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Home Water Filtration

📉 0.4x

Discussions focus on recommendations for home water filters like reverse osmosis, Brita, ZeroWater, and carbon systems to purify tap water, remove contaminants, improve taste, and address issues like heavy metals or chlorine.

2,734 comments Health

Sentiment Analysis

➡️ 0.5x

The cluster focuses on discussions about sentiment analysis techniques, tools, APIs, and applications for analyzing text sentiment in contexts like user feedback, tweets, and corpora.

2,734 comments AI & Machine Learning

Affordable SSL Certificates

➡️ 0.7x

This cluster focuses on discussions about cheap or free SSL certificate providers, particularly StartSSL's pricing, free certs, revocation fees, and alternatives like Let's Encrypt, Comodo, and others.

2,733 comments Security

Python Learning Resources

📉 0.2x

Cluster focuses on recommendations for books, tutorials, and online resources to learn Python, especially for beginners, with 'Learn Python the Hard Way' being the most frequently suggested.

2,732 comments Programming Languages

Obscure Historical Books

📉 0.4x

Users share links to digitized rare books, historical documents, and literary references from archives like Project Gutenberg, Archive.org, and academic libraries, often discovered via random searches or bibliographic rabbit holes.

2,731 comments Other

US Civil War Debate

➡️ 0.6x

Comments heavily reference the historical US Civil War and ongoing conflicts to debate whether America has been at war, the nature of civil wars, and the risk of future internal divisions escalating into violence.

2,731 comments Politics & Society

EU Visa Requirements

📉 0.4x

Comments discuss and correct misconceptions about visa requirements for EU citizens traveling within the EU/Schengen area, to the US, and comparisons to systems like ESTA/ETIAS, highlighting freedom of movement and no internal visa needs.

2,729 comments Politics & Society

Microsoft OpenAI Relationship

📉 0.3x

Discussions center on Microsoft's heavy investment, ownership stake, and growing control over OpenAI, with concerns about OpenAI's independence and whether it has become essentially a Microsoft subsidiary.

2,728 comments AI & Machine Learning

US Tax Code Complexity

📉 0.3x

The cluster focuses on debates about the excessive complexity of the US tax code, its role in enabling loopholes, policy incentives, and lobbying by companies like Intuit to prevent simplification or government alternatives.

2,728 comments Politics & Society

Teflon PFAS Food Safety

📉 0.2x

The cluster focuses on health concerns about PFAS, Teflon, and plastics leaching toxic chemicals into food from cookware, packaging, and utensils, especially when heated, with debates on safety and alternatives like glass or metal.

2,727 comments Health

Neo-Feudalism

➡️ 0.6x

Comments argue that modern capitalism, driven by technology and wealth concentration, is evolving into neo-feudalism, with tech elites as new lords and the masses as serfs.

2,727 comments Politics & Society

Iran Proxy Wars

➡️ 1.5x

The cluster focuses on debates about Iran's aggressive regional influence through proxy groups like Hezbollah, Hamas, and Houthis in conflicts involving Yemen, Syria, Lebanon, and Israel, contrasted with actions by the US, Saudi Arabia, and Israel.

2,726 comments Politics & Society

Universe Expansion

📉 0.3x

The cluster discusses the expansion of the universe, including concepts like space itself expanding, acceleration rates, faster-than-light recession of distant galaxies, redshift, and cosmological implications.

2,726 comments Science

Pandoc Recommendations

➡️ 0.5x

This cluster features comments recommending Pandoc as a versatile tool for converting documents between formats like Markdown to PDF, HTML, EPUB, and more, often in response to needs for multi-format output.

2,725 comments Open Source

3D Printing Strength

➡️ 0.8x

Comments debate the feasibility, material strength, and suitability of 3D printing for producing durable parts under high stress, pressure, or temperature, often comparing it to traditional methods like CNC, casting, and forging.

2,725 comments Hardware

RIAA Copyright Threats

📉 0.4x

The cluster focuses on commenters' concerns that the RIAA and music labels will sue or shut down the discussed music service or project due to copyright infringement, licensing issues, and past precedents like UMG vs MP3.com.

2,724 comments Legal

JWT Token Revocation

📉 0.5x

Discussions focus on challenges and strategies for expiring, refreshing, and revoking stateless authentication tokens like JWTs, including trade-offs between security, server state, and short-lived tokens.

