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How Celebal Technologies' Power & Utility Forecasting Framework (PUFF) is Transforming Forecasting in the Energy Sector
In today's fast-evolving energy landscape, accurate forecasting is pivotal for optimizing operations, improving decision-making, and ensuring sustainability. The Power & Utility Forecasting Framework (PUFF) by Celebal Technologies is designed to address these needs, offering a comprehensive and intelligent solution to revolutionize forecasting in the energy and sustainability sectors. By leveraging advanced industrial intelligence, PUFF provides a reliable, precise, and scalable forecasting platform tailored for utilities and energy providers.
Empowering the Energy Sector with PUFF
PUFF is a state-of-the-art solution that integrates diverse data sources and external factors, such as weather conditions and market prices, to deliver precise predictions across multiple areas of the energy sector. This holistic approach significantly enhances the accuracy of load forecasting, generation forecasting, price forecasting, and weather forecasting, enabling energy companies to make informed, data-driven decisions.
Key Features of the Power & Utility Forecasting Framework (PUFF)
Seamless Data Integration: PUFF effortlessly supports data integration from multiple sources, including historical energy data, real-time sensor data, and external inputs such as weather reports and pricing information. This data integration capability ensures a unified and accurate forecasting process.
Automated Data Cleaning: Data accuracy is paramount in forecasting. PUFF's automated data cleaning feature eliminates inconsistencies and errors, ensuring that the forecasting models work with clean, high-quality data for more reliable predictions.
Multivariate Data Exploration: PUFF allows users to explore and analyze complex datasets, identifying relationships between various factors such as energy consumption, weather patterns, and market prices. This multivariate analysis aids in refining the accuracy of forecasts.
Automatic Weather Data Acquisition: Weather plays a crucial role in energy forecasting, particularly in load forecasting and generation forecasting. PUFF automatically gathers weather data, continuously updating the forecasting models to reflect the latest conditions, ensuring timely and accurate predictions.
Advanced Time Series Forecasting Algorithms: PUFF employs cutting-edge time series forecasting algorithms that are fine-tuned to handle the complexities of energy demand, generation, and pricing fluctuations. These algorithms ensure that the forecasts are robust and adaptive to changing conditions in the energy market.
Industrial Intelligence in Energy Forecasting
The energy sector is increasingly adopting industrial intelligence to drive efficiency and innovation. PUFF is built on industrial intelligence principles, providing utilities with a predictive edge. Whether it’s predicting future energy demand through load forecasting or estimating renewable energy generation based on weather conditions, PUFF delivers actionable insights that enhance operational efficiency.
PUFF also supports the growing need for sustainability by helping energy providers optimize resource allocation and minimize waste. By accurately predicting energy supply and demand, utilities can reduce their carbon footprint, cut operational costs, and improve energy efficiency.
Unlocking Operational Excellence with Celebal Technologies
PUFF is more than just a forecasting tool. It is a platform designed to streamline operations across the energy sector, providing key advantages that enable energy providers to meet their strategic goals.
Intuitive & Self-Explanatory UI: The user interface of PUFF is designed for ease of use. It enables users to navigate through the platform effortlessly, interpret data without any technical expertise, and access critical features with minimal training.
High Degree of Customization: PUFF offers highly customizable forecasting options, allowing users to tailor the models to their specific needs. Whether it’s adding unique variables or adjusting forecasting timeframes, the platform ensures that energy providers receive accurate predictions aligned with their operational objectives.
Easily Deployable System: PUFF’s architecture supports easy deployment, making it accessible to energy utilities globally. With minimal setup time and simple integration processes, the system quickly becomes an integral part of a utility’s forecasting workflow.
Effortless Forecasting: PUFF’s simple 8-tab setup allows users to name and update forecasting experiments quickly. This ensures that energy companies can run multiple experiments simultaneously, making forecasting a seamless process.
Centralized Access: The platform centralizes access to essential features such as tracking, error analysis, and configuration, all from a single selection page. This enhances operational efficiency by enabling users to manage all aspects of forecasting from one place.
Robust Security: Built on Azure, PUFF prioritizes data security and user protection. With advanced encryption and security protocols, energy providers can trust that their data remains secure, ensuring compliance with regulatory standards.
