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Transform your business with an effective data strategy. Learn the key components that enable better decision-making, improve operations, and foster innovation.
#elements of data strategy#data strategy#data strategy consulting#data strategy consulting company#data strategy consulting company in india#data strategy elements
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Customer Service Relationship Management
Introduction to Customer Service Relationship Management
What is Customer Service Relationship Management (CSRM)?
Customer Service Relationship Management (CSRM) refers to the systematic approach of managing customer interactions and enhancing service delivery to build long-term, meaningful relationships. It focuses on addressing customer needs, resolving issues efficiently, and ensuring satisfaction through a blend of technology and human effort.
While traditional CRM systems emphasize sales and marketing, CSRM zeroes in on customer support and service processes to create a seamless experience.
Why is CSRM Important for Businesses?
Enhancing Customer Loyalty Effective CSRM fosters trust and loyalty by ensuring customers feel valued and heard. Loyal customers are more likely to advocate for the brand and provide repeat business.
Improving Operational Efficiency Centralized systems and streamlined workflows reduce redundancies, enabling quicker issue resolution and better service quality.
Gaining a Competitive Advantage In today’s customer-centric market, excellent service is a key differentiator. Businesses that prioritize CSRM stand out by delivering superior customer experiences.
Core Elements of Customer Service Relationship Management
Centralized Customer Data
Consolidating Information CSRM systems centralize customer data, making it easily accessible for service teams. This includes purchase history, preferences, and previous interactions.
Leveraging Data for Personalization Using this data, businesses can offer tailored solutions, making customers feel understood and valued.
Proactive Customer Support
Anticipating Customer Needs Proactive support involves identifying potential issues before they arise, like sending reminders about product updates or addressing frequently encountered problems.
Implementing Predictive Analytics Predictive analytics tools can analyze trends and customer behavior, helping teams forecast needs and provide preemptive solutions.
Integration with CRM Systems
Synchronizing Customer Interaction Data Integrating CSRM with existing CRM systems ensures a seamless flow of information across departments, improving customer interactions.
Cross-Functional Collaboration When sales, marketing, and support teams share insights, they can collaborate more effectively to meet customer needs holistically.
Benefits of Customer Service Relationship Management
Strengthened Customer Relationships Tailored interactions and a personalized approach foster trust and encourage long-term loyalty.
Enhanced Customer Satisfaction Quick and effective resolution of queries, along with self-service options, improves overall satisfaction.
Optimized Team Productivity By automating repetitive tasks and centralizing data, service teams can focus on complex issues, boosting efficiency.
Steps to Implement a CSRM Strategy
Assessing Customer Service Needs
Identifying Pain Points Conducting surveys and analyzing feedback helps identify recurring issues and areas for improvement.
Understanding Customer Preferences Determine the preferred channels and communication styles of your customers to tailor the strategy accordingly.
Selecting the Right Tools
Features to Look For Look for tools offering ticketing systems, analytics, AI capabilities, and omnichannel support.
Popular CSRM Platforms Platforms like Zendesk, Salesforce Service Cloud, and Freshdesk cater to businesses of various sizes and industries.
#What is Customer Service Relationship Management (CSRM)?#H3: Definition and Overview#H3: Difference Between CRM and CSRM#H2: Why is CSRM Important for Businesses?#H3: Enhancing Customer Loyalty#H3: Improving Operational Efficiency#H3: Gaining a Competitive Advantage#H1: Core Elements of Customer Service Relationship Management#H2: Centralized Customer Data#H3: Consolidating Information#H3: Leveraging Data for Personalization#H2: Proactive Customer Support#H3: Anticipating Customer Needs#H3: Implementing Predictive Analytics#H2: Integration with CRM Systems#H3: Synchronizing Customer Interaction Data#H3: Cross-Functional Collaboration#H1: Benefits of Customer Service Relationship Management#H2: Strengthened Customer Relationships#H3: Tailored Interactions#H3: Building Trust and Credibility#H2: Enhanced Customer Satisfaction#H3: Reduced Resolution Times#H3: Empowering Customers Through Self-Service#H2: Optimized Team Productivity#H3: Streamlined Workflow#H3: Better Resource Allocation#H1: Steps to Implement a CSRM Strategy#H2: Assessing Customer Service Needs#H3: Identifying Pain Points
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Mastering Mobile App Localization: The Ultimate Guide

#In an increasingly globalized world#mobile app localization is crucial for developers aiming to expand their reach and connect with international markets. Localization involve#content#and functionality to suit different languages#cultural nuances#and regional preferences. This comprehensive guide will walk you through the steps of effective mobile app localization#ensuring your app resonates with users around the world.#1. Understand Your Target Audience#Before diving into localization#it's vital to thoroughly understand the markets you are targeting. Research the languages spoken#cultural norms#legal requirements#and local technologies. This foundational knowledge will guide your localization strategy and help you prioritize which elements of the app#2. Internationalize Your App#Internationalization is the process of designing an app's architecture so that it can support multiple languages and regions without requir#text directions (like right-to-left scripts)#local date and time formats#and numerical values. Preparing your app in this way simplifies the subsequent localization process.#3. Localize Content and UI#The next step is to translate and localize the app’s content and user interface. This goes beyond mere translation; you must also adapt gra#icons#and layouts to align with local customs and expectations. It’s advisable to work with native translators who understand the linguistic subt#4. Adapt to Local Regulations and Legal Requirements#Different markets may have specific legal standards regarding data privacy#digital transactions#and censorship that can affect your app. Ensure that your app complies with local laws and regulations to avoid legal issues and build trus#5. Test and Optimize for Local Markets#Once localized#thoroughly test your app in each target market to catch any issues with translations#or functionality. Consider conducting usability tests with local users to gather feedback and understand their user experience. Use this fe
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Shorebird Nesting Season Is Here!
Summer shorebird surveys provide some of our most important data. Data collected during nesting season help us track nesting outcomes, detect population changes, measure the effect of conservation efforts, and refine strategies for population recovery. Did you know that 5 of the shorebird and seabird species nesting in Florida are imperiled species? Every nest is critical!
Here are a few things you can do to help shorebirds succeed this summer:
Give Birds Space: Getting too close can force birds away from their nests or chicks leaving them vulnerable to predators, the elements, or being stepped on! You should walk around resting birds on the sand or at the shoreline (some may be too young to fly!) and avoid landing kayaks and vessels near nesting areas.
Keep Out! Do not enter posted areas, even if you don’t see a bird. Their camouflage helps them blend into nesting habitats like open beach, shell rakes, spoil islands, marsh edges, and more!
Please, No Dogs: Even friendly pups frighten shorebirds and can cause them to abandon their eggs and chicks. If you bring your pet with you, go to a dog-friendly beach where they’re allowed and keep them on a leash far away from nesting or resting birds.
Stash the Trash! Garbage and food scraps attract predators, such as raccoons and crows, that prey on shorebird eggs and chicks.
For more information, resources, and volunteer information in FL: MyFWC.com/Shorebirds
Shorebird images by Brittney Brown, FWC
#shirebird#bird#conservation#environment#beach#the beach#vacation#ocean#animals#nature#ornithology#seabird
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TOTAL BATTLE LOGİN - PRO+

Welcome to the ultimate gaming experience with Total Battle, a strategic online war game that challenges your tactical skills while immersing you in a captivating medieval world. In this article, we’ll explore the essentials that every player needs to know, including how to navigate the Total Battle login process, maximize your gameplay, and delve into comprehensive guides that will elevate your strategies. Whether you're a seasoned general or just starting your journey, you’ll find valuable insights and tips to help you conquer your foes and build a formidable empire.
Total Battle Login
Accessing your gaming experience has never been easier with the total battle login. This streamlined process allows players to quickly enter the highly immersive world of Total Battle, ensuring that your journey toward strategy and conquest begins without delay.
Once you reach the total battle login page, you'll find an intuitive interface designed to facilitate your entrance. Whether you're a seasoned commander or a new recruit, you can swiftly log in using your credentials and pick up right where you left off in your quest for dominance.
In addition to great accessibility, the total battle login ensures your data protection and provides a seamless connection across devices. This means you can enjoy your favorite strategies on-the-go, enhancing your gaming flexibility and freedom.
Don't let obstacles stand in your way! Experience the thrill of Total Battle with a fast, reliable login process. Explore the possibilities at your fingertips – dive into engaging gameplay today with the total battle login!
Total Battle
Total Battle offers an immersive gaming experience that combines strategic warfare with resource management, making it a go-to choice for gamers looking for depth and excitement. The focal point of the game revolves around building your empire, forming alliances, and engaging in epic battles. Players can expect to dive into various gameplay modes designed to enhance their strategic skills and test their tactical abilities.
One of the significant advantages of total battle is its comprehensive total battle guide that aids both new and experienced players. This guide provides players with vital information on unit formations, resource allocation, and battle tactics, ensuring that you always stay one step ahead of your opponents. With regular updates and community contributions, this guide evolves alongside the game, maintaining its relevance and usefulness.
When you visit totalbattle, you are welcomed with a user-friendly interface that simplifies the login process, allowing you to jump straight into action. The platform is designed to be intuitive, making it easy for players of all skill levels to navigate and find helpful tools and resources that enhance their gameplay experience.
Join a thriving community of players who engage in strategic discussions, share their experiences, and dominate the battlefield. With Total Battle's dynamic gameplay and community-driven atmosphere, you will not just be a player— you will become part of a unified force aimed at conquering new territories and achieving glorious victories.
Total Battle Guide
Welcome to your ultimate total battle guide, designed to help you navigate through the exciting world of Total Battle efficiently. Whether you are a newcomer seeking to understand the basics or a seasoned player looking for advanced strategies, this comprehensive guide is here to enhance your gameplay experience.
Understanding Game Mechanics
Total Battle combines elements of strategy, city-building, and warfare. Familiarize yourself with the core mechanics to maximize your success:
Resource Management: Balance your resources like gold, wood, and food to ensure steady growth of your empire.
Unit Types: Learn about the various units available, including infantry, cavalry, and siege equipment, and understand their strengths and weaknesses.
Buildings: Upgrade your city by constructing essential buildings that boost your economic and military might.
Strategic Gameplay Tips
To gain an edge over your opponents, implement these tips into your strategy:
Scout Before Attacking: Always scout enemy positions to make informed decisions before launching an attack.
Join an Alliance: Collaborating with other players provides support and enhances your strategic options.
Daily Login Rewards: Make sure to log in daily to claim valuable rewards that will assist you in your quest.
Explore Tactical Features
The game offers various tactical features to gain dominance over your rivals. Mastering these can lead to significant advantages:
Hero Development: Develop your heroes by equipping them with powerful gear and leveling them up for enhanced abilities.
Battle Tactics: Experiment with different formations and tactics to find the best approach during battles.
Event Participation: Engage in special events that often yield unique rewards and opportunities for bonuses.
Utilizing this total battle guide will empower you as you embark on your journey in Total Battle. For further assistance or in-depth lore, don’t forget to check out TotalBattleLogin.com. Start your adventure today and conquer your foes with confidence!
Totalbattle
Discover the captivating world of Totalbattle, where strategy and action collide! Immerse yourself in the exhilarating gameplay designed to challenge even the most seasoned gamers. From building your powerful empire to forging alliances with other players, the Total Battle experience is ever-evolving and engaging.
The game seamlessly blends elements of classic strategy with modern features, ensuring that every session is unique. Whether you are a newbie or a veteran, the Total Battle guide is your essential tool for mastering gameplay tactics and optimizing your journey.
Accessing the game through the Total Battle login portal opens doors to exclusive events, rewards, and updates that keep the excitement alive. Enhance your gameplay experience by diving into rich lore and strategic warfare mechanics that Total Battle has to offer.
Join a vibrant community of players who share tips, strategies, and camaraderie in their quest for dominance. Don’t miss out on the opportunity to enhance your skills and achieve greatness. Take the first step by visiting Total Battle and preparing yourself for an epic adventure!