2,723 comments Security

Fungi Puns and Biology

📉 0.4x

The cluster centers on puns playing on 'fungi' sounding like 'fun guy,' alongside discussions of fungi's biological roles, symbiosis, massive networks, potential uses in cleanup or food, and curiosities like radiation tolerance or climate impacts.

2,723 comments Science

Business Partner Trust

📉 0.4x

The cluster discusses trust, betrayal, and reputation in business relationships, debating whether to treat partners as friends, the risks of screwing over partners even for small amounts, and the long-term consequences like burning bridges or running out of partners.

2,723 comments Startups & Business

Crypto Mining Energy Waste

📉 0.1x

The cluster debates the energy consumption of cryptocurrency mining, particularly Bitcoin, questioning if it's wasteful or can usefully repurpose excess electricity like flared gas or for heating.

2,722 comments Finance & Crypto

High Stock Valuations

➡️ 0.6x

The cluster focuses on discussions about extraordinarily high stock market valuations, especially for tech companies, with many commenters arguing they signal a bubble akin to the dot-com era due to low interest rates and speculative fervor.

2,722 comments Finance & Crypto

Common Law vs Civil Law

📉 0.5x

Comments debate whether a specific legal principle or practice applies primarily to common law jurisdictions (e.g., US, UK) versus civil law systems (e.g., Europe, Louisiana), highlighting differences in precedent, codification, and judicial roles.

2,721 comments Legal

Promo Code Requests

➡️ 0.5x

Hacker News users frequently request, share, and discuss promo codes, coupon codes, and discounts for apps, services, and products featured in threads, especially Show HN launches.

2,721 comments Startups & Business

University Admin Bloat

➡️ 0.6x

The cluster discusses how rising university tuition and funding have disproportionately gone towards expanding administrative staff, bureaucracy, and non-essential expenses like fancy buildings, rather than faculty, education, or students.

2,721 comments Politics & Society

Startup Founder Age

📉 0.3x

Comments debate the myth that startup founders must be young, citing data and examples showing most successful founders are 30+ with valuable experience, challenging Silicon Valley stereotypes.

2,720 comments Startups & Business

Manual Process Complaints

➡️ 0.6x

Comments criticize various tools, tasks, or methods as overly manual, tedious, and labor-intensive, often suggesting automation or AI as preferable alternatives.

2,720 comments Other

Lambda Calculus

➡️ 0.5x

Comments discuss lambda calculus fundamentals, its power and simplicity, concepts like Y-combinator and fixed-point combinators, learning resources, and related implementations.

2,719 comments Programming Languages

Upside-Down Water Phenomenon

📉 0.3x

Discussions center on a physics puzzle or GIF showing water not spilling from an inverted bottle or cup, with debates on mechanisms like atmospheric pressure, vacuum, surface tension, siphons, and air bubbles.

2,717 comments Science

CEO Compensation Debate

📉 0.3x

Discussions center on high CEO salaries and total compensation, often criticizing their scale relative to company performance, revenue, employee pay, and comparisons to other executives or industries.

2,717 comments Startups & Business

Web Video Downloading

📉 0.5x

Users discuss tools, browser extensions, and methods like yt-dlp, VLC, and invidio.us to download videos from sites such as YouTube or conferences for offline viewing, especially during travel.

2,716 comments Other

Linux on 386/486 PCs

📉 0.4x

Users reminisce about running Linux, Windows 3.x, Minix, and games on 1980s/1990s low-spec hardware like 386/486 processors with 4-16MB RAM and small hard drives.

2,715 comments Hardware

Browser History Permissions

📉 0.3x

The cluster focuses on reactions to a browser extension or app that requires access to browser history, with users questioning its necessity, complaining about it filling history entries, raising privacy concerns, and suggesting built-in browser history alternatives.

2,715 comments Web Development

Nature vs Nurture Debate

📉 0.4x

This cluster discusses the classic nature versus nurture debate, focusing on whether genetics or environment/upbringing primarily shapes human traits, personalities, behaviors, and outcomes, often concluding both play significant roles.

2,714 comments Science

SOPA Protests and Blackouts

➡️ 1.3x

Discussions center on opposition to the Stop Online Piracy Act (SOPA), including website blackouts by sites like Wikipedia and Reddit, boycotts against supporters like GoDaddy, and debates over whether Hacker News should participate in protests.