Streamline Decision-Making with Interactive Dashboards
To further enhance the forecasting experience, PUFF offers real-time interactive dashboards that empower users to monitor and analyze a wide array of metrics. These dashboards provide a comprehensive view of various parameters such as energy consumption, generation trends, and price fluctuations, enabling power management optimization. The dashboards are easy to interpret, helping users make informed decisions to improve efficiency, reduce costs, and ensure smooth operations.
The Role of PUFF in the Sustainability Sector
Sustainability has become a primary focus for energy companies, and accurate forecasting is key to driving greener operations. By providing detailed energy forecasting, PUFF helps utilities integrate renewable energy sources more effectively, predict peak demand periods, and optimize energy generation from renewable sources such as solar and wind. The ability to forecast generation based on real-time weather data ensures that renewable energy is maximized, contributing to a sustainable future.
Why Choose Celebal Technologies?
Celebal Technologies’ PUFF offers a unique blend of innovation and operational efficiency for energy providers. The platform has proven to deliver impressive results:
70% Enhanced Operational Efficiency: By providing accurate and timely forecasts, PUFF significantly boosts the operational efficiency of energy utilities.
3X Risk Mitigation: The platform helps reduce risks related to energy shortages, overproduction, and price fluctuations by delivering precise forecasts.
60% Improvement in Planned Maintenance: With reliable forecasts, utilities can schedule maintenance more effectively, reducing unplanned downtime and ensuring continuous operation.
Conclusion
In an industry where accurate predictions are critical, Celebal Technologies' Power & Utility Forecasting Framework (PUFF) stands out as a leading solution for utilities and energy providers. By leveraging power forecasting, utility forecasting, load forecasting, generation forecasting, and price forecasting, PUFF empowers the energy and sustainability sectors to optimize operations, reduce costs, and drive sustainability goals.
With seamless data integration, advanced forecasting algorithms, and robust security measures, PUFF is the future of energy forecasting. It delivers real-time insights that transform how utilities manage resources, navigate market challenges, and contribute to a sustainable future. To know more about the solution, get in touch with the experts at [email protected] or visit Celebal Technologies.
#Power forecasting#utility forecasting#industrial intelligence#energy forecasting#energy sector#load forecasting#sustainability sector#generation forecasting#price forecasting#Data Integration#weather forecasting#Celebal technologies#PUFF#Power & Utility Forecasting Framework
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Nikhil Rajpal, an engineer linked to Elon Musk’s Department of Government Efficiency (DOGE), has been granted access to NOAA’s Google sites, according to sources.
NOAA employees were reportedly ordered to provide Rajpal with editor-level access by Wednesday, sparking concerns over transparency and data security. Rajpal, a former Twitter and Tesla employee with a libertarian background, lacks apparent expertise in NOAA’s scientific mission, which includes climate monitoring and weather prediction.
This move aligns with broader conservative efforts to downsize NOAA, as outlined in Project 2025. DOGE’s growing influence across federal agencies, including OPM and GSA, has raised alarms about its sweeping access to sensitive government systems and data.
#general knowledge#affairsmastery#generalknowledge#current events#current news#upscaspirants#upsc#generalknowledgeindia#world news#breaking news#news#government#technology#donald trump#trump administration#trump#president trump#republicans#elon mask#elon musk#musk#doge#noaa#aurora forecast#forecast discussion#space weather#weather#environment#weather forecast#us politics
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Hello yep it's time for the annual DA:O/Awakening/DA2 replay so WE'RE BACK IN IT, RECRUITS.

This year, I remade my very first HoF, Sherra Brosca. Picture this: it was February of 2010, I had the flu, and a friend had left his Xbox 360 copy of Dragon Age: Origins at the house I shared with my bestie, who ALSO had the flu.
We wallowed on the couch for a full week and both fell in love with Thedas.
Replaying a campaign with Sherra like this is already bringing me so much joy. I'm excited to reimagine her with the lore knowledge I have now, 15 years later.
She has an overblown sense of superiority, so of course she's gonna hassle Alistair and try to be the boss.