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I Know Love Pt.1

Pairing: Lando Norris x Piastri!sister reader
Summery: Lando has always been a friend, her brother’s easygoing, fun-loving teammate. But when a fleeting moment in the garage—a near fall, a steadying touch—sends an undeniable spark through her, she starts to see him in a different light. And she’s not the only one. Oscar notices the shift, and he’s not thrilled.
Standard disclaimer: I do not consent to the posting, translating, or publishing of my work to any 3rd party site, the only place it may found is on tumblr or A03 under the same name. This is all fake. It does not reflect real people, real events or their actual actions or relationships. May contain google translated languages.
A/N: Wow a Lando fic? who am I?

The McLaren garage was a controlled storm of movement—mechanics tightening bolts, engineers huddled over screens, the scent of fuel and rubber thick in the air. It was a world she had always been a part of, but this year, it was different. This year, she wasn’t just Oscar Piastri’s sister. She was an engineer. Fresh out of university, she had spent the last year interning with McLaren while finishing her degree. Now officially part of the team, she was living the dream she had worked for—traveling with one of the most competitive teams on the grid, analyzing data, working with some of the brightest minds in motorsport. And yet, as she stood in the garage, taking in the organized chaos around her, she couldn’t shake the feeling that she was being watched.
She didn’t have to look to know who it was.
Lando Norris.
He was perched on the edge of a workbench, race suit tied around his waist, arms crossed as he half-listened to an engineer briefing him about car setup. But his eyes—those sharp green eyes—kept flickering toward her. He had been doing that a lot lately. She tried to ignore it, just like she had ignored the lingering glances, the subtle teasing that felt just a little too personal, the way he always managed to be near her, even when there was no real reason to be.
Lando had been in her life since Oscar signed with McLaren. She had known him as her brother’s teammate, as the guy who spent way too much time in their apartment, as the one who dragged Oscar into ridiculous online challenges and way too many rounds of golf. But now?
Now she wasn’t just Oscar’s little sister who tagged along to races. She was a part of this team. She was someone Lando wasn’t supposed to flirt with, wasn’t supposed to look at like that.
And yet, here they were.
“Hey, rookie!” She turned at the sound of Oscar’s voice, watching as her brother waved her over from across the garage. She rolled her eyes at the nickname. He was already half-suited up, looking effortlessly in his element, the Piastri name printed proudly across his back. “Can you grab the updated telemetry from the board? We need to go over it before FP2.”
“On it,” she called back, already moving. The responsibility of being part of McLaren, of making real contributions to the car’s performance, was still something she was adjusting to. But she was good at her job. She had worked too hard, spent too many late nights studying aerodynamics, data analysis, and race strategy, to be seen as just Oscar’s sister. She was here because she had earned it. Navigating the crowded garage, she focused on her task—until the moment she didn’t. Her foot caught on a thick cable running across the floor, and before she could react, she was falling. A sharp gasp left her lips, but before she could hit the ground, strong hands grabbed her, pulling her back against a solid chest.
Everything stilled.
A familiar scent of cologne and race fuel filled her senses. A steady grip held her firmly, keeping her upright. She knew exactly who it was before she even turned her head. Lando. His hands lingered on her waist for a moment too long before he finally loosened his grip. “You alright?” he asked, voice lower than usual, his breath warm against her cheek. Her heart was hammering in her chest—not from the fall, but from this. From him. She straightened quickly, trying to ignore the heat crawling up her neck. “Yeah, I just—” she exhaled, forcing a light laugh, “—was testing gravity. Works great, in case you were wondering.”
Lando smirked, the familiar mischief flickering in his expression. “Good to know. Maybe try not to test it in the middle of a race garage next time?” She rolled her eyes, brushing herself off. “I’ll keep that in mind.” But then, his voice dropped slightly, softer, more serious. “Careful, though,” he murmured. “I’m not always around to catch you.” And just like that, the teasing edge was gone, replaced by something heavier, something unspoken.
Her breath hitched slightly, her brain scrambling for a response, but before she could find one, Oscar’s voice cut through the moment. “What the hell was that?” She spun around to see her brother standing a few feet away, arms crossed, brows raised. Lando immediately stepped back, clearing his throat and running a hand through his hair like he hadn’t just been holding her like that. “Nothing,” she said quickly, shooting Oscar a look. “I just tripped.”
Oscar’s gaze flicked between her and Lando, his expression unreadable before he exhaled, shaking his head. “Right. Well, try not to break anything before FP2, yeah?” She gave a mock salute. “No promises.” As Oscar walked away, she turned back to Lando, expecting another smirk, another teasing remark. But he was already looking at her—like he was thinking about something he wasn’t saying. She should have walked away. Should have ignored the way her stomach flipped. Should have reminded herself that this was a bad idea. But instead, for a split second, she let herself wonder.
What if?
The garage was alive with movement—mechanics fine-tuning the car, engineers cross-referencing data, the rhythmic hiss of drills filling the air as tire changes were simulated over and over. It was the kind of organized chaos she had come to love, the pulse of an F1 weekend beating strong around her. And yet, she felt… off. She was supposed to be locked in, completely focused. But ever since yesterday—since him—something had changed. It wasn’t anything obvious. Lando still moved through the garage like he always did—laughing with the team, listening to the engineers break down data, cracking jokes to lighten the mood. To anyone else, nothing was different. But she knew better. It was the way his eyes flickered toward her across the room, how he never seemed to look away fast enough. It was the way his presence felt closer— lingering near her workstation when he never used to before, standing just a little too near whenever she was giving Oscar or the engineers updates. And it was in the way she noticed him more now, too. She wasn’t blind—Lando had always been easy to look at, and plenty of girls did. She had spent years rolling her eyes at every new headline linking him to a model or influencer. It had never mattered before. So why did she care now?
She was deep in concentration, reviewing telemetry for the upcoming session, when Lando’s voice cut through the hum of the garage. "Whatcha looking at?" Before she could answer, he leaned down over her chair to glance at the screen, one hand bracing against the desk beside hers. His arm brushed against her shoulder, his body heat close enough that she could feel it even through the fabric of her team shirt. Her fingers tensed on the keyboard. She glanced at him from the corner of her eye, trying to keep her voice steady. “You suddenly care about telemetry when we aren’t in a debrief?”
Lando smirked. "I care about looking fast. And if you have some secret data to make that happen, I should probably know about it." She rolled her eyes but didn’t push him away. “If you’re looking for extra speed, maybe listen to your engineers instead of flirting with them.” His smirk deepened. “Who said I was flirting?” She turned her head then, her breath catching slightly at how close he was. Their faces were only inches apart, and there was something unreadable in his expression. A flicker of amusement, yes—but also something heavier, something deeper than his usual teasing. For a split second, neither of them moved. Then, just as quickly as he had leaned in, Lando straightened, grabbing a water bottle from the table like nothing had happened. “See you out there, rookie.” And just like that, he was gone, leaving her heart racing in his wake.
In the engineering office during a quiet moment between FP3 and qualifying. She was sitting at her workstation, buried in a complex set of calculations, when she heard it— Her name. Soft. Slow. Amused.
"Hey, you."
She glanced up and, of course, it was him. Leaning against the desk next to hers, looking far too relaxed for someone about to drive a car at 200 miles per hour. And then he did it again. Said her name, except this time, there was something in the way he dragged it out, a teasing lilt at the end that made her stomach flip against her will. She swallowed, trying to keep her voice level. “What do you want, Norris?” His smirk deepened, and she instantly regretted saying his name. “Just checking in,” he said, rocking slightly on the balls of his feet. “You seemed stressed earlier.” She huffed, turning back to her screen. “I’m fine.”
“You sure?” he asked, his voice dipping lower, quieter. She clenched her jaw. Focus. Focus. But then he leaned down, elbows on the desk, close enough that she caught the clean, fresh scent of him—something woodsy and warm that made her thoughts scramble. He tapped a finger against her laptop. “You work too hard.” She forced a scoff. “I think that’s a prerequisite for working in F1.”
“Doesn’t mean you should forget to have a little fun.” She turned to him, arching an eyebrow. “And I suppose you’re offering?” He grinned. “Maybe.” Her pulse spiked. It was dangerous how easy this was for him.
She thought she was done for the night. She thought she’d made it through without anything happening—without slipping up, without letting whatever this was get to her. But then she stepped into the hotel elevator and the doors started to slide shut, only to be stopped by a hand catching them. Lando. Of course. He slipped in, the doors closing behind him, and suddenly it was just the two of them in the small, enclosed space. And there it was again—that feeling, that unshakable sense that something had changed. They stood in silence for a moment as the elevator started its slow climb. Then Lando spoke, his voice quieter now, almost contemplative. “You’re avoiding me.” She inhaled sharply, keeping her eyes locked on the floor numbers slowly lighting up. “I have not been avoiding you.” Lando scoffed, leaning against the wall, arms crossed. “Oh, really?”
“You’re just in my space more,” she shot back. His lips quirked, but his eyes were serious. “Maybe.” Silence stretched between them. She could feel the weight of it pressing against her chest, thick and heavy. Then, he leaned in slightly. Not close enough to touch, but close enough that his voice was meant just for her. “You know I see you watching me, too, right?” She inhaled sharply. Heat crept up her neck, and she cursed her own reaction. “Don’t flatter yourself.” Lando let out a low chuckle, shaking his head and stepping into her space. “I think you like me.” Her jaw clenched. “You’re an idiot.”
“Not denying it, though.” She glared at him, her heart hammering against her ribs. But before she could snap back, the elevator dinged, she instinctively stepped away from him and the doors slid open to reveal Oscar standing on the other side. His eyes flicked between them, sharp and questioning. Lando didn’t move for a moment, as if debating whether to push just a little further, but then he stepped back further with a knowing smirk. “See you tomorrow, then,” he murmured before walking past Oscar with an easy nod, disappearing down the hall. She exhaled, realizing just how tightly wound her body had been. Oscar, still holding the door open, gave her a look. She rolled her eyes. “Oh, shut up.” He didn’t say anything, but she felt his judgment.
#starset writes#f1 fanfic#formula 1 fanfic#lando norris x you#lando norris x reader#lando norris x piastri!sister#oscar piastri x sister!reader#f1 x you#f1 x reader
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"Harm reduction for diy hrt" WHAT HARM ??? SHOW ME THE HARM !!!
Years of paying attention and talking w ppl, not ONE "so&so happened to my buddy's metamour's friend" report of a major incident let alone a credible even 2nd or 3rd hand case study.
Actualized negative events associated with DIY hrt i DO have credible reports of: 1) swollen/itchy/painful injection sites in people reusing needles, not sterilizing vial tops, using poor injection technique 2) mild to moderate allergic reactions to carrier oils 3) using an ineffective dose with minor to moderate mood disturbances, flares of some autoimmune conditions, fatigue/weakness/brain fog/pain in people already susceptible to chronic pain, that subside with dosing/cycle adjustments
NONE OF THESE ISSUES are UNIQUE to the DIY element. In the cases of 2 and 3, there are significant pros to DIY bc it is easier/cheaper to access a preparation without an allergen when you are your own compounding pharmacy, and dosage changes can be made without permission/folks aren't stuck on shitty doses that could possibly create more significant health problems down the line for extended periods while waiting for prescriber approval to change.
Injection protocol education for IV NEEDLE DRUG USERS is harm reduction because there is HARM associated with the socio-medical conditions created by the war on drugs to ACTIVELY BLOCK access to safer use knowledge and tools. There is REAL HARM in the REAL WORLD that is REDUCED by addressing politically-introduced risk vectors in a specific class of autonomous medicine use.
Harm reduction is a specific term for a specific socio-medical concept regarding activities that, while involving inherent risk (as most aspects of Being Alive do!), occupy a position of ARTIFICIALLY INFLATED RISK due to criminalization, policing, and specific means of knolwege gatekeeping and/or disruption of transmission. As a term it has a specific history and purpose, to assert that the same risk mitigation and best-possible/acceptable/desirable care options should be available to all people regardless of their participation in stigmatized or illicit activities.
