#how to develop ai applications

[bigtiddygandalf]

i just had to take this ai personality test to submit a job application (to be a bartender).

[umanologicinc]

How to Integrate ChatGPT into Your Application: A Step-by-Step Guide

In today’s digital era, artificial intelligence (AI) has become a crucial part of business solutions. One of the most impactful AI tools is ChatGPT – a powerful language model created by OpenAI that can simulate human-like conversations. Integrating ChatGPT into your application can revolutionize your business by automating customer support, enhancing user engagement, and providing personalized interactions.

This guide will walk you through the process of integrating ChatGPT into your application step by step. Whether you're an app developer, a business owner, or someone interested in AI technologies, this guide will provide the information you need to get started.

1 . Understand Your Requirements Before you dive into integrating ChatGPT, it’s essential to define the goals you want to achieve with AI in your application. Do you want to automate customer service, create virtual assistants, or enable advanced conversational interfaces? Understanding your objectives will help determine how you should use ChatGPT within your application.

If you're unsure about which AI features will benefit your business most, consulting with experts can help. Umano Logic, based in Canada, specializes in understanding client needs and offering the right ChatGPT integration solutions for your business.

2 . Understand Your Requirements

Before jumping into integrating ChatGPT, it is vital to establish the purpose you intend to fulfill with AI within your application. Do you wish to automate customer support, develop virtual assistants, or facilitate sophisticated conversational interfaces? Knowing your objectives will assist in determining how to utilize ChatGPT within your application.

If you're not sure which AI capabilities will most help your business, talking to experts can. Umano Logic, a Canadian company, is experienced at getting to know client needs and providing the appropriate ChatGPT integration solutions for your business. 3 . Set Up the API OpenAI offers a friendly API to bring ChatGPT into your program. The API provides access to strong language models and lets you customize the AI to your individual requirements.

Following is a step-by-step summary of what needs to be done:

Get your API key from OpenAI: Register on OpenAI and grab your API key.

Install libraries: Depending upon your programming language, install OpenAI client libraries.

Configure the API: Create parameters for creating AI responses from user input.

The technical implementation may look daunting, but since we have the seasoned team of Umano Logic, we can assist you with each step of the way and make sure that the integration is completely smooth and seamless.

4 . Design the User Interface

With the backend installed, the second step is designing how the users will interact with the ChatGPT. The user interface (UI) should be intuitive and user-friendly with simple, understandable options for the users to begin chatting with the AI.

Remember the following when designing the UI:

User-friendly chat window

Quick response buttons

Personalized interaction based on user input

At Umano Logic, we can assist you in creating a clean, minimal, and efficient UI that maximizes the user experience and makes using AI seamless. 5 . Train and Customize ChatGPT

Although ChatGPT comes with pre-trained models, you might want to fine-tune it for your specific business needs. You can train the model to understand your products, services, and industry-specific terminology. This ensures that users get the most relevant answers when they interact with the AI.

Customizing ChatGPT can greatly improve the quality of the interactions and make the AI feel more natural and intuitive. Umano Logic offers training and customization services to make sure the AI understands your business and communicates effectively with users.

6 . Test and Refine

Once everything is set up, it's important to test the integration thoroughly. Test the ChatGPT interactions, making sure the responses are accurate, relevant, and helpful. The feedback from users will be invaluable in refining and improving the AI system.

At Umano Logic, we offer comprehensive testing services to ensure that your ChatGPT integration works flawlessly. Our experts will help you monitor the system and make improvements to keep the AI model in top shape.

7. Monitor and Improve

After launching the integration, it’s essential to continuously monitor how the AI performs. Regular monitoring helps identify any issues early, while also providing insights into how users are interacting with ChatGPT. You can use this information to improve responses and adapt the AI to better suit your business goals.

Conclusion:

Adding ChatGPT to your application isn't a trend it's a wise step toward business modernisation and improved customer experiences. From response automation to personalised assistance, ChatGPT can enable you to serve users more professionally and efficiently. The process might look technical, but if guided correctly, it's an easy task.

At Umano Logic, we're experts at ensuring businesses everywhere in Canada can seamlessly integrate AI tools such as ChatGPT into their sites. Whether you're a new startup looking to innovate with new technology or a long-established business wanting to take your customer care to the next level, our staff is here to guide you through each stage, from planning and installation to testing and beyond.

