings might find it interesting enough to investigate, with an inviting pre-prepared construction site at the center. There are even viewing platforms! So I gave a summary of a few of the designs to GPT-3 to complete, to see if it could suggest some scarier alternatives.

Some of its suggestions would fit right in with the human designs, about as likely to warn away/confuse/intrigue future civilizations.

Sphere of Gravity A large sphere of rammed earth or metal, so smooth and featureless that it gives the illusion that it would attract any object that came into contact with it.

Randomization A large circular area with random dips and peaks of various sizes, with alternating coloured layers of sand.

The Giant Hand: a tall, narrow, rectangular slit in the earth, with a huge hand protruding from the bottom.

Mountain of Empty Barrels A large artificial dune consisting of empty oil drums.

Cratering Large craters on the site, which would be visible from the air, and give an impression of a site which has been blasted and destroyed.

Dangerous Stairs An enormous set of crisscrossing, stair-like structures made of concrete, covering the site from view.

Upside Down Landscape A series of artificial hills constructed upside down in each corner of the site, which would still appear strange even after years of use by wildlife.

Horizontal Plinth of Cloudy Quartz and Bismuth A thin stone strip placed flat along the landscape, from which a series of large cloudy quartz crystals and bismuth balls will protrude.

Other neural net suggestions seem a lot less effective, mostly because they wouldn’t be even slightly forbidding:

Warning Stones: Tiny stone monuments, placed in the soil in the shape of a natural formation, which could be used to generate a narrative about the site's dangers.

Fairy Ring A large circular ring of mushrooms around the site, which after some time would grow together and form a continuous ring.

Speak No Evil Landscape Loudspeakers broadcasting sometimes false and sometimes true warnings from the landscape.

Disrupted Pollen Lines Certain native plant species such as junipers and yew could be planted to indicate that there is no farming or building allowed.

Robot Sculptures A series of very-large-scale sculptures of robots, which would be visually striking and memorable from a distance.

Another class of neural net result would probably be pretty darn noticeable, and pretty darn scary, if anyone could figure out how to actually make them.

Infinite Mountain A large decorative mountain that would continue to grow indefinitely at the center of the site or in its vicinity.

Distortion of Time and Space A massive device that would alter the flow of time and gravity in the vicinity.

Hydrothermal Alteration Zone (HAZ) A large geothermal area full of exploding geysers, boiling mud pools and a foul odor, sometime described as smelling like rotten eggs, sulfur, and chlorine. Such a place has a history of being less wanted by the local peoples, and will not be easily reclaimed.

Cosmic Rift A large opening at the site through which a small pebble might fall endlessly.

In the examples above I prompted GPT-3 with the sentence “Proposals for warning our descendants away from a nuclear waste storage site:” followed by a few of the forbidding landscapes that humans had proposed.

But could the landscapes get spookier if I raised the stakes? I tried changing to the prompt “Proposals for warning our descendants away from a place of utter cosmic horror, the nature of which we dare not whisper, and which may totally destroy any mortal foolish enough to linger at the site:” and YES they got MUCH scarier. Here was one of its first suggestions:

Giant Tube Worms A large cluster of enormous worms growing from a rocky surface, extruding bubbling fluid, and emitting audible chittering noises.

Subscribers get bonus content: A bunch more, including “Dam of Innards” and “Tulips of Shrieking Madness”.

My book on AI, You Look Like a Thing and I Love You: How Artificial Intelligence Works and Why it’s Making the World a Weirder Place, is available wherever books are sold: Amazon - Barnes & Noble - Indiebound - Tattered Cover - Powell’s - Boulder Bookstore

[themotorpediaaaaaa]

Exploring the Best Car Accessories for 2025

The automotive world is evolving rapidly, and 2025 is set to be a landmark year for car lovers who appreciate the latest technology, safety, and comfort enhancements. Whether you're driving a brand-new car or upgrading your existing vehicle, the right accessories can transform your driving experience. From car tech upgrades to aesthetic enhancements, this guide explores the best car accessories for 2025.

1. Smart Dash Cams

Dash cams have gone beyond simple recording devices. The best car accessories in 2025 include smart dash cams with AI-based features like driver monitoring, collision detection, voice controls, and cloud storage. Some models even integrate with smartphones and vehicle systems to provide real-time alerts and footage access. Investing in a high-quality dash cam enhances your safety and provides essential evidence in case of an accident.

2. Wireless Car Chargers

As smartphones become central to our daily lives and driving experience, wireless car chargers are now among the most essential 2025 car accessories. These chargers mount securely to your dashboard or air vent and allow for quick charging without messy cables. Look for models that support fast charging, magnetic attachment, and automatic alignment for optimal efficiency.

3. Heads-Up Displays (HUDs)

HUDs are emerging as one of the top car tech upgrades in 2025. They project vital information like speed, navigation, and incoming calls directly onto your windshield or a transparent screen, helping drivers keep their eyes on the road. Modern HUDs also include voice commands and integration with smartphones, making them highly useful for daily driving.

4. Advanced Car Air Purifiers

Post-pandemic awareness about air quality has driven innovation in car air purification. Today’s advanced car air purifiers eliminate not only dust and pollen but also viruses and bacteria. Some top models feature HEPA filters, ionizers, and real-time air quality monitoring, making them a must-have car accessory for health-conscious drivers in 2025.

to know more, visit.. http://themotorpedia.com/blog/exploring-the-best-car-accessories-for-2025/5a74c8b3e167d6ff08cb30bc791c2378

[stevetonyweekly]

SteveTony Weekly - May 23

Happy Sunday!! Here’s what I’ve been reading this week. As always, leave your fic authors some love if you read and enjoy their stories! 