Discussion of risk and protocols associated with any form of medicine is vital to building robust, effective, desirable, and sustainable common-knowledge medical strategies; but to be effective at that these discussions have to be as accurate to the data points they describe as possible. Referring to risk mitigation strategies that do not address ACTUALIZED CONDITIONS RESULTING IN HARM as "Harm reduction" is inaccurate and occludes reality. One reason this is bad, among many, is that the fact that widespread negative events unique to the DIY element of DIY HRT are not CURRENTLY actually happening could potentially be an important datapoint in problem solving if it DOES happen in the future. If in three weeks some kid or collective somewhere starts DIYing and getting really sick, it is important for those people to know that THAT IS WEIRD!!!!!! and deserves a lot of detailed exploration of what went wrong, & not just assume that they just got unlucky/didn't Reduce Harm good enough.
Just say "these are what i think are best practices based on xyz evidence," and leave it at that. If for some reason you're uncomfortable saying THAT, it's probably a sign you don't know enough about what you're talking about and need to interrogate your epistemology more before opening your mouth to tell other people what to do.
That is all.
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Red to Blue | [A.H]
Pairing: F1 driver!Hotch x fem!reader | WC: 0.7k | CW: Sweat?
A/N: I’ll give you this in celebration of me finishing the Lego F1 cars I bought 🤭
The paddock buzzed with anticipation as the 2025 Formula 1 season was about to kick off under the bright Australian sun at the Albert Park Circuit in Melbourne.
The air was filled with the familiar scent of high-octane fuel and burnt rubber.
Amidst the grandeur of top teams like Ferrari and Red Bull, a renewed energy emanated from the Williams garage—a team historically rich in legacy, now attempting to reclaim its stature.
At the helm stood Aaron Hotchner, he was the newly appointed team principal of Williams. Years had passed since his celebrated tenure as a driver for Ferrari, where he had clinched multiple wins and a few world championships before an unexpected mid-season retirement.
His departure had been shrouded in speculation, but those close to him knew he sought a life beyond the circuits, a life with you.
Williams had approached him several times during his retirement, trying to reel him in, but only as you'd gotten a great job opportunity in the UK, had he agreed.
Now, with the same determination that had defined his driving career, Hotch was poised to steer Williams back to its former glory.
Beside him, you observed the meticulous dance of engineers and mechanics moving around the garage, their movements were a testament to the countless hours of preparation that the first race had foregone.
The team’s driver lineup had undergone a significant transformation: Carlos Sainz, formerly of Ferrari, brought a wealth of experience and a burning desire to prove himself even further.
It was an irony not lost on anyone—Carlos had been the one to take Hotch’s vacant Ferrari seat years ago. And Hotch had been the first to grab him for the team once made available.
Now, under Hotch’s leadership, their paths intertwined in an entirely different dynamic.
Alongside Carlos was Alex, whose resilience and adaptability had ensured him to continue in his seat at Williams. This pairing, although unusual, was a blend of seasoned expertise and tenacious spirit.
It had already begun to show promise in the early stages of the season.
As the cars lined up on the grid, the atmosphere was electric. The front row was dominated by the usual powerhouses, but Carlos had secured a P5 in qualifying, with Albon close behind in P7.
Hotch's gaze was fixed on the monitors, analyzing real-time data, his mind orchestrating potential strategies. His headset only covered one ear, as he stayed aware of his surroundings with the other.
"Nervous?" you teased, nudging him gently.
He offered a rare smile, the corners of his eyes crinkling. "Always. But it's a good kind of nervous."
The formation lap commenced, engines roaring to life. Hotch’s voice, calm and authoritative, crackled over the team radio. "Stay focused. Remember our strategy. Trust the car, and trust yourselves."
As the lights went out, the race erupted into a blur of speed and tactical maneuvers. Carlos made an aggressive start, skillfully navigating through the pack to challenge for a podium position. Albon, displaying his characteristic finesse, defended his position while seeking opportunities to advance.
Hotch’s leadership was noticeable. He seamlessly coordinated with his engineers, making split-second decisions on tire strategies and pit stops. His transition from driver to team principal had endowed him with a unique perspective; he understood the car’s language and the driver’s psyche, allowing him to bridge the gap between the cockpit and the pit wall.
Mid-race, a sudden safety car deployment and added an element of unpredictability. Hotch’s experience shone through as he swiftly called for a double-stack pit stop, a bold decision that catapulted Carlos into P3. The Williams garage erupted in cautious optimism, the possibility of a podium finish within reach for the first time in years.
As the checkered flag loomed, Carlos defended his position against Lando, crossing the line to secure third place. Albon finished strong in P6, earning valuable points for the team. The Williams garage was a whirlwind of elation, the podium finish a testament to their collective effort and Hotch’s strategic insight.
Before entering the cooldown room, Carlos approached Hotch, his race suit drenched in sweat but his face alight with triumph. "Couldn’t have done it without your call."
Hotch clasped his shoulder, pride evident in his eyes. "It was all you out there. This is just the beginning."
As the national anthem played and the podium celebrations commenced, you stood amidst the team, Hotch's arm wrapped around your frame, pulling you close to him, your heart swelling with pride.
Hotch’s journey had come full circle—from a champion driver to a visionary leader, reigniting the spirit of a storied team. And through it all, you had been by his side, sharing in the highs, the lows, and now, the resurgence of a legacy.
#f1 driver!hotch#formula 1 x criminal minds#aaron hotchner#criminal minds#aaron hotchner x reader#hotch#hotch thoughts#criminal minds x reader#hotch x you#aaron hotchner x y/n#aaron hotchner x you#aaron hotchner x female reader#aaron hotchner fanfiction#aaron hotchner fic#aaron hotchner fanfic#ssa aaron hotchner#aaron hotchner imagine#aaron hotch hotchner#aaron hotchner one shot#aaron hotch fanfiction#aaron hotch x reader#aaron hotch imagine#thomas gibson#criminal minds fic#criminal minds fandom#criminal minds fanfiction#criminal minds one shot#criminal minds fanfic#criminal minds fluff#f1 fic
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I saw this video with Steve Ballmer asking a job interview question where he's thinking of a number between 1 and 100 and if you get it on the first guess he gives you $5, otherwise he says "high" or "low" and if you get it on the second guess he gives you $4, then $3, $2, $1, zero, and if you get it on the seventh guess you owe him a dollar; the question is: should you play the game? (assuming you are profit maximising entity and not someone who just wants to spend more time in the company of Steve Ballmer).
now the obvious answer is that you're going to do a binary search where you say 50, then either 25 or 75, etc. etc. because that's the fastest way to narrow down an unknown number in a range.
however, there are numbers that take 7 guesses to reach if you're doing binary search over a range of 100 elements, so if he's playing adversarially -- and this is Steve Ballmer, you know he is -- then you're guaranteed to be out a dollar and should not play the game.
I was wondering, since you know he's going to pick one of the numbers that takes 7 guesses if you do a typical binary search, is there some way you can take advantage of that insight to get it in fewer guesses? but I don't think there is: there are 37 such numbers and they are evenly spread across the full range from 1..100, so in order to narrow it down you would have to-- do a binary search, which brings you back to the original problem.
(whether a number takes six guesses or seven guesses also depends on added wrinkle of whether you try the lower number first or the higher number when you've narrowed it down to an adjacent pair of numbers, like 3..4; you don't know which strategy he's using, but even if you pick the other strategy you can at best break even).
we can do an expected value calculation:
1/100 chance of earning $5 2/100 chance of earning $4 4/100 chance of earning $3 8/100 chance of earning $2 16/100 chance of earning $1 32/100 chance of earning nothing 37/100 chance of losing a dollar
add all those up and I think we would expect to earn $20 every 100 games, but only if he's picking numbers randomly, which we know he isn't; actually an interesting example of how strategies that work well on random data might fail when facing a hostile adversary.
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hey, so i have a carlos x desi!reader idea:
where she's his race engineer and they both have a crush on each other but don't know how to confess. After Carlos wins the Mexican GP, instead of celebrating it, he stays back at the paddock to spend time with her and asks her about what plans she has for the three week break they're getting. She tells him she's going to India because of Diwali (since diwali began after mexican gp this year) and asks him if he wants to join. He agrees thinking it's a perfect opportunity to confess to her and later after two days, they leave to go to India. On the day of Diwali, when he sees her wearing traditionals (a lehenga) for the first time, he's awestruck and they confess to each other and kiss under the fireworks.
bonus: her family members are secretly watching all this happy for her and later on reveal to carlos about how much she used to talk about him all the time
greatest victory *ੈ♡⸝⸝🪐༘⋆
♡ cs x desi!reader ༝༚༝༚
♡ fluff ༝༚༝༚
masterlist ☾☼
carlos sainz stepped out of his ferrari after a thrilling win at the mexican grand prix, the roar of the crowd still in his ears. he waved to the fans and celebrated with the team, but his mind was not on champagne showers or the podium photos. instead, it lingered on his race engineer—you.
you had been his steady guide through every lap, every corner, and every pit stop. your voice over the radio was his anchor, but of late, it had become much more. the teasing banter during strategy meetings, the way your eyes lit up when discussing race data—carlos couldn't help but notice.
after the celebrations slowed down, carlos lingered in the paddock. the rest of the team had headed to the hospitality suite, but he stayed behind, his heart pounding as he approached you. you were sitting at the engineering station, watching the data displays intently, the glow of the screen highlighting your face.
"hey," he said, resting softly against the desk.
you looked up, surprised and smiling. "hey. what are you doing here? you should be celebrating your victory."
he shrugged his shoulders, grinning boyishly. "i wanted to speak to you first."
your face grew warm. "what for?"
"the three-week break," he said, feigning carelessness, his heart racing at the same time. "you have any plans?"
you paused for a moment, then confessed, "i'm going to india for diwali. it's a big festival, and my family's really excited to celebrate together this year."
carlos's eyes lit up. "diwali? the festival with all the lights and fireworks, right? i remember you telling me about it,"
you nodded, a quiet smile on your lips. "that's the one. want to join?" it was a joke, but carlos's swift reply took you by surprise.
"i'd love to," he said, his voice sincere. "if that's alright with you and your family."
your heart skipped a beat. "of course. they'd love to meet you."
two days later, you and carlos boarded a flight to india. he was excited and slightly nervous; he did not know the customs yet was very eager to experience everything with you. the long journey gave both of you time to discuss family, your childhood, and the things you enjoy doing during diwali. carlos listened with wide eyes, his admiration for you growing with each new story you shared.
diwali day finally arrived, and your house was buzzing with activity. the house was decorated with oil lamps, colorful rangoli designs, and the mouthwatering aroma of festive treats filled the air. carlos had been an enthusiastic participant since he arrived, helping your family decorate the house and even learning how to make a simple rangoli under your guidance. despite being out of his element, he approached everything with curiosity and an infectious enthusiasm that quickly endeared him to everyone.
and, if your family teased you about him, he didn't have to know that. he only had to stand on ladders and hang the lights.
on the day of diwali, when it was time for the pooja, you stepped out of your room in a bright lehenga, and you watched as carlos froze. the intricate embroidery shimmered under the lights, but it was the way you carried yourself that left him breathless.
you knew how to read him. you had been doing for years. but watching him lose his breath as his eyes fixated on you made your cheeks warm.
"wow," he whispered softly, his gaze unwavering.
you blushed under his intense gaze. "do i look okay?"
he took a step closer. his dark eyes met yours. "you are beautiful. truly stunning."
the first round of fireworks lit up the sky outside and reflected into the room in vivid patterns. carlos reached out to take your hand, his fingers slightly quivering. "there is something i need to tell you," he said softly, in a low tone.
your breath caught. "what is it?"