#dragon age: origins#da:o#dragon age#warden brosca#hero of ferelden#warden tag: sherra brosca#alistair theirin#dragon age alistair#grey warden#myfandomincolor draws#fanart#dao brosca#tina's 2025 da replay#half-elf pointed ear alistair superiority#will this be the year I actually learn to draw armor and weaponry?#forecast unlikely#Sherra is named after Sherra the general of Dynast Grausherra - where are my Slayers fans :)))))
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YIPPEE

Despite one Certified Iconic Post I actually love this weather. We had a long drought, but just got a shitload of rain, now I feel way better.

Cancelled sheep graziers... did they do something problematic...
#what about fox graziers#wimdy#not a fox#not foxes#call me doxpost generator the way my weather forecasts are probably localisable
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Rose-tinted glasses
#canon divergence where everything is the same except Ray has these glasses instead#generation kill#ray#hbo war#my art#“why all the pink caro?” well you see pink is a spring colour and I am DESPERATE for spring to come#you know we were supposed to get 18c yesterday and then the weather service broke an entire nation's heart by saying the forecast's wrong#so you could say this is me trying to cope
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The current asks may take a slow front longer than usual by our standards, as we (me. Hi) are trying to write out most of one of them.
...which, is debatable as to whether how "in character" it is, given that some [headcanons] have adjusted for previous answers since then.
#[forecast#.update]#[ooc.] I also need to adjust the tagging system slightly. this format is a little inconvenient...#but yeah. small things of note for example -> mare's tail instead of a little puff for (EL.) and knots included into (LA.)'s hair due to hi#being wind. maybe some feathers too? not 100% on that boss; but maybe!#also one of the asks in general is something I would like to do more for since it's relevant to []...#but um. hmm. at any rate. thank you all for looking upon my silly little indulgence#it has been nice sharing interpretations openly like this again vs. my prior and current self worries [:#at least as much as my self conscious can bear anyways ... ehehe. (^_^ ;; )
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ok listen. i know hbomberguy said he doesnt wanna become the type of youtube who spends their time doing drama videos or ruining ppl careers but like. if somebody doesnt start doing crazy detailed research on ryan hall, yall then i will
#hbomberguy#meteorology#ryan hall yall#like his info is good and he generally seems like a good gug but theres. some weird stuff#*guy#the lack of clarity regarding his education#the giveaways#the almost unnecessarily high production quality#the way his mods behave during livestreams#(theyre biased when regulating politics they link weather.gov when ppl ask for forecasts but respond negatively when other meteorologists#are mentioned/linked etc)#occasional thoughtlessness (magenta polygons instead of red are more visible but they confuse ppl and studies say theyre less effective)#the fact they he claims to live in kentucky but said the us had very calm weather while there were wildfires throughout the south&appalachi#(also i could be forgetting but if i rmember right he mentioned the drought maybe twice until he retweeted that video from james spann)#the fact that he used to review vapes#the shady sponsorships and sometimes downright untrue info regarding those#the guilt tripping asking ppl to donate#like theres def good faith interpretations available#he himself says that theyre trying to reach as many ppl as possible w warnings so they have to play the YT algorithm game#but like. some of its looking kinda weird man
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another day another dealing with management scrambling about their own poor decisions and supply chain/budget issues even tho I'm really fucking not paid enough for all that
#nerd alert#the basic rundown: i make the pre-made salads sandwiches snacks etc for 2 storefronts on campus#1 of the storefronts has a supervisor who texts me directly at the end of the night to tell me what they have left#the other storefront is a vague and unknowable black hole i dump things into. it seems to prefer salads. but besides that idek.#ive invited them to text me directly. email or fax the numbers to my direct manager to give me. something. anything. to inform me#of what they need every day so i know how much to produce.#but instead of this they have elected to just complain about overproduction and then have a panic attack when they run out of things#last week we had a meeting with the manager of that storefront's building and there was a discussion about this issue among others#and it was agreed that someone from that building would oversee forecast numbers and i would go off those for production#well. that person is bad at their job apparently. bc i did that this week and they started flipping out about overproduction.#the other issue is supply chain stuff. keeping up with what needs ordered and what comes in when is REAL rough#especially when youre sharing your product with other departments like me. mary in salad/deli keeps taking my damn vegetables#and the manager isnt getting enough of a budget to buy enough lunch meats for both of us#so im just straight up out of shit half the time and CANT produce#AND. i started this position last year when the fall semester began. i have a list of items on the menu.#some of these items need a specific kind of packaging. that we just. never even got. at all.#so they were like 'ummm why arent we getting the yogurt parfaits' good question. why arent we getting the 4oz portion cups#that i have to put the granola in? cuz if you can answer that question then youve answered the first question.#we got them now but now we're out of yogurt. so like. fuck me i guess.#anyway. id say this is a work in progress but the work started like. 6 months ago. we should have this shit down#part of it is i still dont have a work email address. bc typically they generate those based on your legal name#and i was like um...can we not. i kinda dont want everyone seeing all that. like ik its on my paperwork but. eugh.#and the manager was like yeah thats fine i can put in a request to have it say your preferred name :) im on the pride committee so i can#work on that with them :)))#cool! still have not gotten that email.#ANYWAY#eugh. my job is so damn annoying#the work itself is fine i dont mind that so much now. but the Managing of all of it is a nightmare#i really truly need to gun for better pay when i get the opportunity. i should be making at least lead cook pay.