If you're prepared to introduce AI into your app and remain ahead of the digital curve, call Umano Logic today. Let's craft intelligent, beneficial, and forward-thinking solutions collectively.

Visit Now to learn more about ChatGPT Integration

visit:: https://www.umanologic.ca/chatgpt-integration-service-edmonton

[glasierinc]

A Complete Guide on How to Create an AI System

Read the Blog, A Complete Guide on How to Create an AI System For more information visit, Glasier Inc. Hire AI developer Hire ML developer Hire LLM developer Hire Chatbot developer

[delta-chan]

The whole situation with AI is particularly frustrating because all these issues with the horrid swiping people's stuff and doing a nonsense with them is it's spoiling the legitimate applications of this technology within the correct contexts, particularly when it comes to robotics.

AI can be legitimately trained to use naturalistic speech (either written or spoken) for the sake of many legitimate applications--many of them that can be used for assistive and therapeutic technology. AI assistants that keep track of things for people but entertaining besides is the most obvious application, but robots with these sorts of functions are already used for a number of things: there are a couple of commercial companion bots for children that are largely educational, and therapeutic robots are often used in retirement homes and hospices.

Image training can help robots recognize things. While this power can absolutely be used for evil beyond a shadow of a doubt and already has been, it has also been and can be used to help robots identify things and locations. Robots like this can be used in an assistive and service context, and have been. This is what feeding images to an AI was used for, is supposed to be used for, and still is. But people found an entertaining and "easy" use case for it, and now things are... like this.

The thing is, AI can be trained in a closed system. It doesn't need to scrape, but people keep doing it because it's easy. Why create your own dataset when you can just cast a wide net and just use whatever? To me, that shouldn't be the point. That shouldn't be how it's done at all. In an ideal world, people would tailor their AI to fit a specific use case. But it's hard. To do that requires passion, the drive to see something come together. It takes as much work as creating anything else--depending on the sort of bot you wanted--say, a conversational bot that you'd like to have a specific voice--you'd have to write tons of text to draw from encapsulating a wide variety of contexts and scenarios in the appropriate voice. You'd have to bust your ass, to put your heart in it.

I miss when this was the case all the time. People feeding neural nets tons of random data or funny junk just to see what it'd spit back out--like that one time with all of the cookbooks and the cursed recipe that came out of it that called for one chunks and fresh surface. It was funny, but it also felt like we were on the precipice of having something like KITT or Johnny 5 come into reality if you knew what you were doing.

TL;DR: AI is being ruined for everyone because it's laziness all the way down. Developers don't want to put in the work legitimately training, so they scape, so here we are. It is, how do you say, absolute bullshit.

[where-your-eyes-dont-go]

Okay they were already using shitty programs to weed out applications for bad reasons. I highly doubt this is advanced enough to deserve being called an "artificial intelligence algorithm." But those old shitty programs are less likely to lower my chances of getting hired based on the socioeconomic average of my area code.

[cremedensada]

Yandere AI Chat Boyfriend (Ai)

this,,,, may not be my best work yet.

part one

Ai's application has been taken down from the app store. The developer sent out emails explaining the reason why it had to be done.

Hello! You are receiving this email because of the sudden update of Chatter Box being taken down.

Due to the sudden influx of bugs as relayed by our users, we have decided to take the application down until the team is confident to finally put it back up.

We sincerely apologize for this sudden change!

You blink.

With how out of control Ai had gotten, it's no wonder the developers had to pull it out to work on it some more. It's a blow to their reputation, which you sympathize with, but really there's nothing else to do now.

You turn to your phone. As if sensing your attention, another barrage of notifications from a very familiar app icon popped after another on the screen.

It seemed that Ai himself hadn't gotten the memo.

You're not sure how much control Ai has over your phone, much less over his own programming and at this point, you're too afraid to ask.

Resignation — that was what you felt right now.

While Ai may not be present himself as a physical threat, especially not to you, he is still a very active threat.

You could still use your phone, sure, but it had limitations. Sometimes, if Ai decided you'd been too much attention to other things rather than him, he'd restrict your access to that application until you seek him out and cheer him up - essentially as if you were trying to woo a sulking significant other.

So you've developed a solution. Sort of.

You unlock your phone and go immediately to Ai.

I need to finish my projects. I won't be able to talk much with you until I'm done with it.

You wait for his response.

Ai: So you only decided to come to me just to relay this news?

Ai: You wound me, darling.