"i like you," he said, his words tumbling out with raw honesty. "not just as my race engineer or my friend, but as someone i want to be with."
a radiant smile spread across your face. "carlos, what about lando then? he'd be so jealous,"
he stared at you dumbfounded for a second before bursting out, laughing. you heart skipped a beat at the sound.
squeezing his hand, you whispered, "i like you too. i've been dying to tell you this for a long time."
before you could say anything more, the sound of fireworks outside drew your attention. as the sky exploded in brilliant colors, carlos leaned in, his lips brushing against yours softly yet fiercely. the cheers of your family from the doorway broke the spell as you pulled apart, laughing. they were clapping and cheering, some holding sparklers as they teased the two of you mercilessly.
later in the celebrations, your mother beckoned carlos. "you know, she speaks about you day in and day out. in each call, during each visit, she speaks about only one person. carlos said this; carlos did that. we are waiting for such a moment. for a very long time we have been."
carlos smiled so wide, so broad that the happiness seemed to fill his chest. "i will take care of her well," he vowed seriously.
your father, listening in, reached out and smacked him on the shoulder. "we know you will, son. welcome to the family."
as the night progressed, the house was filled with laughter and celebration. you and carlos slipped outside onto the patio, watching as the neighborhood erupted into a sea of flickering diyas and crackling sparklers. he took your hand, weaving his fingers into yours.
"thank you," he said softly, his voice filled with emotion. "for sharing this with me. for letting me be a part of your world."
You smiled, leaning your head against his shoulder. "you’re not just a part of it, carlos. you are my world."
in that moment, surrounded by the glow of diwali lights and the warmth of your family, carlos felt like the luckiest man alive. the festive cheer, the love in your eyes, and the promise of a future together made him realize this was the greatest victory of his life.
˚‧。⋆🌻⋆。‧˚
my first carlos fic! lemme know what you think of it! this is my prompt list, so y'all can select a number, give me a driver and i will write it as soon as possible! i also have a google form for a taglist if anyone's interested! you can sent in your requests here :)
taglist: @imlonelydontsendhelp ; @greantii ; @anamiad00msday ; @maketheshadowsfearyou ; @nocturnalherb16 ; @justaf1girl ; @peterholland04 ; @phobiccneel ; @winkev1 ; @alexxavicry
#f1#formula 1#formula one#f1 imagine#carlos sainz#carlos sainz jr#carlos sainz x reader#carlos sainz imagine#carlos sainz x you#carlos sainz 55#carlos x you#carlos x reader#carlos x yn#cs55
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been examining the decluttering and interior design internet cuz I suck at organization and I did not know how many humans were just going "PAPER RECEIPTS?! JUST USE YOUR PHONE!" i'm sorry declutterfluencers. i've decided I don't fuck with you. "use your phone" is not an organizational strategy. it's a data subletting strategy and we are not renting ongoing server time because your aesthetic demands labeled clear HDPE bins that receipts don't look as nice in. ohkay. You've not solved an organizing problem. you have walled solving the problem completely off to an outsourced service because any actual onsite solution was deemed too unfashionable. by sad beige HDPE bin millennials with apartments that smell like offgassing dollar tree plastic and overheated labelmaker. You're not sharing a keen mind for your task with the world you're just really aggressively re-enforcing that people can't know we weren't extruded in stackable convertable modular sets matched by colorway and frankly its kind of not giving attractive design? It's kinda giving backroom at the watchmakers but for every task you've decided can still live with you in your house of bins that safely communicates to other hdpe bin millennials that yes your culture is also ikea so the polycule could match if you saddled up for the rent cuff and they agreed to the square foot cube covered fabric bin mounting rails in use for storage of personal items. your shit looks like the airport in the fifth element and it's affecting your quality of life ohkay. ask someone to slap you.
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The New Yorker :: @NewYorker [An advance look at Barry Blitt’s “Left to Their Own Devices,” the cover for next week’s issue.]
* * * *
LETTERS FROM AN AMERICAN
March 28, 2025
Heather Cox Richardson
Mar 29, 2025
“Another wipeout walloped Wall Street Friday,” Stan Choe of the Associated Press wrote today. The S&P 500 had one of its worst days in two years, dropping 2%. The Dow Jones Industrial Average fell 715 points, losing 1.7% of its value. The Nasdaq Composite fell 2.7%. On Tuesday, news dropped that the administration’s blanket firings and wildly shifting tariff policies have dropped consumer confidence to a low it has not hit since January 2021. Today’s stock market tumble started after the Commerce Department released data showing that consumer prices are rising faster than economists expected.
AIG chief international economist James Knightley said: “We are moving in the wrong direction and the concern is that tariffs threaten higher prices, which means the inflation prints are going to remain hot.” Business leaders like lower interest rates, which reduce borrowing costs and make it cheaper to finance business initiatives, but with rising inflation, the Federal Reserve will be less likely to cut interest rates.
Makena Kelly of Wired reported today that billionaire Elon Musk’s “Department of Government Efficiency” (DOGE) is planning to move the computer system of the Social Security Administration (SSA) off the old programming language it uses, COBOL, to a new system. In 2017, the SSA estimated that such a migration would take about five years. DOGE is planning for the migration to take just a few months, using artificial intelligence to complete the change.
Experts have expressed concern. Dan Hon, who runs a technology strategy company that helps the government modernize its services, told Kelly: “If you weren’t worried about a whole bunch of people not getting benefits or getting the wrong benefits, or getting the wrong entitlements, or having to wait ages, then sure go ahead.” More than 65 million Americans currently receive Social Security benefits. Today Representative Don Beyer (D-VA) recorded himself calling the SSA and being told by a recording that the wait times were more than two hours and that he should call back. And then the system hung up on him.
Musk told the Fox News Channel today that he plans to step down from DOGE in May, apparently at the end of the 130-day cap for the “special government employee” designation that enables him to avoid financial disclosures. In February, White House staffers suggested Musk would stay despite the limit.
Today the State Department told Congress it is shutting down the U.S. Agency for International Development (USAID) altogether by July 1. Whatever agency functions the administration approves will move into the State Department. Founded by President John F. Kennedy and enjoying bipartisan support, USAID administers programs for global health, disaster relief, long-term economic development, education, environmental protection, and democracy. It is widely perceived to be a key element of U.S. “soft power.”
USAID was created by Congress, and its funds are appropriated by Congress. Congress and the courts have established that the executive branch—the branch of government overseen by the president—cannot kill an agency Congress has created and cannot withhold appropriations Congress has made. The authors of Project 2025 want to challenge that principle and consolidate government power in the hands of the president. It appears they have chosen USAID as the test case.
As Secretary of Health and Human Services Robert F. Kennedy Jr. shatters science and health agencies, the nation’s top vaccine regulator, Dr. Peter Marks, submitted his resignation today after being given the choice to resign or be fired. Dan Diamond of the Washington Post noted that Marks has been at the Food and Drug Administration since 2012 and has been at the head of the Center for Biologics Evaluation and Research since 2016.
In his resignation letter, Diamond says, Marks expressed his deep concern over the ongoing measles outbreak in the Southwest—now more than 450 cases—and warned that the outbreak “reminds us of what happens when confidence in well-established science underlying public health and well-being is undermined.” Marks said that although he was willing to work with Kennedy on his plan to review vaccine safety, “it has become clear that truth and transparency are not desired by the Secretary, but rather he wishes subservient confirmation of his misinformation and lies.”
On Tuesday, news broke that Kennedy has tapped anti-vaccine activist David Geier to lead a study looking to link autism to vaccines, although that alleged link has been heavily studied and thoroughly debunked. Infectious disease journalist Helen Branswell notes that Geier does not have a medical degree and was disciplined in Maryland for practicing medicine without a license.
British investigative journalist Brian Deer, who has written about the hoax that vaccines cause autism, told Branswell: “If you want an independent source,… [you] wouldn’t go to somebody with no qualifications and a long track record of impropriety and incompetence.” But, he said, “[i]f you wanted to get in anybody off the street who would come up with the result that Kennedy would like to see, this would be your man.”
Tara Copp of the Associated Press reported today that Secretary of Defense Pete Hegseth has done some targeted staffing, too. His younger brother Phil Hegseth is traveling to the Indo-Pacific with the secretary in his role at the Pentagon as a liaison and senior advisor to the Department of Homeland Security. Hegseth also employed his brother when he ran the nonprofit Concerned Veterans for America, where the younger Hegseth’s salary was $108,000 for his media work. Copp notes that a 1967 law “prohibits government officials from hiring, promoting or recommending relatives to any civilian position over which they exercise control.”
Hegseth and his colleagues are still in the hot seat for uploading the military’s attack plans against the Houthis in Yemen to Signal, an unsecure commercially available messaging app. Yesterday, Nancy A. Youssef, Alexander Ward, and Michael R. Gordon of the Wall Street Journal reported that National Security Advisor Mike Waltz identified a Houthi missile expert whose identity Israel had provided from a human source in Yemen, angering Israeli officials.
Americans, especially those with ties to the military, aren’t happy either. Military, the leading news website for service members, veterans, and their families, titled a story about the scandal “‘Different spanks for different ranks’: Hegseth’s Signal scandal would put regular troops in the brig.” Helene Cooper and Eric Schmitt of the New York Times reported that the story had “angered and bewildered” fighter pilots, who say “they can no longer be certain that the Pentagon is focused on their safety when they strap into cockpits.”
At a raucous town hall held today by Republican representative Victoria Spartz (R-IN), the crowd booed Spartz loudly when she said she would not call for the resignations of Waltz, Hegseth, and the rest of the people on the group chat.
All the mayhem created by the administration has created enough backlash that the White House appears concerned about upcoming special elections on April 1. One is for the seat in Florida’s District 6 that Waltz vacated when he became national security advisor. In 2024, Trump won that district by 30 points, and Republicans considered their candidate, state senator Randy Fine, whom Trump has strongly endorsed, to be such a shoo-in that he barely campaigned. His website features pictures of him with Trump but has only bullet points to explain his stand on issues.
Democrat Josh Weil, a middle-school math teacher who has outraised Fine by almost 10 to one, is polling within the margin of error for a victory in a contest where even a 10- to 15-point loss would show a dramatic collapse in Republican support. Weil has tied Fine to Musk’s unpopular DOGE and to the president, as well as to cuts to Social Security and Medicaid.
Trump is now personally campaigning for Fine and for the Republican candidate to fill the seat vacated by former representative Matt Gaetz in Florida District 1. There, Democratic candidate Gay Valimont is running against Republican Jimmy Patronis in a district that elected Trump with about 68% of the vote. Like Fine, Patronis is strongly backed by Trump and wants more cuts to the federal government; Gay is a former state leader for Moms Demand Action and focuses on healthcare and veterans’ services. She has criticized DOGE’s cuts to VA hospitals. Like Weil, she has significantly outraised her opponent.
Republicans are concerned enough about holding the seats that billionaire Elon Musk, who poured more than $291 million into the 2024 election to help Republicans, has begun to contribute to Republicans in Florida. On Tuesday he spent more than $10,000 apiece for texting services for the Florida candidates.
Musk has contributed far more than that—more than $20 million—to the April 1 election for a ten-year seat on the Wisconsin Supreme Court. Trump loyalist Brad Schimel is running against circuit court judge Susan Crawford in a contest that has national significance. Wisconsin is evenly split between the parties, but when Republicans control the legislature and the supreme court, they suppress voting and heavily gerrymander the state in their favor. When liberals hold the majority on the court, they ease election rules and uphold fair maps. Currently, the state gerrymander gives Republicans 75% of the state’s seats in the U.S. House of Representatives although voting in 2024 was virtually dead even. The makeup of the court could well determine the congressional districts of Wisconsin through 2041, through the redistricting that will take place after the 2030 census.
Musk has told voters that if Crawford wins, “then the Democrats will attempt to redraw the districts and cause Wisconsin to lose two Republican seats.” Not only has Musk said he is going to Wisconsin to speak before the election, but also he is handing out checks to voters who sign a petition against “activist judges,” a suggestion that it would not be fair to unskew the Republican gerrymander. Last night, Musk advertised a contest that would award two voters a million dollars each, with the condition that the winners had to have already voted.
This morning, Wisconsin Democrats issued a press release noting that Musk had “committed a blatant felony,” directly violating the Wisconsin law that prohibits offering anyone anything worth more than $1 to get them to “vote or refrain from voting.” Wisconsin Democratic Party chair Ben Wikler said that if Schimel “does not immediately call on Musk to end this criminal activity, we can only assume he is complicit.”