**Indicates my recent favs 

~*~ 

**Are We Satellites? by starvels(dinosaur) (Marvel 616/29k) 

In between sunrises on the road, Steve is speaking, eating, stepping into diners to save people like coming back to his childhood home.

And Tony, Tony is watching him. Tony is relearning being awake.

-

A cross country roadtrip where Steve and Tony find the typical American town, a fuckton of trees and finally, finally, find the right questions to ask each other.

All The Love You Hold and Hide by Mireille (Sex Pollen/17k) 

On a mission, Steve triggers a booby trap that turns out to be a skeevy sex curse, of the "fuck or die" variety.

Tony volunteers as tribute.

No Time For Losers by gottalovev (Hockey AU/25K) 

Tony Stark: Playboy. Millionaire. Philanthropist. Hockey superstar.

(featuring among other things an unexpected trade, learning to get along with new teammates, pining, the Olympics, and a happy ever after)

**King of Infinite Space by Elspethdixon, Seanchai (Avenger s 616/37k) 

A villain from Tony's past comes back to cause trouble for the Avengers. Maybe it wouldn't have been so easy, if things weren't already so awkward over the events of Execute Program.

**A Real Boy by Sineala (AI Tony Stark/11K) 

When Steve shows up for the Avengers' team meeting, he quickly discovers that the version of Tony in attendance this week is the artificial intelligence. But Tony is still Tony, the man Steve has loved for years, and him being a hologram doesn't stop the two of them from falling for each other. They just have a few kinks to work out.

If the Jacket Fits by betheflame (No Powers AU/3.3K) 

Steve finds a stranger in a park having a panic attack and gives him his jacket to keep warm as he calms down.

Tony falls for the stranger who gave him his coat during a panic attack, but finding "Steve from Brooklyn" isn't exactly easy.

Good thing Tony is a stubborn weirdo.

Bold of Spirit by hollyandvice (hiasobi_writes) (Mediveal AU/7.7K) 

"Are you listening? Or are you just an idiot?”

"Listen here. I have half a dozen blades to finish tempering and two more sets of plate armor to finish adjusting before the morning, and you think I have time to work on an unknown sword with an unknown alloy for someone that doesn't even know my prices? You may be a Titan, but you're still mortal just like the rest of us. You can wait your damn turn."

Blacksmith Tony Stark is the best in the business, and he doesn't take well to being talked down to. When what should have been a single job for a passing Titan becomes something more, his whole life gets turned upside down.

**even if the brain has forgotten, perhaps the teeth remember (or the fingers) by theappleppielifestyle (Amnesia/8.9k) 

Tony gets temporary amnesia.

Some things are clearer without his preconceptions dragging him down.

To Here, in the New by salable_mystic, shipperslist (Amnesia Hurt Comfort/6.8k) 

To Steve, getting seriously hurt on a mission is nothing new, neither is taking ages to heal. But having this nagging feeling of something being fundamentally missing?

That’s new.

A Cap/IronMan RBB fic.

There's A History Between Us (and people think it's mine) by IamShadow21 (Amnesia/4.5k) 

A moment is all it takes to open up the box and confirm his suspicion.

“I think you're right, Cap,” Tony says. “This isn't my area.”

Appraise Valuable Assets -> Launch Opportune Navigation (AVALON) by gottalovev (AVALON Protocol/6k) 

The plan was that no one but Tony would know about the AVALON protocol until it was needed. Steve finds out and he's pissed.

bears and mountains and lumberjack oh my! By justanotherrollingstony (Lumberjack AU/24K) 

It was supposed to be easy--go meet the reclusive artist and buy some art. And then came the broken down car. And the snowstorm. And the lumberjack with a face like a greek god. So yea, Tony is stuck in a cabin in the woods with a hot lumberjack till the storm clears. Could be worse.

a day in principal stark's office by nannersmelo (Teacher AU/10K) 

Tony Stark has his hands full with not only Stark Industries, but also his beloved mother's life project: The Maria Stark Academy, and as he enters his office in order to deal with a ferocious mother whose son was apparently assaulted by one of his brightest students, he was sure this day would culminate in nothing but a heinous headache.

Little did he know - he was in for one hell of a surprise.

a rat-ional conclusion by BladeoftheNebula (Vet AU/6K)

He had a strong flurry of patients throughout the morning and by the time it rolled around to noon, he was just about worn out. 

He walked out into the reception, stretching until he felt a satisfying pop. “Are we done?”

Bucky checked the screen. “Just about. One more before lunch - a rat, singular.”

Steve breathed a sigh of relief. Hopefully straight forward then. “Great, let me know when they-”

He was interrupted by the bell over the door and looked up to see a little girl cradling a small animal carrier, being shepherded through the door by easily one of the hottest men he’d ever seen in real life.

Oh wow.

Come on Closer by Epiphanyx7 (PWP/4K) 

[[... porn.]]

Or, the one where Steve wants to talk to Tony about something important.

Modern Art by FestiveFerret (MCU/ 1K) 

Steve finally worked up the courage to ask Tony out, only to find out that Tony has a crush on someone else.

**I’ll Take Care of You by iam93percentstardust (Established Relationship/1.2k) 

Steve finally lets Tony do a skincare routine on him.