2,714 comments Politics & Society

DuckDuckGo Privacy Concerns

📉 0.2x

Cluster focuses on debates about DuckDuckGo's (DDG) privacy claims, criticisms of its backend reliance on Bing/Microsoft and potential tracking, and comparisons to alternatives like Startpage and Google.

2,713 comments Security

SAT Scores in Admissions

📉 0.2x

Discussions center on the utility, limitations, and controversies of SAT scores for predicting college success and distinguishing applicants at elite universities like MIT and Harvard.

2,713 comments Politics & Society

ClojureScript Comparisons

📉 0.3x

Discussions center on suggesting ClojureScript as an alternative to other Clojure projects, comparing its JavaScript compilation, JVM avoidance, ecosystem, and interop capabilities.

2,713 comments Programming Languages

RMS Controversy

📉 0.2x

Debate over Richard Stallman's (RMS) legacy in free software, his abrasive personality, controversial opinions, and fitness to lead or represent the FSF despite his immense contributions.

2,713 comments Open Source

AI Tutors in Education

➡️ 1.1x

The cluster discusses the potential of AI and LLMs to serve as personal tutors or replace human teachers, debating benefits like infinite patience and scalability against limitations in addressing student needs and true understanding.

2,712 comments AI & Machine Learning

European vs US Cities

📉 0.4x

Discussions compare the historical evolution, adaptability, and walkable density of European cities like Paris and Amsterdam to car-optimized American urban designs, debating planned renovations versus organic growth.

2,712 comments Politics & Society

RAG in LLMs

➡️ 1.7x

The cluster centers on discussions about Retrieval-Augmented Generation (RAG), including its necessity, implementations, limitations, alternatives, and tools like RAGFlow and llama_index in the context of large language models.

2,712 comments AI & Machine Learning

Mexican Food Authenticity

📉 0.2x

The cluster discusses differences between authentic Mexican cuisine and American Tex-Mex variations, including tacos, hot sauces, regional US styles like Texas vs California, and availability of foods like peanut butter abroad.

2,712 comments Other

Trade Secrets Protection

📉 0.4x

The cluster centers on discussions about why companies keep proprietary information secret, primarily citing trade secrets, IP protection, NDAs, and competitive advantages rather than illicit activities.

2,712 comments Legal

Database ID Strategies

➡️ 0.5x

Discussions center on best practices for database identifiers, debating sequential integers versus UUIDs, obfuscation techniques like Hashids, and using separate public IDs to avoid exposing internal primary keys in APIs or URLs for security and performance reasons.

2,711 comments Databases

Stale Argument Dismissals

➡️ 0.5x

Commenters repeatedly dismiss others' claims by pointing out that similar arguments were made years or decades ago and have since been proven wrong or outdated by events.

2,711 comments Other

Business Model Questions

📉 0.4x

Comments in this cluster overwhelmingly ask about the business model of the featured product, startup, or project, expressing curiosity on how it generates revenue or sustains itself.

2,711 comments Startups & Business

Assange Sweden Extradition

📉 0.1x

Debate on Julian Assange's refusal to face Swedish sexual assault allegations due to fears of extradition to the US, contrasting Sweden's and UK's extradition policies and questioning if the accusations were genuine or a pretext.

2,710 comments Legal

US Role in ISIS Creation

➡️ 0.6x

The cluster focuses on debates about whether US foreign policy, including the Iraq invasion, arming mujahideen, and support for Syrian rebels, directly contributed to the rise of ISIS and groups like al-Qaeda. Commenters argue over blame, contrasting US actions with roles of regional actors like Saudi Arabia, Russia, and local extremists.

2,710 comments Politics & Society

Foreign Key Constraints Debate

📉 0.3x

The cluster centers on debates about using foreign key constraints in databases, weighing their role in maintaining referential integrity against drawbacks like performance impacts, schema migrations, and scalability issues in large apps.

2,709 comments Databases

Missing HTTPS on Logins

📉 0.4x

The cluster focuses on complaints about a website's login and signup pages transmitting credentials over unencrypted HTTP instead of HTTPS, raising security concerns like plaintext password exposure. Discussions also touch on authentication handling for sites requiring logins and suggestions like OAuth.

