#IT Management
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buysellram · 4 months ago
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Efficient GPU Management for AI Startups: Exploring the Best Strategies
The rise of AI-driven innovation has made GPUs essential for startups and small businesses. However, efficiently managing GPU resources remains a challenge, particularly with limited budgets, fluctuating workloads, and the need for cutting-edge hardware for R&D and deployment.
Understanding the GPU Challenge for Startups
AI workloads—especially large-scale training and inference—require high-performance GPUs like NVIDIA A100 and H100. While these GPUs deliver exceptional computing power, they also present unique challenges:
High Costs – Premium GPUs are expensive, whether rented via the cloud or purchased outright.
Availability Issues – In-demand GPUs may be limited on cloud platforms, delaying time-sensitive projects.
Dynamic Needs – Startups often experience fluctuating GPU demands, from intensive R&D phases to stable inference workloads.
To optimize costs, performance, and flexibility, startups must carefully evaluate their options. This article explores key GPU management strategies, including cloud services, physical ownership, rentals, and hybrid infrastructures—highlighting their pros, cons, and best use cases.
1. Cloud GPU Services
Cloud GPU services from AWS, Google Cloud, and Azure offer on-demand access to GPUs with flexible pricing models such as pay-as-you-go and reserved instances.
✅ Pros:
✔ Scalability – Easily scale resources up or down based on demand. ✔ No Upfront Costs – Avoid capital expenditures and pay only for usage. ✔ Access to Advanced GPUs – Frequent updates include the latest models like NVIDIA A100 and H100. ✔ Managed Infrastructure – No need for maintenance, cooling, or power management. ✔ Global Reach – Deploy workloads in multiple regions with ease.
❌ Cons:
✖ High Long-Term Costs – Usage-based billing can become expensive for continuous workloads. ✖ Availability Constraints – Popular GPUs may be out of stock during peak demand. ✖ Data Transfer Costs – Moving large datasets in and out of the cloud can be costly. ✖ Vendor Lock-in – Dependency on a single provider limits flexibility.
🔹 Best Use Cases:
Early-stage startups with fluctuating GPU needs.
Short-term R&D projects and proof-of-concept testing.
Workloads requiring rapid scaling or multi-region deployment.
2. Owning Physical GPU Servers
Owning physical GPU servers means purchasing GPUs and supporting hardware, either on-premises or collocated in a data center.
✅ Pros:
✔ Lower Long-Term Costs – Once purchased, ongoing costs are limited to power, maintenance, and hosting fees. ✔ Full Control – Customize hardware configurations and ensure access to specific GPUs. ✔ Resale Value – GPUs retain significant resale value (Sell GPUs), allowing you to recover investment costs when upgrading. ✔ Purchasing Flexibility – Buy GPUs at competitive prices, including through refurbished hardware vendors. ✔ Predictable Expenses – Fixed hardware costs eliminate unpredictable cloud billing. ✔ Guaranteed Availability – Avoid cloud shortages and ensure access to required GPUs.
❌ Cons:
✖ High Upfront Costs – Buying high-performance GPUs like NVIDIA A100 or H100 requires a significant investment. ✖ Complex Maintenance – Managing hardware failures and upgrades requires technical expertise. ✖ Limited Scalability – Expanding capacity requires additional hardware purchases.
🔹 Best Use Cases:
Startups with stable, predictable workloads that need dedicated resources.
Companies conducting large-scale AI training or handling sensitive data.
Organizations seeking long-term cost savings and reduced dependency on cloud providers.
3. Renting Physical GPU Servers
Renting physical GPU servers provides access to high-performance hardware without the need for direct ownership. These servers are often hosted in data centers and offered by third-party providers.
✅ Pros:
✔ Lower Upfront Costs – Avoid large capital investments and opt for periodic rental fees. ✔ Bare-Metal Performance – Gain full access to physical GPUs without virtualization overhead. ✔ Flexibility – Upgrade or switch GPU models more easily compared to ownership. ✔ No Depreciation Risks – Avoid concerns over GPU obsolescence.
❌ Cons:
✖ Rental Premiums – Long-term rental fees can exceed the cost of purchasing hardware. ✖ Operational Complexity – Requires coordination with data center providers for management. ✖ Availability Constraints – Supply shortages may affect access to cutting-edge GPUs.
🔹 Best Use Cases:
Mid-stage startups needing temporary GPU access for specific projects.
Companies transitioning away from cloud dependency but not ready for full ownership.
Organizations with fluctuating GPU workloads looking for cost-effective solutions.