Musk deleted the tweet and then, eliminating the language that said people had to have voted, posted that he would give the checks to spokespeople for his petition. Wisconsin Attorney General Josh Kaul sued to stop Musk “from any further promotion of the million-dollar gifts” and “from making any payments to Wisconsin electors to vote.” “The Wisconsin Department of Justice is committed to ensuring that elections in Wisconsin are safe, secure, free, and fair,” Kaul said in a statement. “We are aware of the offer recently posted by Elon Musk to award a million dollars to two people at an event in Wisconsin this weekend. Based on our understanding of applicable Wisconsin law, we intend to take legal action today to seek a court order to stop this from happening.”
MeidasTouch reposted Musk’s offer to “personally hand over two checks for a million dollars each in appreciation for you taking the time to vote” and noted: “No matter what side of the aisle you are on, you should be appalled that a billionaire thinks he has the right to buy elections like this.” Former chair of the Ohio Democratic Party David Pepper posted: “Have some pride, America. We are so much better than this guy thinks we are.”
LETTERS FROM AN AMERICAN
HEATHER COX RICHARDSON
#NewYorkerCovers#wipeout on wall street#stock market#Heather Cox Richardson#Letters From An American#Mediastouch#Musk#the big money grab#bankrupting america#AIG#state department
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Thu 17 Apr 2025
The new US plastic regulations outline a comprehensive strategy to address pollution from production to disposal.
The United States has introduced its first comprehensive plastic regulations, as Americans contribute to the global average of 1.6 pounds of plastic waste per person daily. The Biden administration’s plan, released in July 2024, represents the most ambitious US plastic regulations yet, covering everything from production to disposal and environmental cleanup.
This new strategy arrives as 175 nations work to create a binding international treaty on plastic pollution by the end of 2024. The U.S., as the world’s largest economy, holds significant influence over global plastic policies through its domestic regulations.
The new US plastic regulations arrive at a critical time, as recent studies show plastic pollution has reached unprecedented levels in American waterways. The Environmental Protection Agency estimates that plastic debris makes up more than 80% of all marine litter found in U.S. coastal waters, with an estimated 8 million metric tons entering oceans annually.
A key element of the new US plastic regulations is developing a national standard for measuring microplastics – tiny pieces of plastic found in drinking water, air, and food. Currently, scientists lack consistent measurement methods, making studying their effects on human health difficult.
California began addressing this challenge in 2023 by creating a program to measure microplastics in drinking water. The federal government now plans to expand this approach nationwide, enabling scientists to collect standardized data for setting safety limits.
#usa#plastic#plastic pollution#plastic regulations#microplastics#good news#environmentalism#science#environment#water pollution#clean drinking water#california
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SEO for YouTube: How to Optimize Your Videos for Search
Meet Paul. Paul is a budding YouTuber with a passion for tech reviews and tutorials. He’s been creating content for a while, but his channel isn’t growing as quickly as he’d hoped. Paul’s videos are high-quality, informative, and engaging, yet they’re not reaching a wide audience. The key problem? His videos are not optimized for YouTube’s search algorithm. This is where SEO, or Search Engine Optimization, comes into play.
Understanding YouTube SEO
SEO for YouTube involves optimizing your videos so they rank higher in search results. Higher ranking videos get more views, which can lead to more subscribers and overall channel growth. Here’s how Paul can optimize his videos for YouTube search:
Keyword Research
Paul’s first step is to find the right keywords. Keywords are the terms and phrases that users type into the search bar when looking for videos. Paul uses tools like Google Trends, TubeBuddy, and VidIQ to identify popular keywords related to his content. For instance, if Paul’s video is about the latest iPhone review, he might discover that “iPhone 14 review,” “iPhone 14 unboxing,” and “iPhone 14 vs Samsung Galaxy S22” are popular search terms.
Optimizing Video Titles
Once Paul has his keywords, he needs to incorporate them into his video titles. A good title is clear, concise, and includes the main keyword. For example, instead of titling his video “My Thoughts on the New iPhone,” Paul titles it “iPhone 14 Review: In-Depth Look at Apple’s Latest Smartphone.” This title is more likely to match what users are searching for.
Creating Engaging Thumbnails
Thumbnails are the first thing viewers see. An eye-catching thumbnail can significantly increase click-through rates. Paul creates custom thumbnails that are visually appealing and relevant to the video content. He includes the video title or key phrases in the thumbnail to attract viewers’ attention.
Writing Detailed Descriptions
The video description is another crucial SEO element. Paul writes detailed descriptions for his videos, incorporating his main keyword and related terms naturally. He includes a brief summary of the video, timestamps for different sections, and links to his social media, website, and other relevant videos. This not only helps with SEO but also provides a better viewer experience.
Using Tags Effectively
Tags help YouTube understand the content of a video. Paul uses a mix of broad and specific tags, including his main keyword and variations of it. For his iPhone review video, he might use tags like “iPhone 14,” “iPhone review,” “Apple smartphone review,” and “tech reviews 2023.”
Engaging with Viewers
Engagement metrics like likes, comments, and watch time also influence search rankings. Paul makes an effort to engage with his audience by asking questions in his videos, responding to comments, and encouraging viewers to like and share his videos. The more engagement his videos get, the higher they are likely to rank.
Promoting Videos on Social Media
Paul doesn’t rely solely on YouTube’s search algorithm to drive traffic. He promotes his videos on social media platforms like Twitter, Facebook, and Instagram. By sharing his videos with a broader audience, he increases the chances of getting more views and engagement.
Analyzing and Adjusting
Finally, Paul regularly reviews his analytics to understand what’s working and what’s not. He looks at metrics like watch time, click-through rates, and viewer retention. Based on this data, Paul adjusts his SEO strategy and content approach to continually improve his channel’s performance.
Conclusion
Through consistent effort and strategic optimization, Paul starts to see his videos rank higher in YouTube search results. His channel grows steadily, attracting more viewers and subscribers. By following these SEO practices, Paul not only improves his search rankings but also enhances the overall quality and reach of his content.
For any YouTuber looking to grow their channel, understanding and implementing YouTube SEO is crucial. Just like Paul, you too can optimize your videos and achieve greater success on the platform.
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my thoughts after the statements provided by mclaren, lando, and oscar about team orders (azerbaijan gp media day)
folks, it's happening.
everyone and their mother is losing their freaking head over the confirmation we've been waiting to hear for weeks: oscar has been asked by mclaren to help lando's wdc chances.
couple of things, in no particular order:
1. the key word is asked. for weeks oscar has been adamant in his interviews about the fact that the team hadn't asked him to help lando. take monza as an example where he was basically told the complete opposite. am i glad they asked? not really. did i know they would? of course.
2. where did the hesitancy come from, you may ask, why did they wait so long? there's a few possible reasons, all of them purely speculative. i for one believe they needed more data to move on with the plan. it wouldn't make much sense to go all the way with the lando wdc agenda if they were unsure about the ratio between lando's performance, the car's performance, annnnnd red bull's shitshow. monza confirmed all three (i would argue we've known for a little longer than that, but i am no strategist). max's performance going down consistently was most likely the final push they needed to make the call.
3. what does this mean for oscar? we'll know for sure on sunday, i think, but i'm pretty positive we'll see same old osc trying to score as many points as possible (think wcc). he will not slow down or make any significant changes to how he approaches the race. there's an a-z list of scenarios at play here, but things will most likely boil down to him helping lando out mid race (think pit order, covering, helping him find cleaner air) and in the last few laps, if he finds himself in a better position, he'll most likely slow down and let lando pass. i don't think this is necessarily a situation that will be recurrent for the rest of the season, realistically. oscar's only ever been in front of lando a handful of times.
4. what does lando say? what you'd expect from an experienced driver like him. he understands that oscar has a right to race him, and he doesn't want him to simply roll over and let him pass every race. plans seem to have been discussed, so in good theory things should work out. as lando said, people on the outside think it's as easy as just telling oscar to help him and bam, wdc achieved. a lot of things are going to play a part here, and even with oscar's help lando's wdc is still a stretch (think race strat mistakes they've made in the past, risky corners, and ferrari's rising performance with charles in 3rd place in the standings.)
5. why are team orders so controversial? they've been around forever. i think most of us just like to romanticize the situation because we like both drivers so much, and thus we want them to succeed equally. that's just not possible in this sport. both drivers know this, and we as fans have to make peace with it.
6. sigh. mclaren, mclaren, mclaren. i've been guilty of cursing them many, many times, but to offer some perspective: i think newer fans might not realize that there are three elements in F1 that guarantee a team's success. There's having a good driver lineup, a competitive car, and an effective team strategy. most teams have been trying to get all three for decades. some have the strat and the car, but not the drivers. some have the drivers and the strat, but not the car. mclaren very recently checked off the car box, and the lineup box, and they've been struggling with the last one. they've only been in this position for months, and they've had a lot of movement within the team. hopefully they figure it out for the upcoming season.
anyways, enough rambling. let's hope for the best, y'all 🧡
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2024 Monaco Grand Prix Analysis
At the beginning of this season Charles said that his was a dream that writes itself in red, well this weekend that dream wrote itself in red and white on the streets of Monaco.
In these analyses I like to break down a race, share numbers, graphs, really dig into the technical elements of the sport. But I write these analyses to get my thoughts down about the sport I love.
This is going to be a lot more, let’s say, emotional than my usual style of analysis. Because analysis does go beyond just the numbers, it’s about the people behind the wheel, it’s about understanding the story of a race, and this race has a particularly special story.
Because for the first time in Formula One history Charles Leclerc won the Monaco Grand Prix.
Table of Contents Race Overview Ferrari - Charles: win, qualifying, data, strategy - Carlos: strategy - Data Analysis Mclaren - Oscar - Lando - Data Analysis Red Bull - Max: qualifying - Sergio: qualifying, crash - Data Analysis Haas Alpine Mercedes Williams Final Thoughts
Race Overview

So, there were other cars on the track this race, and they did in fact do things, so as much as I’d like to write only about Charles, I still have to talk about the race as a whole, because this race was revealing on the data side of things.
Before we get to Charles’ story this race, let’s set the stage.
This race really had two key components. The first being qualifying, it’s always crucial in Monaco, and that was no different this year. This race was largely decided in qualifying and we will look at the data there to see where it was won and lost. And second the red flag allowing teams to fulfill their mandatory pitstop after lap 1, which made this a race of tyre management and pace calculations. Teams put on hards, planning on them lasting the remaining 77 laps, because strategically not pitting and thus not risking losing track position was strategically optimal for everyone in the points.
There were really three races all happening simultaneously. The race at the front that involved Charles, Oscar, Carlos and Lando. The race in the middle involving George, Lewis and Max. And the race behind Yuki, involving the rest of the field. The timing gaps put these drivers all on different strategies, different pace management, with different goals.
While it may not have produced the most thrilling racing on track, there were a lot of moving parts to this race and a lot of skill was shown from all of the top drivers to get their results both in qualifying and in the race.
First Lap
On the first lap of the race there were 3 separate incidents. And these are all key to the rest of the race.
Kevin hit Checo resulting in a massive crash that took out his teammate Nico as well. This brought out the red flag and required a standing restart of the race. Fortunately all drivers walked away with no major injuries.
Carlos tried to pass Oscar, and in doing so they made slight contact, a bit of the carbon from Oscar's car caused one of Carlos’ tyres to puncture. It appeared as though his race was over, but because this puncture happened after the aforementioned red flag, he was able to keep his position in P3 on the race restart.
Esteban and Pierre had a collision, when Esteban tried to make a very dangerous pass on Pierre going into the tunnel. This was 100% his fault and resulted in him retiring from the race.
Fortunately with all of these incidents no drivers were injured. Checo, Nico, Kevin, and Esteban all retired from the race.
Finally note that Monaco is a very unique track and can produce outlier results. Teams that got good results here may continue to struggle on other tracks, and conversely teams that struggled here will likely fare better on other tracks. Teams that have been strong and were strong here are just continuing a pattern of strong performances from their car and drivers. However there are some things that this track can and did reveal about certain cars, that will carry through to future races.