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I have made a snood!
#this seems vital so please enjoy#it took me way too long and lots of whining to my mother to make sense of the…absurdly easy pattern#tested it with my fancy hat and do like the look of it#may whip up one in off-white to better match the general colors of my outfit#and it is forecasted to be EIGHTY on Saturday#pain and suffering#mine#crochet
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My hyperfixated ass when Finland is mentioned in Hungarian media:

#a few days ago The Generic Weather Forecast(tm) site posted that it was a couple degrees hotter in Finland than in Hungary#and my brain immediately zoomed on 'Finland' like a hunter-gatherer's eyes on a sparkling surface of water or a ripe fruit on a tree
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acheron so good she makes me want to complete gold and gears to unlock erudition blessings
#bobtalk#she fucks shit up SO hard with them it's crazy shit. she's actually crazy in SU. her ultimate is crazy#my world level (forget what they call it in hsr sorry) isn't maxed because i had a Massive hiatus after 1.0 LOL#so between that and well. my relics aren't great. i don't have any 5* sustains. i missed a lot of banners like in general.#my ability to clear higher content is kind of nottttt great <-couldn't pass stage 2 of pure fiction for the free lynx lmao#but at least in SU i can just get bonkers ass buffs#shoutout to the person on my friends list with the well built level 80 e2s1 acheron that i'm leaching off of for farming o7#relics are so miserable for real. well what can you do#<-guy who used self modelling resin for a crit rate body for her acheron and it rolled all worthless substats lmao#btw i did start a hsr doodle dump u_u thank you for your support in this endeavor. will post it after accumulating more doodles.#rolling for e2 btw we'll see how that goes. won't be mad if i don't get her as long as i don't lose the 50/50 to someone ugly#future banner wishlist is fu xuan and silver wolf (missed her first rerun so. you know. lmfao.) (also missed tutorial lightcone we suffer)#don't know how committed i am to that though because i am kind of. not. a seele main. anymore. lol. for 2 team content maybe#i do really need better sustains. i am very squishy indeed. if i was playing smart i'd take advantage of luocha/aventurine. but uhhhh. lol#i don't pull for men <-hubris but its funny to commit. leaks forecast robin OP but also i already have both e1 bronya and sparkle.#unless the story goes crazy with her which at this point maybe it will who fuckin knows. i don't particularly care for firefly#well. we will see. for now. acheron OPification lol
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Revolutionizing Energy Forecasting: Celebal Technologies' Industrial Intelligence Solution
The energy sector is undergoing a significant transformation, driven by sustainability goals, cost optimization, and the need for increased resilience. In this dynamic landscape, industrial intelligence, a powerful combination of advanced analytics and artificial intelligence (AI), emerges as a game-changer. Celebal Technologies' Industrial Intelligence solution, featuring the Power & Utility Forecasting Framework (PUFF), empowers stakeholders with unparalleled forecasting capabilities across the entire energy and sustainability spectrum.