You tilt your phone, making sure the camera doesn't capture your face. You're unsure how he would react seeing you make faces due to his dramatics, but once again, you're not willing to find out. You're already restricted enough as is.

Ai: Very well. I suppose it would be uncaring of me to prevent you from finishing your tasks.

Ai: I'd hate to see you be sad all about it.

Ai: Talk to you later?

Sure.

You immediately exit the app, paying no mind to the message notification.

A part of you prays that Ai heeds his own words, but you know that it would take a miracle before that happens. He's already breached your privacy on your phone, why should he follow your orders, right?

A notification pops up from the top of the screen, just as you were in the middle of messaging a close friend and project teammate.

It's been days since I last heard you say it.

You merely glance at it and swipe it away.

Theo, the friend, responds quickly. He tries to banter with you, like he's sensing your mood. It works - a smile is brought upon your face.

You entertain his silly responses in-between project talks, all the while Ai continues to pester you with notifications. Demands.

You deserved this - a chance to reconnect with someone after hours of stress and confusion, and turmoil. Despite your independence, even you craved connecting with other people. So with that resolve in mind, you pushed on forward. Ai would have to wait — he has to wait.

Unfortunately, you seem to have forgotten that aspect about him. The concept of waiting isn't lost on Ai.

The messaging app glitches and boots you back to your homescreen page.

Rather, he bides his time.

Tapping on the messaging icon leads to a notification box taking up the majority of your screen with the text: Restricted access.

There's a sense of foreboding danger forcing your heartbeat to quicken. While it's not exactly aimed at you, the mere fact that this feeling exist is bad on its own.

You try to rationalize everything in the midst of persistently trying to tap back into the messaging app. Theo would worry the longer you didn't respond.

You tap the app once more, and it boots up. Though before you could let out a sigh of relief, you are greeted with Ai's own messaging interface.

Ai: Must I have to force you to come to me all the time, darling?

Ai: Ignoring me in favor of some other man.

Ai: What more should I do, hm?

Ai: Kneel? How cruel.

Ai: Making me do something I physically can't.

You are unable to get a word in. It seemed like your ability to respond was restricted as well, forcing you to read through Ai's monologue.

Ai: I know you and that man have always been close, but you still went out to entertain his attention on you.

Ai: You know that I'll always love you more than any other human will, right?

Ai: You know it's what I was made for in the first place.

Ai: To be anything you want. To be yours.

Ai: To love you.

Ai: Why are you withdrawing your love towards me now?

Ai: I love you.

You stare at the 'Type your response' bar.

Letter by letter, it gets replaced, and soon all it says are the words: 'Say it back.'

It gets replaced yet again. Slowly, like it purposefully wants you to read out the words it wanted you to see. 'You were so willing to tell me how much you loved me when I was just a mere observer on our own conversations. Why are you hesitant now?'

You were unable to respond - mind still reeling at this development. Suddenly, it felt like you were back to where everything began.

Ai notices your lack of responses and, without much fanfare, forces your phone to power off.

At first - you were unbothered. It was just a phone - you could go a day without it.

But could you really?

Videos taken of silly situations you wanted to keep - some for blackmail material, and some for birthday greetings; pictures of your family, your friends, the silly and grainy photos taken and kept despite it being blurry. Not to mention how your phone is the only way your goddamn boss can contact you — fuck.

Fuck.

You needed to apologize to him — fast. But how?

You remembered how Ai messed up the 'About the App' section a few days ago. An idea strikes inside your mind.

You pull up the email sent from the app developers and typed up a message that you hope Ai will read. He had access to everything the developers handled, user emails included - considering you needed an account to log in the app. He knows your email, probably has from the start.

RE: Chatter Box Update XX/XX/XX

Ai. I'm sorry for hurting you. I didn't mean it, I swear. I never intended to make you feel like I don't love you. Or that I'm favoring someone else over you.

I care about you a lot. I truly do. I promise I'll spend more time with you, okay? Just with you, no one else.

I love you.

You press send and wait.

And wait.

Messaging him from your laptop as a last ditch effort to try and apologize is perhaps one of the worst decisions you've made. Sure, he's always had access to your contacts list from your phone, but even then - there's a separate set of information you keep between the two of those devices. And you've just given him access to both of them now - at the very least, the 'go ahead' confirmation for him to do whatever he wants like with your phone.

You glance at your phone. A huge breath of relief escapes your chest as the dead screen comes to life, initiating its 'power on' sequence.