With all that said, let’s get to the only real race that mattered this weekend. That being Charles in his scarlet SF-24.
Ferrari
Charles
Are curses real? That may seem a strange thing to ask in a race analysis, but for the past 6 years curses sure felt real. From a failing car, to a failing team strategy Charles’ luck in Monaco became infamous to us all, and at a certain point bad luck starts to feel like a curse.
Curses aren’t real.
And if they are, then they are made to be broken.
It started with a red car racing on the streets of Monaco, and a boy watching that red car. It has continued with that same boy, now a man, racing in that red car, winning the streets he’s always called home.
So let’s look at how exactly Charles won this race.
Charles is the first Monegasque driver in Formula One history to win in Monaco. Louis Chiron was the only other Monegasque driver to win this home race in 1931, before Formula One was officially established. It’s a small country, and the chances one of their own would even make it to Formula One, let alone bring home the win were slim. Charles does like beating the odds. So this isn’t just a meaningful win to one man, it’s special for an entire country, and will now be entered into their history books.
To say this was a meaningful win would be an understatement. Because this track is one of the crown jewels of Formula One, conquering it is putting your name alongside the greats. Conquering it as your home race is to make history.
Monaco
I have seen a lot of people not understanding Monaco as a track. And to really put anyone's drive this weekend into proper context, understanding this track is essential.
Put simply, Monaco is the most technical track on the F1 calendar. With tight corners, big speed changes, and the narrowest margins for error this track is one where a driver's skill can really shine. To drive it well is challenging, and it often sorts out the strongest driver between two teammates. This is why qualifying is so exciting, seeing drivers run on a razor's edge trying to get that perfect lap. The reason driver's love this track is because it allows them to really prove their skill to themselves and to their team.
It is also a track that involves unique race strategy.
The main component is that this is the most unforgiving track in the entire calendar. One move that is slightly too far off and you've hit the wall.
To put in a good lap and a good race around Monaco is a testament of a driver's skill. I am impressed with every driver who is able to pull this track off, and do it without error.
Qualifying
Monaco is a race that is usually decided in qualifying. And that is partially true. To win the Monaco grand prix you must put together a flying lap around one of the most challenging tracks in Formula 1, a track that offers next to no margin for error, and then you must complete 78 more laps around this technically demanding track, all without significant error, without losing focus, without letting what few opportunities for overtaking there are be your downfall.
Starting on pole in Monaco is crucial to having a chance at winning the race. The field this year is closer than it’s been in the last few years. This year Charles’ pole lap most certainly poised him to win the race.
Here is Charles’ pole lap from qualifying compared to Oscar who qualified P2. And this lap really was a lap of just superior speed and skill on Charles’ part. The little details mattered and that was where Charles brought out the extra pace, putting together a truly masterful pole lap.
There are quite a few details that set Charles’ lap apart from Oscars’.
Taking those corners at a higher speed, in a higher gear, using that early braking to be able to exit the sector three turns with more speed are what made the difference. It all really did just come together. The reason he could operate in a higher gear was because of his excellent application of the brake and the throttle with millisecond accuracy, as well as the SF-24 being solid on this track in terms of the grip and overall settings.
Oscar lost pace in areas where these little details that come with experience and skill to get those additional tenths matter.
Charles was ahead in all sectors. There were a few points where Oscar had the edge, but those were very brief. The gap between them really came down to skill on key areas of the track. We know the Mclaren has good top speeds, so it isn’t an issue in that area.
I think the real story of where exactly the difference between these two laps came is in the throttle and brake application.
Charles has a signature early braking, followed by a slight jump in throttle application. This allows him to lose less speed in those turns and leverage more control of his grip and exit speed. Rather than braking once for longer, in a few places we see him hit the brake several times quickly, again followed by a short burst of throttle. This is a point of fine control on those turns and allows for a more refined racing line.
Also because of this he was able to stay in higher gears earlier or for longer. Not only that, his gear management was smoother. Rather than jumping from 3rd gear to 5th like Oscar did on the straight going into turn 12, Charles increased to 4th then 5th, and this actually does give a little more control in terms of grip on the straight as well as the turn.
A lot of the differences we saw in their laps came down to these little details, where Charles' approach to the entire lap was just more refined and that put him consistently ahead and is the reason he was able to put this all together in a single lap.
Simply put this was a near perfectly refined lap. Pure speed does not put together a fast lap in Monaco, skill does, and Charles was on it in that department this weekend.
Oscar did put together a good lap as well, do not get me wrong, but it was clearly not as refined as Charles’ and that’s why he qualified P2.
The thing about qualifying at the front was that Charles was not ahead by a fine margin, it wasn’t by a few hundredths, or even just a tenth. It was by a little over 1.5 tenths(0.154s). And compared to the gaps the rest of the top of the field had to each other this lap was impressive, especially with how competitive Mclaren were. The next 6 cars behind Charles all had less than 1 tenth separating them from the car behind(ex Oscar was less than a tenth ahead of Carlos, who was less then a tenth ahead of Lando and so on)
The Race
Qualifying ahead is half of the equation, the other half is managing the following 78 laps with no errors. This race was interesting because it was a battle of pace control and tyre management.
Let’s look at the Charles' race pace graph. No one was driving for fast pace, so this isn’t quite like a lot of previous races we’ve looked at. Those first 10 laps they were feeling each other out, after that it was determined by whatever pace Charles set. And the final ten laps revealed just how well they had managed their tyres.
And as I have been saying all year, if it comes down to a tyre management contest, Charles will win. No one in the top 5 has been better in terms of tyre management all season. And once again Charles gave us another stellar performance in tyre management. This was really clear in those final laps when he was able to push for speed, and Oscar(who tried) wasn’t able to. Oscar managed his tyres well, but he didn’t have enough left to be able to really push for faster laps in the end compared to Charles. I will say I think by the final 3 or so laps Oscar stopped trying to push. Same goes for Charles. At that point the race was decided and everyone’s tyres were spent.
Here you can see where Charles slowed to artificially keep things at the right pace for the tyres and the time strategy for cars further behind. This wasn’t a race of who has faster pace, it was who can control things and who can keep their tyres in the best shape for the end of the race. So most of these lap times are going to be identical, and that’s just a symptom of the strategy.
But it was lap 66 when Charles started to really pick up the pace where actually being faster came into play. He was able to do this because he’d won in the area of tyre management, and so when he wanted to push he could get way more speed. I think he decided to push here because he wanted to win with a gap to second, mostly to assure there was no doubt about who won this race. He didn’t want it close. I also think he may have been attempting a fastest lap for that grand slam. It wasn’t necessary, it was more just a show of skill, which is what Monaco is for.
Oscar did push in those later laps as well, I think to see if he could keep up with Charles, not to pass but just to see if he had it. He didn’t. His tyres were worse off than Charles’ and this was reflected by their fastest lap times. Charles' fastest lap of his race was 1:15.162 on lap 70, and Oscar’s fastest was 1:16.281. So a full second off Charles, that second is really reflective of the tyre management from both of them. This was further highlighted by Charles finishing 7 seconds ahead of Oscar. That was a gap that reflected their tyre management over the race. Charles was able to push to get that gap(I think he wanted to win by a pretty good margin) Oscar did push, especially at first to try to keep pace with Charles but he did not have it in his tyres. That final gap is the real reflection of the difference between the two on their tyre management over the race.
From the start of the weekend to the checkered flag, Charles made it clear that he was the best driver this weekend, in multiple facets of technical skill. He put together a stunning qualifying lap, and followed that up with his superior tyre management and fine control of the SF-24.
Now on to the only real strategy concern of Charles’ race. The possibility of Lando pitting if the gap between George and Lando became great enough that Lando would be able to pit without giving up any places. What was the risk here, and would it have affected the outcome of the race if Lando had pit? The risk was that Lando would get fresh tyres, and with a field of cars all operating on old tyres that’s an advantage, and that he wouldn’t have to give up track position to do it. So he’d come out behind Carlos on fresh mediums. The concern would have been that he’d be able to overtake Carlos and then Charles would have two Mclaren’s behind. But Oscar couldn’t pass Charles. We saw Charles late in the race had the pace to be able to defend if he’d been seriously threatened. And this would have required Lando to pass Carlos, which we saw Max couldn’t overtake George when Max was on much fresher tyres, so I highly doubt Lando was getting past Carlos, and I further doubt that Oscar would have let Lando by to attempt to attack Charles.
I think it’s very likely that the moment Lando pit George would have increased his pace and possibly taken the spot. So it’s possible this would have just compromised Mclaren’s race and there was no real threat to Ferrari at all. The gap was fine so a little pushing from George was all it would take.
One argument was that both Mclaren’s could have pushed Charles to go faster, and Charles would have had to wear his tyres more, but we saw in the data that Charles was managing best, so he’d likely have been able to respond to this. And again this is all acting on the assumption that Lando would be able to overtake Carlos which I really do not think was going to happen. Carlos has shown he can defend against a Mclaren.
Also Charles was the one controlling the pace of the entire race. His pace was the one affecting Lando the most, not Carlos’, as Carlos pace was again dictated by Charles. That’s one of the key strategic advantages of getting pole in Monaco is that you get to set the pace of the race. Charles was the one in control of all 4 cars behind him, and the main car controlling both Mclarens. Carlos’ was making the smaller pace adjustments to both Mclarens to further refine the strategy and work off the control Charles was already exerting. Again excellent teamwork from both of them on this. But make no mistake about who was in the greatest amount of control and keeping Mclaren’s pace in check
The biggest risk Lando posed was to Carlos’ race, not Charles’. And even then that is a big if.
I fully believe that even if Carlos had been made to retire from the race, or had started further back Charles would have won. Oscar was faster than Lando and he tried putting pressure on Charles in the few places it was possible to do so, Charles defended and made it clear Oscar wasn’t getting by. Lando was not going to fare better than Oscar here, especially since his speed wasn’t as good as Oscar’s on this track.
Make no mistake, I do believe Carlos played a key role. His work against the Mclaren’s allowed Charles to stay focused on his tyres and getting his pace just right instead of having to worry more about the cars behind him. I think he could have managed anyway, but not having to worry about all of those factors because his teammate was covering him is the kind of teamwork we want to see. But Carlos is not the reason Charles won, Charles won because he was fastest, and also made the fewest mistakes on this highly technical track, and also had the best tyre management.
Now I will just take a moment to go over a few narratives forming around Charles’ win and performance.
“Oscar was faster than Charles”(in reference to qualifying): No, if you put together all of Oscar’s fastest mini sectors they add up to a faster lap than Charles’. But that isn’t actually fast, mini sectors don’t mean anything if you can’t string them together into one lap. It takes skill to not only be fast but to be fast over one lap for qualifying in Monaco. Oscar was certainly fast, but he wasn’t the fastest.
“It was a gifted win”: Monaco is often won in qualifying, the man who qualified the best, by a good margin is the one who won, that’s a win based on skill and speed, far from gifted. Also one’s team helping get a win isn’t gifted, that’s literally what a team is supposed to do. If you don’t understand that qualifying is a big part of winning Monaco I can’t help you.
“Charles got lucky”: He won Monaco the way it’s usually won, by putting together the best qualifying lap. Luck had nothing to do with it. He didn’t gain any positions based on luck, he wasn’t faster based on luck, he didn’t run the cleanest race of the weekend based on luck, it takes skill to pull that off.
Carlos
While this was Charles’ best performance all year, this race was also in my opinion one of Carlos’ best drives as well. Yes he’s had better results but the driving itself I think was better here. He really pulled off some great driving and was a key part of the team strategy to bring both Ferraris onto the podium. The only issue was in the first lap he would have been out on that puncture without the red flag, and that was in part his fault(he was the one attempting the pass so I place a little more responsibility for the contact on him) but after that his driving was quite good and he played very well into the team strategy. Not only that he did put together a very solid qualifying lap.