4. Hybrid Infrastructure
Hybrid infrastructure combines owned or rented GPUs with cloud GPU services, ensuring cost efficiency, scalability, and reliable performance.
What is a Hybrid GPU Infrastructure?
A hybrid model integrates: 1️⃣ Owned or Rented GPUs – Dedicated resources for R&D and long-term workloads. 2️⃣ Cloud GPU Services – Scalable, on-demand resources for overflow, production, and deployment.
How Hybrid Infrastructure Benefits Startups
✅ Ensures Control in R&D – Dedicated hardware guarantees access to required GPUs. ✅ Leverages Cloud for Production – Use cloud resources for global scaling and short-term spikes. ✅ Optimizes Costs – Aligns workloads with the most cost-effective resource. ✅ Reduces Risk – Minimizes reliance on a single provider, preventing vendor lock-in.
Expanded Hybrid Workflow for AI Startups
1️⃣ R&D Stage: Use physical GPUs for experimentation and colocate them in data centers. 2️⃣ Model Stabilization: Transition workloads to the cloud for flexible testing. 3️⃣ Deployment & Production: Reserve cloud instances for stable inference and global scaling. 4️⃣ Overflow Management: Use a hybrid approach to scale workloads efficiently.
Conclusion
Efficient GPU resource management is crucial for AI startups balancing innovation with cost efficiency.
Cloud GPUs offer flexibility but become expensive for long-term use.
Owning GPUs provides control and cost savings but requires infrastructure management.
Renting GPUs is a middle-ground solution, offering flexibility without ownership risks.
Hybrid infrastructure combines the best of both, enabling startups to scale cost-effectively.
Platforms like BuySellRam.com help startups optimize their hardware investments by providing cost-effective solutions for buying and selling GPUs, ensuring they stay competitive in the evolving AI landscape.
The original article is here: How to manage GPU resource?
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techbloggers1 · 2 years ago
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A Deep Dive into the Services of IT Consulting in Washington DC
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Introduction
In the bustling heart of technological innovation, Washington DC stands as a hub for businesses seeking to harness the power of Information Technology (IT). Amidst the dynamic landscape, IT consulting services emerge as a guiding force, offering a myriad of solutions to propel organizations towards efficiency, growth, and success.
The Essence of IT Consulting
1. Strategic Planning and Advisory:
At the core of IT consulting services lies strategic planning. Consultants in Washington DC work closely with businesses to align IT strategies with overarching organizational goals. This involves conducting thorough assessments, identifying opportunities for improvement, and providing advisory services that pave the way for a technology roadmap tailored to the unique needs of the capital's diverse industries.
2. Technology Integration and Implementation:
IT consultants play a pivotal role in integrating new technologies seamlessly into existing infrastructures. This includes the implementation of cutting-edge solutions, software, and systems to enhance operational efficiency. In Washington DC, where staying ahead in the tech race is crucial, consultants ensure that businesses adopt the latest innovations to maintain a competitive edge.
3. Cybersecurity Solutions:
In the era of digital transformation, safeguarding sensitive data is paramount. IT consulting Washington DC address cybersecurity challenges by implementing robust measures. This encompasses risk assessments, developing cybersecurity strategies, and deploying advanced tools to protect businesses from evolving cyber threats.
4. Cloud Computing Services:
Cloud computing has revolutionized the way businesses operate, and IT consultants are instrumental in guiding organizations through cloud adoption. From selecting the right cloud model to migrating data and applications, consultants in Washington DC ensure a smooth transition to the cloud, optimizing scalability, and fostering collaboration.
5. Data Management and Analytics:
The abundance of data in the digital age necessitates effective management and analysis. IT consulting services delve into data governance, helping businesses in Washington DC derive valuable insights. Consultants implement robust data management strategies, ensuring data integrity, security, and harnessing the power of analytics for informed decision-making.
6. IT Infrastructure Optimization:
Consultants evaluate and optimize IT infrastructures to enhance performance and reduce costs. Whether it's streamlining processes, upgrading hardware, or implementing virtualization, the goal is to create a resilient and efficient IT environment tailored to the unique needs of businesses in Washington DC.
7. Managed IT Services:
Many organizations opt for managed IT services, outsourcing day-to-day IT operations to consultants. This allows businesses in Washington DC to focus on their core activities while ensuring that their IT infrastructure is expertly managed, monitored, and maintained by professionals.
8. Training and Change Management:
Implementing new technologies often requires a cultural shift within organizations. IT consultants provide training programs and change management strategies to facilitate a smooth transition. This is crucial in Washington DC, where adapting to technological changes is key to staying relevant in a competitive market.