2,709 comments Security

Product-Market Fit

📉 0.3x

The cluster centers on discussions about product-market fit (PMF) in startups, including its importance for success, challenges in achieving it, validation methods, and whether ventures have truly reached it before scaling.

2,709 comments Startups & Business

GPS Jamming

➡️ 0.7x

The cluster discusses the feasibility, methods, and implications of jamming GPS signals, including spoofing, RF interference, and countermeasures, often in military, drone, and aviation contexts.

2,709 comments Security

Government Innovation Funding

➡️ 0.8x

The cluster debates the effectiveness of government investments in technological innovation and startups versus private sector approaches, citing examples like NASA, TSMC, and CERN while discussing risks, long-term benefits, and policy incentives.

2,709 comments Startups & Business

Real Estate Market

📉 0.3x

Discussions focus on real estate investment opportunities, property prices, agents, tools for buyers and sellers, and market analysis, often with a tech or disruption angle.

2,709 comments Startups & Business

House Construction Costs

📉 0.3x

The cluster focuses on debates about the high costs of building houses, especially in the US, including breakdowns of materials, labor, land, permits, and comparisons to cheaper prefab or international options.

2,708 comments Politics & Society

Fewer Male Ancestors

📉 0.3x

The cluster focuses on the historical and evolutionary observation that humans have roughly twice as many female ancestors as male ancestors, due to higher variance in male reproductive success where a small number of men father many children while most women reproduce.

2,708 comments Science

Genealogy and Pedigree Collapse

📉 0.3x

Discussions focus on how family trees overlap due to pedigree collapse, resulting in shared distant ancestors, common relatedness like sixth cousins, and exponential ancestor counts exceeding historical populations, with references to DNA tests and historical lineages.

2,708 comments Science

LLMs as Dungeon Masters

➡️ 0.7x

Discussions center on using large language models like ChatGPT to act as dungeon masters or game masters for text-based RPGs and D&D, with references to AI Dungeon, prompt engineering, and interactive NPCs.

2,707 comments AI & Machine Learning

No-Code Tools Debate

📉 0.4x

Comments debate the value, limitations, and true nature of no-code and low-code tools, often arguing they are just somebody else's code with GUIs rather than a replacement for traditional programming.

2,707 comments Startups & Business

Software Feature Bloat

➡️ 0.5x

The cluster centers on debates about feature creep in software products, weighing simplicity and core functionality against adding features for diverse user needs, where one person's bloat is another's essential tool.

2,706 comments Other

AMD ROCm GPU Support

➡️ 0.6x

Discussions center on ROCm compatibility for AMD GPUs in machine learning frameworks like PyTorch, including user experiences with specific models, supported hardware lists, and comparisons to NVIDIA CUDA.

2,706 comments AI & Machine Learning

Website Analysis Tools

📉 0.5x

Users discuss and recommend various online tools for analyzing website performance, security, technology stacks, uptime monitoring, and configurations like HetrixTools, BuiltWith, Mozilla Observatory, and Google Lighthouse.

2,706 comments DevOps & Infrastructure

Ultra-Low-Power Processors

📉 0.5x

Discussions center on the power consumption of an ultra-low-power processor and its potential for battery-powered IoT devices, sensors, wearables, and remote applications, with comparisons to solar cells, ESP8266, and coin cells.

2,706 comments Hardware

CGI vs Practical Effects

📉 0.4x

Commenters debate whether a showcased video, film scene, or demo uses real footage and practical effects or relies on CGI, green screens, compositing, and other digital techniques, often pointing out inconsistencies suggesting artificiality.

2,706 comments Other

Texas Power Grid Isolation

📉 0.3x

The cluster discusses why Texas operates its own isolated power grid (ERCOT), political motivations like avoiding federal regulations, vulnerabilities leading to blackouts during extreme weather, and debates on renewables, deregulation, and grid reliability.

2,705 comments Politics & Society

Early Bitcoin Regrets

📉 0.3x

Users share personal stories of buying, mining, selling, or losing Bitcoin when it was cheap, often lamenting missed fortunes as its price has risen dramatically.

2,704 comments Finance & Crypto

Deepfake Video Trust

📉 0.5x

The cluster debates the impact of easily generated AI fake videos on trust in video evidence and media authenticity, often comparing it to Photoshop's effect on images and predicting widespread skepticism or disinformation risks.