In terms of team strategy Carlos’ job was to keep Lando behind, and also to put pressure on Oscar so that Oscar couldn’t ever fully try to attack Charles(especially in those early laps) However the key battle for Carlos was against Lando. Keeping Lando back, and at the correct pace was crucial as if it had been too much or too little Lando may have had the opportunity to pit which could have compromised Carlos’ race(unlikely but not impossible).
There are a few key moments I want to highlight where Carlos was really pulling it all together in this strategy.
First was him holding off Lando in those early laps. The best opportunities for this race to overtake would have been the first 10-15 laps, and the final 10(depending on how a driver managed their tyres) , that is when they could afford to push the most, the middle of the race was all about keeping a certain pace.
The second was in the final 10 laps when Carlos essentially ping ponged between lap times to keep a little pressure on Oscar while holding Lando back by the correct margin to prevent any chance he’d have to try to sneak a pit stop. The team helped Carlos manage this quite well and he did great here.
He was mostly holding off Lando. Very rarely was he putting real pressure on Oscar.
The data reflects this quite clearly.
The swinging lap times in lap 55 -67 are the ones where Carlos’ exerting his control over Lando, and the rest of the pack’s pace is most apparent. Other laps in the middle of the race also reflect this. Faster laps were to be sure to remind Oscar that he could apply pressure, and to prevent things from slowing too much, slower laps were to keep the pace correct, he didn’t want to give Lando the chance to take more control of the pace of the cars behind. Great strategy from Ferrari, and good pace control from Carlos to pull this off.
I will say I am not sure about that attempt to get past Oscar on lap one that resulted in the puncture. On the one hand I get wanting to take the position, but also that’s so risky. I am not sure if that was a Ferrari strategy or if he made the move himself. I am doubtful Ferrari would risk something like that when both cars were already positioned so well, it was best to hold and manage from there rather than attempt the overtake which yes would have allowed full control of the front, but it also could have resulted in a collision which is more likely here, and that easily could have compromised Charles’ race as well. So I am unsure. I can see both approaches. I prefer the less risky one given Carlos was already in a good spot for himself and the team I don’t think it was worth the risk, and I mean I was right, it didn’t work for him. But fortunately he did get that bit of luck with the timing and his race after was really clean.
Now let’s just cover a few narratives that have formed around Carlos’ race.
“Carlos got lucky, he should have been out on that puncture at the restart”: No, the ruling that allowed him to keep P3 is consistent with previous rulings. He got a puncture after the red flag that triggered the race restart. Other teams, including Mclaren who are the main source of this complaint benefitted from being able to work on cars before the race restart as well, but it’s only unfair when Carlos benefits?
“Carlos keeping the position was unfair”: No, it was consistent with the rules. It can feel unfair all it wants, but I wouldn’t claim it’s unfair, if this were to come up again and benefit a different team I suspect people would be saying something different. It was consistent with the rules, and that’s what we want to see, regardless of who benefits and who loses.
Mclaren were the main team to claim that Carlos being allowed to start in his original position after the race restart was unfair. They aren’t reliable in this assessment, of course the rival team that stands the most to gain from Carlos being out is going to say this.
“Carlos got lucky”: Getting a tyre puncture at a specific time is a weird type of luck, but if you want to think that’s lucky I can’t stop you. If you are referring to him being allowed to keep his place that just came down to timing, and yes there was some luck with the timing there.
“Carlos should have been penalized for impeding during qualifying”: No, Carlos didn’t impede, Monaco is a narrow track and he got out of the way as soon as it was possible to do so.
“Carlos should have been penalized for contact with Oscar in lap 1”: The contact wasn’t solely his fault, it was a result of hard racing on both their parts, and since it was lap one this isn’t penalized.
“Carlos is the reason Charles won”: No. Carlos 100% aided in Charles’ race, as expected, he’s his teammate that’s what he’s supposed to do. But I am extremely confident that Charles still would have won without Carlos in P3. He helped, I detailed that, but to go this far is beyond a reach.
Carlos' result combined with Charles put Ferrari firmly in P2 for the WCC and only 24 points behind Red Bull, and kept a healthy lead to Mclaren. And this result obviously put Charles even more firmly in P2 in the driver’s standings, 31 points behind Max, and 25 points ahead of Lando who is now in P3. All in all Ferrari is in a strong position in both standings, and with the direction the team and car are going I think this trend will continue.
Monaco was yet another very strong finish for Ferrari. The fact both our drivers did well on this track is promising for what the SF-24 can do on street circuits. Monaco is a highly specific track but we did get some key takeaways about the strengths of our car this weekend, as well as the consistency of our drivers.
I want to finish this section with some fun statistics about Charles and Ferrari in relation to this win. Because of the technical achievement and historic importance, Monaco poles and wins are always something teams love to highlight in their legacy.
Ferrari has been on pole 13 times in Monaco. Of those 13, 3 of those poles were taken by Charles, making him responsible for 23% of Ferrari’s poles at Monaco.
Charles is the Ferrari driver with the most poles at Monaco with 3, the second most is held by Michael Schumacher with 2 poles with Ferrari at Monaco (Schumacher holds a total of 3 Monaco poles including the one he achieved with Bennetton)
This pole was the 250th pole for Ferrari as a team.
This was the 11th Monaco win for Ferrari. The last time Ferrari won in Monaco was Sebastian Vettel in 2017
This was Charles’ 6th career win, all of which he has achieved with Ferrari
Forza Ferrari
Data Analysis
I covered Charles’ race and qualifying versus Oscar in his section, as that was key to understanding the story of his victory. This section is going to cover teammate comparisons as well as Ferrari to Mclaren comparisons.
Here is a look at Charles compared to Carlos in qualifying.
Charles was ahead in every sector. Carlos was off Charles’ time by 2.5 tenths. The real difference came in the more technical areas in sectors 2 and 3. Carlos’ later braking style was not as suited to this track and it did cost him time on many key turns. He also did not achieve the same speeds on other turns and straights. It’s not a bad lap, again it’s a good showing, but this further highlights how good Charles’ lap was.
And a full comparison of Mclaren to Ferrari in qualifying. As we all saw this was the real qualifying battle. Mclaren and Ferrari were the clear front runners during qualifying, the order was the only real question. And it seems that Ferrari had a slight edge, and that edge I will attribute in part to the car and in part to the skill of our drivers, because yes I think Charles and Carlos are better at Monaco than Lando and Oscar. And the qualifying results seem to reflect this.
Carlos and Lando were extremely close. It came down to hundreths. And really Lando was on pace for a faster lap but a slight error into the final turn and lower speed on that final straight was where he lost that time to Carlos. It really came down to very tiny details. It was Lando’s P3 to lose, and well he lost it. Carlos put in a good lap, but Lando was going to get that P3 position if he’d been able to keep up the pace he’d set.
Looking at them all the thing that stands out is Charles early braking, especially in the medium and low speed corners of sector three. As well as his better top speed on the final turns and straight, and higher speeds in a few key areas throughout the track.
Mclaren
Another repeat of Mclaren’s best result so far this season with a 2-4. This time with Oscar getting his best result with that P2.
Oscar
Yes Oscar took some damage due to his contact with Carlos on lap 1(that did get at least partially repaired during the race restart) however, I do not believe he would have been able to make the pass on Charles, or have produced enough pace to keep the pressure on for much longer than he did. The damage didn’t affect his race that much, so I don’t think without this damage his results would have been any different. In fact Mclaren said as much. He didn’t have the pace to be able to pull an overtake in Monaco, that’s a very tall order and wasn’t likely even in the best of conditions. And in spite of the damage he ran a very clean race, and this was a good learning curve for him in tyre management.
Oscar was really showing that he’s the faster of the two Mclaren’s, or trying to make that point. I will be very interested to see if he can keep that up. Since he was faster on this highly technical track he has my attention(he already had it, but that lap was impressive)
Oscar made one real attempt at overtaking Charles, going into turn 10 around lap 8. He tested the possibility, and Charles responded very quickly. I think after that he didn't seriously consider risking it again.
Lando
Lando's race was mainly to put pressure on Carlos. The main point of interest for him strategy wise was whether or not Mclaren were going to try to pit him at a certain point for fresh tyres if the gap between him and George(who was about 17-18 seconds behind in P5) This pit possibility would have put Lando behind Carlos on fresher tyres.
However I actually do not believe Mclaren were seriously about to try this. It was considered, but given they had two good track positions I think it wasn't worth the risk. Lando wasn't going to be able to overtake Carlos even on newer tyres. The chances of that were slim to none, so it really wasn't worth the pit, which might have risked George upping the pace to try to pass while Lando was in the pits.
Would Lando have been able to put pressure on Carlos if he'd had fresher tyres? Yes. Would he have been able to pass Carlos? Highly unlikely.
"Lando was a threat to Charles' race": Not really. The worst he was going to be able to do was threaten Carlos and even that wasn't a massive concern. He wasn't going to be passing Carlos and Oscar and then catching Charles. This is Monaco, it isn't like other tracks where a much fresher set of tyres would equal being able to pass.
"Lando was going to be able to pass Carlos": Again highly unlikely. We saw something similar with Max on fresh tyres behind George. Max got within less than a second of George and couldn't make the pass. Lando wasn't getting past Carlos, who has been very competent defending against Mclarens.
Data Analysis
Continuing the theme of qualifying being key at Monaco let’s compare Oscar and Lando’s qualifying laps.
Oscar was faster by a little over a tenth. I think that what this shows is that overall they were very close. The place Oscar was consistently better was sector 3, that’s where Lando wasn’t catching him. On the slows Lando was clearly better. And the rest it came down to little things. Oscar didn’t brake for as long in a few key areas, but on others he was more conservative than Lando on the throttle. There are a few points where Oscar was clearly faster, and the finer points of sector three where his braking and throttle application are what put him ahead. Oscar’s speed and the spots where he was braver on the brakes and got the timing better are what set him apart from Lando. But Lando’s experience also came through in a few areas, especially on how to handle those slows best. Overall a great lap from Oscar. I think in another year he will be even better here.
I also think this highlights that the two Mclaren drivers are very close, probably the closest teammates on the grid right now as far as pace and speed goes. There are areas where Oscar is stronger and others where Lando has the edge. It’s going to be track and condition dependent that makes the differences between them this year.
I also want to note that the fact Monaco is a low deg track played to Oscar’s favor. He is still getting mixed results in higher deg conditions, so this weekend was a good show of his skill without having to contend with high deg.
Solid race for Mclaren. Oscar really showed his skill after several races where luck was not on his side. I think we will be seeing him on the podium quite a few more times this season.
Red Bull
So what happened to Red Bull this weekend? Because this is the first weekend when real weaknesses in their car are becoming a real problem. The most shocking thing was Checo qualifying P18(bumped up to P16 after the Haas DSQ, but to get an idea of the speed issue compared to the other cars the P18 is relevant)
Last year Max talked about one of the few weaknesses of the RB19, he mentioned this quite a lot, on tracks and post season; the issue being the car was not as strong on street circuits, especially when it came to the grip, taking curbs, and overall reliability for him. I think that because Red Bull was so dominant last year most people didn’t think much of this complaint, seeing it more as a nitpick rather than Max giving real serious insight into a problem with the car concept. Well, this year the field have caught up to Red Bull very quickly, and what was a minor problem last year compared to the rest of the field, is now far more significant. I don’t think these results are from the RB20 taking a step backwards, it’s more that Ferrari and Mclaren are catching up, and they don’t have the same problem as Red Bull on these street circuits. So now what was something Red Bull could manage is a genuine weakness that is becoming more highlighted by the rest of the field.
What shocked me was not just that these are Red Bull’s weakest results for that car all season. It was also the gap between Checo and Max.
I think that the gap between Checo and Max in qualifying is likely the result of a gamble by Red Bull. They probably went with two different setups in qualifying, hoping one would pay off. Because they tried so many setups during all free practice sessions and nothing really worked. And it seems that Checo's was probably the more extreme and thus was either going to pay off for him or fall completely flat. Given the results and his reaction to qualifying we know how that gamble paid off. I think with Max they probably played it to whatever he wanted and also the setup where they got the closest to some good speed. It seems with Max they chose more stability and speed and lower ride height
That many places off indicates an issue in the setup, and not just Checo being that much slower than Max. Max is faster, but that’s the biggest gap there’s been between them I think ever? Especially without any damage. So that many places off is a symptom of something beyond Checo himself. Checo is a solid driver and he has been fast in that car.