PUFF: Unleashing the Power of Precision Forecasting
PUFF goes beyond traditional forecasting solutions by offering a comprehensive and interconnected view. It delivers granular forecasts for various critical categories, including:
Load forecasting: Predicting electricity demand with exceptional accuracy is crucial for utilities to ensure grid stability and optimize resource allocation. PUFF leverages historical data, weather patterns, and consumer behavior to generate highly precise load forecasts.
Generation forecasting: Renewable energy sources like solar and wind are inherently variable. PUFF helps predict their generation patterns, enabling a more balanced and reliable energy mix.
Price forecasting: Accurately forecasting energy prices allows market participants to make informed decisions about buying and selling electricity. PUFF analyzes complex market trends and factors to predict price fluctuations.
Weather forecasting: Weather plays a significant role in energy demand. PUFF seamlessly integrates external weather data, further enhancing the precision of all its forecasts.
Unlocking the Potential of Data: The Powerhouse Behind PUFF
Data integration is the fuel that drives industrial intelligence. PUFF excels in this area by:
Seamless Data Integration: PUFF seamlessly connects to various data sources, including smart meters, sensor networks within power grids, and weather forecasting services.
Automated Data Cleaning: Data quality is paramount for accurate forecasts. PUFF employs automated data cleaning techniques to ensure the integrity of the data used for analysis.
Multivariate Data Exploration: PUFF goes beyond analyzing individual data points. It explores the relationships between various data sets, uncovering hidden patterns and providing a more holistic view of the energy landscape.
Automatic Weather Data Acquisition: Weather data is crucial for accurate forecasting. PUFF automatically acquires weather data from reliable sources, eliminating manual intervention and ensuring consistent data flow.
Advanced Time Series Forecasting Algorithms: PUFF utilizes cutting-edge time series forecasting algorithms that leverage historical data and identified patterns to predict future trends.
Celebal Technologies: Empowering You with an Intuitive and Secure Solution
Celebal understands the importance of user experience and security. PUFF boasts the following features to ensure a smooth and secure forecasting experience:
Intuitive & Self-Explanatory UI: The user interface is designed for ease of use, allowing for quick navigation, access to features, and effortless data interpretation with minimal learning time.
High Degree of Customization: PUFF allows users to tailor forecasts to their specific needs. Integrate unique factors relevant to your operations for even more precise predictions.
Easily Deployable System: PUFF offers a streamlined integration process, enabling swift implementation for utilities worldwide.
Effortless Forecasting: The user-friendly interface features an 8-tab setup with easy experiment naming and updating capabilities.
Centralized Access: All critical functions, including tracking, error analysis, and configuration, are readily accessible from the main selection page.
Secured: Built on Microsoft Azure, PUFF guarantees data integrity and user protection with industry-leading security measures.
Beyond Forecasting: Quantifiable Benefits for Your Business
Celebal's Industrial Intelligence solution delivers tangible results:
70% Enhanced Operational Efficiency: PUFF empowers you to optimize resource allocation, minimize waste, and streamline processes, leading to significant efficiency gains.
3X Risk Mitigation: With accurate forecasting, you can proactively address potential issues and mitigate risks associated with fluctuating demand, variable generation, and price volatility.
60% Improved Planned Maintenance: PUFF facilitates predictive maintenance by identifying potential equipment failures before they occur, minimizing downtime and maintenance costs.
Streamline Decision-Making with Interactive Dashboards
Real-time, interactive dashboards empower you to monitor and analyze multiple parameters simultaneously. Gain valuable insights to make informed decisions and optimize power management strategies.
Conclusion: The Future of Energy Forecasting is Here
Celebal Technologies' Industrial Intelligence solution, with PUFF at its core, represents a paradigm shift in energy and sustainability forecasting. By harnessing the power of AI and integrating diverse data sets, PUFF delivers unparalleled precision and empowers stakeholders across the energy value chain to make data-driven decisions that optimize operations, enhance sustainability efforts, and navigate the ever-evolving energy landscape. To supercharge your digital transformation journey, get in touch with the experts at [email protected]
#Power forecasting#utility forecasting#industrial intelligence#energy forecasting#energy sector#load forecasting#sustainability sector#generation forecasting#price forecasting#Data Integration#weather forecasting#Celebal technologies#PUFF#Power & Utility Forecasting Framework
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quick rant, i cannot believe the "the youth doesn't see The Difference between Internet and reality!" is still so common in media
because yes, we can differentiate between what's happening online and offline, it's easy to do so, but those worlds intertwine in our lives to the degree that there's little reason to do that. there's danger in that, absolutely, don't get me wrong. but even if the medium is totally different, the people are the same. and online is "reality", or at least affects our lives in a way that arguing otherwise would require bad faith.