The Impact of IT Consulting in Washington DC
In a city where innovation and efficiency are paramount, the services of IT consulting make a profound impact on the business landscape. By leveraging these services, organizations in Washington DC position themselves to thrive in a rapidly evolving digital ecosystem.
1. Increased Operational Efficiency:
Strategic planning and technology integration lead to increased operational efficiency. IT consultants in Washington DC streamline processes, eliminate bottlenecks, and ensure that technology aligns seamlessly with business objectives.
2. Enhanced Cybersecurity Posture:
With the ever-present threat of cyber-attacks, IT consulting services bolster cybersecurity postures. Consultants implement robust measures to safeguard sensitive data, providing businesses in Washington DC with the confidence to navigate the digital landscape securely.
3. Informed Decision-Making:
Data-driven decision-making becomes a reality through effective data management and analytics. IT consultants empower businesses in Washington DC with the tools and insights needed to make informed strategic decisions.
4. Adaptability to Technological Changes:
The dynamic nature of technology requires organizations to be adaptable. IT consulting services not only ensure the smooth adoption of new technologies but also provide the necessary training and change management strategies for seamless transitions in Washington DC.
5. Cost Optimization:
Efficient IT infrastructures and strategic planning result in cost optimization. IT consultants in Washington DC help organizations make informed investments, ensuring that every dollar spent on technology contributes to business growth.
The Future of IT Consulting in Washington DC
As technology continues to evolve, the role of IT consulting services in Washington DC will become even more critical. The need for strategic guidance, innovative solutions, and adaptive IT environments will drive businesses to seek the expertise of consultants to navigate the ever-changing landscape.
In conclusion, the services of IT consulting in Washington DC encompass a wide array of strategic initiatives aimed at propelling businesses towards success in the digital age. From aligning IT strategies with organizational goals to implementing cutting-edge technologies, IT consultants play a vital role in shaping the future of businesses in the capital city. As Washington DC continues to be a hotspot for innovation, the services of IT consulting will remain a cornerstone for organizations aspiring to thrive in the dynamic and competitive tech-driven ecosystem.
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hauntingrabbits · 9 months ago
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comic
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opera-ghost · 2 months ago
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monstermonger · 1 month ago
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~3 months traveling in my wife’s home-country -> 100 journal pages
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clonerightsagenda · 5 months ago
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I think this is just a trend everywhere but I've been very frustrated this week by how much admin work is being outsourced to me as the patient/customer.
My orthodontist tells me I can make an appointment with the surgeon. I call the surgeon. They tell me I need a new referral. I call the orthodontist. They do a referral. I call the surgeon. Referral didn't come through. They tell me about their special unique system we have to use. I call the ortho again and walk them through the referral. I call the surgeon. They say the referral was missing some details so they have to do it again. I call the ortho.
The insurance company calls me about repair shops. I give them the name of the repair shop which I already gave them yesterday. They say they're not in their system but I can use them, but I have to call the repair shop to ask them to contact the insurance company. I call the repair shop and they say the insurance company is supposed to email them.
I feel like at a certain point these constant fetch quests become unreasonable?? Is it too much to expect these groups to communicate with each other instead of making me run back and forth between them???
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stealingpotatoes · 5 months ago
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i love my cat but he is very fond of trickery
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tawnysoup · 6 months ago
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Finally now that the comic is fully public on comicfury, I get to share it with all of you here, too <3
If you enjoyed, please consider supporting by buying a PDF of the comic on itch.io: https://tawnysoup.itch.io/home-in-the-woods
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expphot0 · 7 hours ago
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The Control Paradox: When Small Business Owners Choose Risk Over Security
When Competence Isn’t Enough: The Client Who Sabotages Their Own Business You deliver exceptional IT service—systems are secure, downtime is minimal, and your team is always responsive. The client even acknowledges your expertise and the value you provide. Then, without warning, they demand full administrative access and soon after, terminate your managed services contract, citing a need for…
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icarecyberau · 12 days ago
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Managed Cloud Support Services That Help Your IT Grow
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Technology is moving fast, and businesses that want to stay ahead need flexible, secure, and scalable IT solutions. That’s where managed cloud services come in. They offer businesses expert support to manage cloud infrastructure, improve performance, and ensure smooth, secure operations all while keeping costs under control.
With the right managed cloud services provider, companies can grow their IT capabilities without the stress of managing everything in-house. From improving your IT management system to applying strong risk mitigation strategies, cloud support services help you focus on business growth while experts handle the backend.
What Are Managed Cloud Services?