2,704 comments AI & Machine Learning

Academic Peer Review

➡️ 0.6x

The cluster discusses the peer review process in academic publishing, focusing on anonymity, blind reviews, flaws like bias and collusion, use of AI by reviewers, incentives, and challenges with preprints like arXiv.

2,704 comments Science

USB-C vs Lightning Durability

📉 0.2x

Users debate the reliability and failure rates of USB-C, Lightning, and Micro-USB connectors based on personal experiences, focusing on whether cables or device ports break more often.

2,704 comments Hardware

Race Genetics Debate

📉 0.4x

Comments debate whether human races have a biological or genetic basis, contrasting social constructs with genetic clusters, ancestry differences, and population genetics.

2,703 comments Science

Electric Scooter Nuisances

📉 0.1x

Comments discuss problems with dockless rental electric scooters in cities, including sidewalk clutter, dangerous pedestrian riding, littering, and calls for fines, regulations, or bans versus defenses highlighting infrastructure issues.

2,702 comments Politics & Society

Intentional Design Debate

➡️ 0.6x

Commenters assert or question whether specific features, behaviors, or outcomes in software, products, or events are deliberately designed that way rather than accidental or mistaken.

2,702 comments Other

Missing Volume Controls

📉 0.4x

Users express frustration over the absence of volume sliders or controls in a specific audio player or application, often requesting per-app adjustments and automatic gain control. Discussions extend to broader audio volume management challenges across devices, OSes, and software like browsers and media players.

2,702 comments Hardware

Tesla Cybertruck

➡️ 0.8x

The cluster centers on discussions about the Tesla Cybertruck, covering its design, appeal, build quality, production status, performance comparisons, and overall reception.

2,701 comments Hardware

NSFW AI Image Generation

➡️ 0.5x

The cluster discusses AI image generators producing pornographic or NSFW content due to training data contamination, challenges in implementing safeguards, ethical risks like CSAM and deepfakes, and companies' policies on censorship.

2,701 comments AI & Machine Learning

Outdated Article Dates

📉 0.4x

Commenters frequently note, correct, or question the publication year of the linked article or content, emphasizing it dates back to the 2000s (e.g., 2002-2011) and is no longer current.

2,700 comments Other

Corporate Politics Debate

➡️ 0.6x

This cluster debates whether companies can or should stay out of politics, arguing that 'no politics' policies are themselves political acts and that corporations inherently engage in politics to protect profits or influence markets.

2,700 comments Politics & Society

IPv4 vs IPv6 Addresses

➡️ 0.5x

Discussions center on comparing IPv4 and IPv6 addresses, their memorability, alternative representations, abbreviations, and compatibility mechanisms like IPv4-mapped IPv6 addresses.

2,699 comments DevOps & Infrastructure

Paying for Search Engines

📉 0.3x

The cluster centers on debates about whether users would pay subscription fees or per-search costs for ad-free or premium search engines like Google or Kagi, including discussions on operational costs and viability without ads.

2,699 comments Startups & Business

5th Amendment Device Unlocking

📉 0.3x

Commenters debate whether government compulsion to unlock devices or provide passwords violates the Fourth and Fifth Amendments, focusing on self-incrimination and unreasonable searches.

2,699 comments Legal

CouchDB Comparisons

📉 0.3x

Discussions center on CouchDB's viability versus alternatives like MongoDB and Couchbase, including recommendations, experiences with replication and offline use, and pairings with PouchDB.

2,698 comments Databases

Time Travel Jokes

📉 0.4x

Comments humorously speculate about time travel, time machines, and time travelers, often in response to something appearing prescient or anachronistic in the original post.

2,698 comments Science

Interstellar Travel Speeds

📉 0.5x

The cluster focuses on discussions of spacecraft velocities, including current probes like Voyager, future initiatives like Breakthrough Starshot aiming for 20% of light speed, relativistic effects from high accelerations, and travel times to nearby stars like Proxima Centauri.

2,698 comments Science

Memorization in Internet Age

➡️ 0.7x

Discussions debate the necessity of memorizing facts given easy online access, portraying the brain as a cache that prioritizes useful knowledge while forgetting the rest, with some arguing retention is vital for understanding and quick thinking.