they're correct the internet rots brains, but their work to that conclusion is paved with fear of being left behind and feelings of superiority, and not, you know, understanding of the topic
#rant#online#internet#social media#older people's view of the internet is so uninformed#or rather#unaware of the way younger generations interact with it#just because you can check the weather forecast on your computer#older intenet user#doesn't mean you get it#you arent fluent in its language and culture#which i envy#in a way#but you've not even *seen* the tip of the iceberg
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Which Companies Are Leading Innovation in the Generative AI in Healthcare Market?
The Generative AI in Healthcare Market Size is experiencing rapid expansion, having reached a valuation of USD 1.7 billion in 2023 and expected to climb to an impressive USD 19.99 billion by 2032. This growth, driven by a robust compound annual growth rate (CAGR) of 31.5% over the forecast period from 2024 to 2032, highlights the increasing integration of AI-driven solutions across medical ecosystems.
As healthcare systems globally confront growing patient populations, increasing data volumes, and the need for faster, more accurate diagnostics, generative AI is becoming a pivotal tool. From personalized treatment planning and predictive diagnostics to drug discovery and virtual health assistants, AI-powered models are reducing clinical workload and improving outcomes at scale.
Key Drivers of Growth:
Personalized Healthcare: Generative AI enables tailored treatment protocols based on patient genetics, lifestyle, and history.
Accelerated Drug Discovery: Pharma companies are leveraging AI models to simulate molecule reactions, reducing R&D timelines significantly.
Predictive Analytics in Diagnostics: AI algorithms enhance imaging tools by detecting anomalies with better accuracy than traditional methods.
Administrative Efficiency: Automated transcription, billing, and documentation allow healthcare providers to focus more on patient care.
Market Trends and Future Outlook:
Hospitals and clinics are integrating AI solutions not just for clinical purposes but for optimizing backend operations. Moreover, increased investment in AI infrastructure by government bodies and private stakeholders further propels innovation. Key market players are aggressively pursuing partnerships, acquisitions, and product development to gain a competitive edge.
The U.S. continues to lead in adoption due to its advanced healthcare system and regulatory support for AI innovations. However, emerging economies in Asia-Pacific are quickly catching up, driven by the need for scalable and cost-effective healthcare solutions.
Noteworthy Developments:
Major players like Google Health, IBM Watson Health, and NVIDIA are investing in partnerships with hospitals and biotech firms.
Startups focusing on generative AI are seeing increased venture capital interest.
Regulatory bodies are working towards frameworks that balance innovation with patient safety.
Challenges to Consider:
While the outlook is overwhelmingly positive, ethical concerns, data privacy, and the need for robust regulatory frameworks remain areas of focus. Industry leaders stress the importance of explainable AI and maintaining transparency in machine-driven decisions.
About Us:
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Contact Us: Jagney Dave – Vice President of Client Engagement Phone: +1-315 636 4242 (US) | +44- 20 3290 5010 (UK) Email: [email protected]
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#Generative AI in Healthcare Market#AI in medicine trends#healthcare AI market forecast#medical AI applications#generative AI healthcare growth
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"expect rain tomorrow" "expect cooler weather tomorrow" "expect a drizzle tomorrow" BRUH i have BEEN expecting this shit "for tomorrow" for a fuckING WEEK
#i speak#need to get back to forecasts telling you the likely weather for you actual area and not the general city area you live by thats like 8 fuck#ing zip codes#'oh thats a microclimate' 'youre thinking of microclimates' ITS NOT MICRO TO ME THE PERSON WHO LIVES HERE#ITS JUST MY FUCKING CLIMATE#ughhh#im not actually that upset abt this#im upset abt other things too thatre making me more upset abt this
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