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Managed cloud services are outsourced IT services designed to help businesses run their cloud infrastructure more effectively. These services include everything from setup and migration to maintenance,  optimisation, and security. Instead of hiring a full internal IT team to handle cloud-related tasks, businesses partner with a managed cloud services provider.
The provider takes care of:
Server maintenance and monitoring
Data backup and recovery
Security and compliance
Cloud cost  optimisation
Real-time support and troubleshooting
These services are delivered by skilled professionals who monitor and manage your cloud environment 24/7. This ensures performance is always optimized and risks are kept under control.
Why Businesses Choose Managed Cloud Services
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Many businesses move to the cloud to enjoy flexibility, cost-efficiency, and scalability. However, managing cloud environments internally can be complex and time-consuming. That’s why companies are turning to cloud management services.
Some of the top reasons businesses choose these services include:
Scalability to Support Business Growth
As your business grows, so does your need for storage, processing power, and secure applications. Managed cloud services allow you to easily scale up (or down) your infrastructure without major investments.
A good IT management system helps ensure smooth scaling, without disruption or downtime. Whether you’re adding users, launching a new app, or expanding to a new location, cloud experts can manage the changes efficiently.
Expertise on Demand
Not every business has the budget or resources for a full-time cloud team. With managed cloud services, you get access to experienced professionals without the full-time cost. These experts stay up-to-date with the latest cloud technologies and industry best practises, which helps you make better IT decisions.
24/7 Monitoring and Support
Downtime can hurt business reputation and revenue. A managed cloud services provider offers round-the-clock monitoring and real-time issue resolution. This helps prevent issues before they escalate and ensures consistent availability.
Boosting IT Management for Better Efficiency
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Efficient IT management is crucial for business performance. However, many internal teams are overwhelmed with day-to-day tasks. This is where managed cloud support adds value.
Better Resource Allocation
By outsourcing cloud-related functions, internal IT teams can focus on strategic tasks such as digital transformation and innovation, rather than routine maintenance.
Centralised Control
Modern IT management systems offer dashboards that provide visibility into your cloud environment. This helps in tracking usage, managing performance, and making informed decisions based on real-time data.
Automated Updates and Backups
With cloud management services, you no longer need to worry about system updates or backups. Providers automate these processes, ensuring compliance and data protection.
Risk Mitigation Is a Core Advantage
Running IT systems comes with risks such as cyberattacks, system failures, and data breaches. Managed cloud services include built-in risk mitigation strategies to protect your digital environment.
Proactive Threat Detection
Cloud providers continuously monitor systems for unusual activity or cyber threats. If something goes wrong, they can quickly respond and prevent damage.
Data Security and Compliance
Managed cloud services help ensure that your business meets regulatory requirements. Providers follow industry standards to secure data at rest and in transit, offering encryption, multi-factor authentication, and access control.
Disaster Recovery Planning
Unexpected events can shut down systems. Providers offer disaster recovery solutions that protect your data and minimise downtime. These services help businesses mitigate risk and maintain operational continuity.
Benefits of Working with a Managed Cloud Services Provider
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Choosing the right managed cloud services provider can significantly impact your IT performance and business growth. Here are some benefits of working with a reliable provider:
Tailored Cloud Solutions
Every business is different. A good provider offers custom cloud management services that fit your unique needs   whether you use AWS, Microsoft Azure, Google Cloud, or hybrid solutions.
Cost Control and  optimisation
Managing costs in a cloud environment can be tricky. Providers help optimize resource usage, reduce waste, and provide cost forecasting. This ensures your cloud investment delivers value.
Ongoing Guidance and Support
A trusted provider becomes a technology partner. They guide you through upgrades, help you plan future growth, and support you with IT strategies that align with your business goals.
How Managed Cloud Services Support Long-Term Growth
When done right, managed cloud services are more than just technical support. They become a foundation for long-term business growth.
Here’s how they help:
Agility – Quickly adapt to changes in business needs and technology.
Innovation – Test and deploy new solutions without major infrastructure costs.
Security – Stay protected with the latest security features and compliance updates.
Efficiency – Automate processes and reduce manual tasks, improving productivity.
By strengthening your IT management system, managed cloud support helps your team work smarter, not harder.
Final Thoughts
Managed cloud support is no longer optional   it’s a smart business move. With growing dependence on digital platforms, businesses need reliable, scalable, and secure IT environments. Managed cloud services offer just that.
By partnering with a trusted managed cloud services provider, your business gains access to powerful cloud management services, expert IT support, and advanced risk mitigation strategies   all designed to support long-term growth.
Whether you're a small business looking to expand or an enterprise managing complex systems, managed cloud services help you improve operations, mitigate risk, and focus on innovation. A well-planned and expertly managed cloud strategy can transform your IT from a cost center into a competitive advantage.