2,697 comments Science

Browser Tab Management

📉 0.4x

Users discuss features, extensions, shortcuts, and workarounds for closing, restoring, discarding, and managing browser tabs in Firefox and Chrome, including preventing accidental window closures and improving multi-tab workflows.

2,697 comments Other

Internet Credibility Skepticism

📉 0.4x

This cluster centers on repeated warnings and sarcastic remarks about not believing everything read on the internet, emphasizing the unreliability of online information.

2,696 comments Politics & Society

Peer Review Problems

📉 0.5x

The cluster discusses flaws in the academic peer review system, including its ineffectiveness, bias, failure at scale, and incentives for quantity over quality, while proposing alternatives like public post-publication reviews, social platforms akin to Hacker News or Reddit, and open preprint publishing.

2,696 comments Science

Uber vs Taxi Prices

➡️ 0.6x

Users compare the costs of Uber, Lyft, and other rideshares to traditional taxis across cities like NYC, SF, and Seattle, sharing personal experiences on which is cheaper, surge pricing effects, and upfront quoting advantages.

2,696 comments Startups & Business

Individual Decision-Making Autonomy

📉 0.3x

The cluster centers on debates advocating for personal liberty and individual rights to make their own choices, opposing governments, societies, or experts from deciding what's best for people. Comments criticize paternalism and authoritarianism in favor of self-determination.

2,695 comments Politics & Society

Tree Puns

📉 0.4x

This cluster features comments making puns, jokes, and references to literal trees, forests, tree planting, tree law, and idioms like 'missing the forest for the trees,' likely in response to a technical discussion about tree data structures.

2,695 comments Other

4K High Refresh Rates

📉 0.4x

The cluster focuses on limitations and capabilities of HDMI, DisplayPort, and adapters for supporting 4K or higher resolutions at refresh rates like 60Hz, 120Hz, or 144Hz on external monitors, including hardware compatibility issues and version differences.

2,695 comments Hardware

Meat Subsidies and Pricing

📉 0.3x

The cluster discusses how government subsidies artificially lower meat prices, arguing for their removal to reflect true production costs, environmental impacts, and ethical concerns, which would reduce consumption and promote alternatives.

2,694 comments Politics & Society

Barefoot Running Benefits

➡️ 0.7x

Cluster focuses on personal experiences and debates about how barefoot or minimalist running shoes (e.g., Vibrams, Vivo Barefoot) reduce knee and joint injuries by promoting forefoot striking over heel striking in traditional cushioned shoes.

2,693 comments Health

Professionalism Debate

📉 0.4x

Discussions revolve around defining and debating what constitutes 'professionalism' in behavior, communication, and standards, particularly in tech and work environments.

2,692 comments Career & Jobs

SF Crime Rates

📉 0.1x

The cluster debates crime levels in San Francisco, contrasting high property and petty crime rates with lower violent crime statistics, perceptions of safety, under-reporting, brazenness of crimes, and comparisons to other cities.

2,692 comments Politics & Society

Mushroom Foraging Safety

📉 0.2x

The cluster focuses on the dangers of identifying and eating wild mushrooms, including risks of poisoning from misidentification, warnings against using AI or apps for foraging, and distinctions between edible, poisonous, and psychedelic varieties.

2,692 comments Health

UTF-8 vs UTF-16

📉 0.5x

Cluster focuses on debates about Unicode encodings like UTF-8, UTF-16, and UTF-32, including their variable widths, byte efficiency for languages like CJK, surrogate pairs, and code points versus characters.

2,691 comments Programming Languages

Pixel Art Debate

📉 0.5x

Discussions center on the authenticity, aesthetics, and purpose of modern pixel art in games, debating whether it's a deliberate artistic choice, nostalgic style, or budget-driven limitation compared to retro pixel art.

2,691 comments Gaming

Brute-Force Compute Estimates

➡️ 0.6x

Commenters calculate and debate the computational time, hardware resources like CPUs/GPUs/clusters, and feasibility of brute-forcing large spaces such as hashing billions of phone numbers or cryptographic operations on personal vs massive compute.

2,690 comments Security

NFS vs SMB

➡️ 0.5x

Cluster centers on debates comparing NFS and SMB (Samba) as network file systems, discussing performance, reliability, cross-platform compatibility (Linux/Mac/Windows), encryption, and alternatives like WebDAV.

2,690 comments DevOps & Infrastructure