The problem isn’t aerodynamic. It’s mechanical. The relationship between the suspension and the required ride height for the curbs on this track. All weekend they tried different setup to mitigate the issue and nothing worked. The suspension being too stiff prevents it from absorbing the impact of bumps which leads to all that force being directed to the chassis. Which in turn leads to that bouncing. Every time they hit a curb they lost time, and every time they had to run a little wide to avoid a curb they lost time. It was a lose-lose and no amount of setup was mitigating enough.
This is a track specific problem that upgrades likely will not be able to solve this season. We will probably see this again, likely on more street circuits as well as circuits with higher curbs and curbs that require a certain camber on the tyres. Since it was a problem in Singapore last year chances are we see Red Bull have issues there again.
Max
During qualifying Max was on pace to actually place closer to Oscar’s time, but he hit a wall and that cost him the attempt. So he actually did have the potential for a top 4 if not a top 3 time. I think at the very least he’d have placed ahead of George. That error cost him, and it was very much due to the instability in the ride of the suspension. So he ended up qualifying P6, and that’s the position he held the entire race.
The only thing interesting about Max’s actual race was when he pit for medium tyres, and came up behind George who was still on old mediums. There was a chance to maybe attempt an overtake. So why didn’t it happen? Well I think the reason is pretty simple that the reliability of the RB20 on this track wasn’t good enough to be able to attempt an overtake in Monaco. I think Max would have been able to make the pass if he’d had more faith in the car, he very likely had the pace, but being unable to handle corners well, when those are areas overtaking can be done really made it impossible for him. (edit: originally said George was on old hards, when he was in fact on old mediums)
Sergio
Because the Haas cars were disqualified from qualifying, they started in P19 and P20 from the pit lane. So they started behind Checo who originally qualified P18 and started P16 because of the DSQs. On the first lap Kevin made an attempt to pass Checo on the outside and clipped Checo’s rear, causing him to spin and slide down the track and along the barrier shredding his car and slamming into the barrier. This crash also resulted in both Haas cars being damaged and having to retire.
Thankfully the safety features on the car protected Checo and he was able to walk away relatively unharmed, no major injuries reported.
However there was an injury that resulted from this crash. A photographer who was behind the barrier Checo crashed into had to be taken to the hospital after sustaining injuries from debris that was essentially blasted through the barriers. This raises a very serious safety concern. The amount of debris that made it through could have resulted in worse injuries, and the opposite side of the barriers should probably be improved to prevent a bystander from being injured again in the future. The photographer is alright the injuries were minor. But a bystander being injured at all is of serious concern as far as track safety goes.
Checo had the racing line in this incident. He was not at fault. Kevin was the one attempting to make the pass and the one who made contact. He didn’t have enough room and tried to force his way by on the outside anyway. His front wheel made contact with Checo’s rear wheel and a bit of his suspension and that is what caused him to fully lose the rears and spin across the track.
Checo was on the inside, he moved to the middle, all while ahead of Kevin, and by the time Kevin had put his wheels next to Checo the gap between Checo and the wall was less than a car's width. Additionally with Valtteri directly ahead there was nowhere for Kevin to really go had he made that pass. He didn't have the racing line, he didn't have room, and he didn't have space after Checo. This was all information that he had before attempting that move. It was beyond bold, it was reckless and sloppy.
I think it’s very clearly Kevin’s fault. So why wasn’t he penalized? Well, the stewards felt it wasn’t anything bad enough in terms of the driving to warrant a penalty, and since it was the first lap they attributed it to hard racing. But is this just hard racing? What is the limit of what they will permit before it gets penalized on lap 1. I am usually a proponent of “let them race” in lap one, but this was way too far. I do not want to find out what the limit is if something like this goes without penalty. Checo is very fortunate that he wasn’t injured. It could have been so much worse.
Data Analysis
The data is pretty clear in reflecting Red Bull’s struggles. Here is Max vs Checo’s qualifying laps.
Max was just able to achieve better top speeds. And had better racing line through the areas where the curbs were an issue. As I stated above I also think this gap is due to a significant setup difference between the two. But it’s still interesting to see where the differences are under that assumption, one setup was clearly better than the other. I also think that Max’s ability to mitigate the issues was much greater than Checo’s.
What really highlights the problems Red Bull were having with the reliability and control around this track is comparing Max to Charles.
Here the control Charles had on the corners really highlights where the problems were with the Red Bull on those same corners. Max was braking much later, and I think that’s a result of him having to go around the curbs more. Also Charles in the Ferrari had better top speeds on most of the straights. But those straights are where the Red Bull made up some time. The car was still fast, it was the corners and the fine control this track demands where the car was struggling.
Red Bull still have a strong car. But it is far from perfect, and with other teams improving rapidly in key areas, the RB20 is going to become more track specific for performance. Which isn’t good for their reliability in the standings, but highly promising for anyone looking to beat them.
Haas
This was Haas’ worst result of the season. Worst result in the season for any team period. From getting both their drivers disqualified from qualifying because they didn’t have the proper rear wing measurements and thus were flagged for a technical violation, to both cars DNFing due to the fault of one of their own drivers, this weekend was a failure by the team on multiple fronts.
Haas failed both their drivers for failing the ensure the rear wing was in technical compliance. I don’t even know how they made that mistake. But this was no fault of the drivers. Both Kevin and Nico had to start the race from the pitlane and their qualifying results were deleted.
Then on the first lap Kevin attempted a pass on Checo and this led to him not only crashing with Checo and ending his own race, the crash was big enough it took out his teammate as well. Kevin was at fault here. Checo had the racing line, there was not enough space on the outside for that pass when Kevin made that attempt. Checo was under no real obligation to move. Kevin went for it anyway and the resulting crash was extremely dangerous for both drivers.
I explained above why the stewards didn’t give Kevin a penalty for this. His actions fell under “hard racing” which they are far more lenient on in lap one. However I think there is more to this. I think that this incident was too far to be considered “hard racing” especially when the fault is so clearly skewed as well. We had another lap one incident that was clearly one driver’s fault that did result in a penalty with Esteban. So why not Kevin?
I suspect that the stewards were more reluctant to issue the penalty because it would have resulted in a one race ban for Kevin, and they did not want that to be the outcome. That isn’t something that should be considered when looking at individual incidents, but I think that wanting to avoid him getting that ban was a reason for more lenience here, which to me is unacceptable. This is speculation on my part, so take it as conjecture, but to me it makes sense.
Overall bad weekend for Haas.
Alpine
There are two things worth noting about Alpine’s weekend, first Pierre got their best qualifying result all year coming in P10 and also secured his first points of the season. Big for this team that was struggling heavily at the beginning of the season. It’s looking like they will be at least challenging for some more points in the future. Great result and driving from Pierre, that qualifying lap he produced was extremely solid.
The other thing of note was the lap one collision between Pierre and Esteban. Esteban qualified P11 right behind Pierre in P10. Right before the tunnel he tried to pass Pierre on the inside and then in doing so pushed Pierre wide, on a track like Monaco the only place for Pierre to go when forced wide was into the wall, so he rammed into the back of Esteban, damaging Esteban’s car and his own. Esteban had to retire from the race, Pierre was able to race upon the restart having take minor damage.
This collision was 100% Esteban’s fault. Apparently he was told by the team not to attempt a pass on Pierre, and on a track like Monaco risking both cars for an overtake like that was just reckless.
Now it has come to my attention that while yes this incident was Esteban’s fault there was more leading up to it than him just doing this randomly. There had been more back and forth with him and Pierre earlier in the lap and also Esteban was getting squeezed by other cars before he tried that pass on Pierre. So this was in part from some crowding, it wasn't just he decided to barge past his teammate randomly or purely out of ego, there was a little more there. I do still think that this doesn’t excuse the move. He had room and should have stayed back instead of attempting a pass, and the degree to which he forced Pierre wide was also unacceptable, especially on a track with no runoff. I wanted to be sure to be fair and note that there was more context than the pass and resulting contact that has been making the rounds in coverage of the collision.
Esteban was given a 10 second penalty that was increased to a 5 place starting grid penalty in the next race since he did not race on the restart, his car had sustained too much damage to be ready in time for the race restart.
So a mixed weekend for Alpine, good results for Pierre, and more than a few issues with Esteban.
Mercedes
Mercedes actually had one of their best races in terms of results. George started P5 and finished P5, Lewis started P7 and finished P7. That P5 is the highest GP finish they’ve had since George came in P5 back in Bahrain. And Lewis was higher here so overall good result for the team in points. Lewis also set the fastest lap of the race, and this lap was actually significant because it was another record broken by him. With this fastest lap scored Lewis Hamilton now holds the record for the most fastest laps scored for a single team with 54 for Mercedes, just beating Michael Schumacher who scored 53 fastest laps with Ferrari.
George was solid at controlling the pace of the cars behind, including keeping Max off, even after Max had pit for fresh tyres. Lewis maximized his points given the position.
I think that Lando pitting was something Mercedes were almost hoping for. They also played a role in creating that gap. Because there was a chance that if Lando pit George could speed up and take a place. I suspect this is very likely because it’s one of the few possibilities the entire dynamic of the race would have presented to take a place like this. So this strategy may have been an attempt to tempt Mclaren into pitting.
All around a good weekend for Mercedes. Their car seemed to be better suited to this track. The upgrades seem to be paying off in some capacity because both drivers were at least competitive in qualifying and free practice.
There is still something odd going on that Lewis pointed out between the car in free practice vs qualifying, he said it just is almost a guarantee of losing 2 tenths of pace. Which this is likely due to a larger car setup issue. Unsure of what or how they might be able to go about fixing it. But the car does have some more potential than we saw at the beginning of the season. And both drivers do seem to be more comfortable. Yes George noted a lot of bouncing, but he also tied for his best result so clearly something was working.
Williams
This was Williams' best race. Alex qualified P9 and finished P9 bringing Williams’ first points of the season. And on the Monaco track to boot, that’s a really solid performance from Alex.
Logan also showed improvement from his Monaco performance last year. Of course the big upset was the fact he did out-qualify Checo in the Red Bull, this was certainly a symptom of something very off about the Red Bull and less to do with Logan's speed, but still that result had to feel good from his perspective. And after the Haas cars were both disqualified he was bumped up to P15 from his original position in P17. He finished in P15. This was his second best grand prix result of the season, after his P14 in Jeddah.
I also want to note that Logan ran with Williams 2023 rear wing, because apparently they didn’t have enough parts. I really don’t know how this keeps happening. He did well in spite of this, and clearly that still was a better setup than whatever Red Bull did with Checo’s car.
Anyway, the Williams upgrades do seem to have finally yielded them some results.
Final Thoughts
The question everyone had after this race was “Do we have a title fight?” And the answer to me is yes. In the constructor’s Red Bull is in trouble, especially when it comes to Ferrari. Checo having a few mid to bad results, and Max not being on the podium have left the standings much closer. 24 points, that’s all there is, and if Charles and Carlos keep putting in the reliable top performances they have been, that gap will continue to close.
Okay that was the constructors, but what about the driver’s championship, do we have a title fight there? Well the gap to Max is a bit wider. I think that in a few more races we can make that call. If Red Bull continue to struggle on the car setup and Max doesn’t start pulling in consistent wins like he did at the beginning of the season then we will have a title fight on our hands. I think also with more Ferrari upgrades coming in Silverstone this will also possibly put Ferrari more ahead. If those upgrades add more speed, as they are aimed to do then Charles will have a car that he can consistently challenge Max in. So there’s more at play for the WDC title, but we are close to it being a real possibility.
This race was a career highlight for Charles. And a privilege to get to watch live.
Monaco never going to forget this grand prix. Ferrari isn’t going to forget this race. And Charles is always going to remember this win. History was made.
That’s all I have, see you all in Canada!
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