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tizeline · 9 months ago
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Okay so my brain got infected by Gravity Falls again oopsie daisy here are a bunch of random doodles
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Dipper and Mabel would be 25 this year, right? Anyway I wanted to draw them grown up so woah look at that
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Anway Ford totally uses two fingers to flip people off just because he can and you can't tell me otherwise
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sicsrpune20 · 1 month ago
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The Future of IT Management Starts with a BBA in IT
As technology continues to redefine how businesses operate, the demand for professionals who understand both IT and business is on the rise. In this evolving landscape, the BBA in Information Technology (BBA IT) is becoming an increasingly popular undergraduate choice among students with an interest in both management and technology.
So, why is this program attracting so much attention? Because it lays the perfect foundation for the future of IT management.
A Perfect Fusion of Business and Technology
Unlike traditional business degrees, a BBA in IT focuses on building business acumen while developing technical expertise. Students learn core subjects such as marketing, finance, and management, alongside IT-specific modules like system analysis, information systems, database management, and emerging tech trends.
This dual focus ensures graduates can confidently navigate tech-driven roles, bridging the gap between software developers and decision-makers.
Why BBA IT is Gaining Momentum
Modern businesses rely heavily on digital infrastructure, data, and automation. To manage these systems efficiently, they need professionals who not only understand how technologies work, but also how to apply them strategically within business processes.
That’s exactly what the BBA IT curriculum delivers—practical knowledge, strategic thinking, and adaptability.
Early Exposure to Industry-Relevant Skills
One of the reasons why students are choosing programs offered by top BBA IT colleges is the early exposure to real-world applications. From hands-on projects and case studies to internships and industry interaction, students develop a portfolio of experience even before graduation.
They also gain fluency in tools and platforms widely used in the IT industry, such as data visualization software, enterprise systems, cloud computing tools, and more.
Career Opportunities Beyond Coding
Contrary to the assumption that IT means just programming, a BBA in IT opens up multiple career avenues. Graduates can explore roles such as:
Business Analyst
IT Project Manager
Digital Transformation Consultant
Systems Administrator
Data Analyst
Product Manager
These positions require a strong grasp of both business operations and technical capabilities—precisely what BBA IT programs are designed to build.
Strategic Curriculum Tailored for Growth
Top bba it colleges design their programs to reflect the fast-evolving tech landscape. Subjects are aligned with industry trends and student interests, often including electives in areas like digital marketing, cybersecurity, or artificial intelligence.
Many institutions offer seamless transitions to postgraduate degrees, such as an MBA in IT or an MSc in Computer Applications, for students who wish to deepen their expertise.
Ideal Environment for Ambitious Learners
Many BBA in it colleges in pune and similar cities combine strong academic frameworks with industry exposure and mentorship. This ecosystem helps students develop confidence, communication skills, and leadership potential—traits essential for future IT managers.
Being part of such an environment means that learning isn’t just limited to classrooms. It extends to hackathons, business competitions, networking events, and live projects that bring theoretical concepts to life.
A Launchpad to the Future
As digital transformation becomes a core part of business strategy, IT management is no longer a support function—it’s central to growth. Choosing a BBA in IT is more than just selecting a course; it’s about building a future in which you lead digital change.
Final Thoughts
The road to a rewarding career in tech and business begins with a solid educational foundation. A BBA in IT provides just that—integrating business insight with technological skills to shape professionals ready for the digital economy.
For those looking to take that first step, the Symbiosis Institute of Computer Studies and Research (SICSR) offers one of the most comprehensive and future-focused BBA in IT programs. With expert faculty, hands-on training, and a curriculum aligned to industry needs, SICSR stands out among top BBA IT colleges for those aspiring to lead in IT management.
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poorly-drawn-mdzs · 3 months ago
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He should be at the Adventurer's Guild.
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great-and-small · 1 year ago
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Apparently the local university’s undergraduate entomology course sends students to catch insect specimens at the same place I like to go birdwatching, which explains why I saw three enormous frat looking dudes with tiny bug nets and overheard one emphatically say “bro BRO I told you we already have enough lepidopterans”
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bubblesthecow · 4 months ago
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Watching Star Wars in chronological order is so funny.
Obi-Wan Kenobi really took one look at R2D2 in the middle of the desert and said “No, Luke, I’ve never seen this fucking droid in my life. Looks like a real bitch though. Not that I’d know. This is my first time meeting the asshole.”
No one in that whole franchise was Gatekeep-Gasslight-Girlbossing quite like “Ben” Kenobi, regular human-man.
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