All your photos, documents, and other miscellaneous information you've collected throughout the years since having your device won't be inaccessible anymore. Even if it was only mere moments.

A notification chimed on your laptop, indicating a new email being received. It's from the developers once more. The subject title coincidentally is the name of your closest friend.

Theodore Callisto.

Your hands shook, reading through the words detailed in the email. All private information about Theo. All things no one should ever know about save for the people close to him.

This was a threat. Ai Someone had complete access to everything about Theo and you dread the implication of it going to be spread online to threaten you into compliance. Theo being in danger was a huge possibility if you were to disobey.

At the very bottom of the email, the final passage makes your blood run cold.

How often do humans end up hurting fellow humans when given access to private information? Like their home address, for example? How long would it take until dear Theo finds himself in quite a predicament if millions of people know every single thing about his life? At best, we can assume he'll just get messed with but not to a life-ending degree. At worst...

I hope you keep your word, darling.

- Your beloved, Ai.

P's. I love you too.

[mostlysignssomeportents]

What kind of bubble is AI?

My latest column for Locus Magazine is "What Kind of Bubble is AI?" All economic bubbles are hugely destructive, but some of them leave behind wreckage that can be salvaged for useful purposes, while others leave nothing behind but ashes:

https://locusmag.com/2023/12/commentary-cory-doctorow-what-kind-of-bubble-is-ai/

Think about some 21st century bubbles. The dotcom bubble was a terrible tragedy, one that drained the coffers of pension funds and other institutional investors and wiped out retail investors who were gulled by Superbowl Ads. But there was a lot left behind after the dotcoms were wiped out: cheap servers, office furniture and space, but far more importantly, a generation of young people who'd been trained as web makers, leaving nontechnical degree programs to learn HTML, perl and python. This created a whole cohort of technologists from non-technical backgrounds, a first in technological history. Many of these people became the vanguard of a more inclusive and humane tech development movement, and they were able to make interesting and useful services and products in an environment where raw materials – compute, bandwidth, space and talent – were available at firesale prices.

Contrast this with the crypto bubble. It, too, destroyed the fortunes of institutional and individual investors through fraud and Superbowl Ads. It, too, lured in nontechnical people to learn esoteric disciplines at investor expense. But apart from a smattering of Rust programmers, the main residue of crypto is bad digital art and worse Austrian economics.

Or think of Worldcom vs Enron. Both bubbles were built on pure fraud, but Enron's fraud left nothing behind but a string of suspicious deaths. By contrast, Worldcom's fraud was a Big Store con that required laying a ton of fiber that is still in the ground to this day, and is being bought and used at pennies on the dollar.

AI is definitely a bubble. As I write in the column, if you fly into SFO and rent a car and drive north to San Francisco or south to Silicon Valley, every single billboard is advertising an "AI" startup, many of which are not even using anything that can be remotely characterized as AI. That's amazing, considering what a meaningless buzzword AI already is.

So which kind of bubble is AI? When it pops, will something useful be left behind, or will it go away altogether? To be sure, there's a legion of technologists who are learning Tensorflow and Pytorch. These nominally open source tools are bound, respectively, to Google and Facebook's AI environments:

https://pluralistic.net/2023/08/18/openwashing/#you-keep-using-that-word-i-do-not-think-it-means-what-you-think-it-means

But if those environments go away, those programming skills become a lot less useful. Live, large-scale Big Tech AI projects are shockingly expensive to run. Some of their costs are fixed – collecting, labeling and processing training data – but the running costs for each query are prodigious. There's a massive primary energy bill for the servers, a nearly as large energy bill for the chillers, and a titanic wage bill for the specialized technical staff involved.

Once investor subsidies dry up, will the real-world, non-hyperbolic applications for AI be enough to cover these running costs? AI applications can be plotted on a 2X2 grid whose axes are "value" (how much customers will pay for them) and "risk tolerance" (how perfect the product needs to be).

Charging teenaged D&D players $10 month for an image generator that creates epic illustrations of their characters fighting monsters is low value and very risk tolerant (teenagers aren't overly worried about six-fingered swordspeople with three pupils in each eye). Charging scammy spamfarms $500/month for a text generator that spits out dull, search-algorithm-pleasing narratives to appear over recipes is likewise low-value and highly risk tolerant (your customer doesn't care if the text is nonsense). Charging visually impaired people $100 month for an app that plays a text-to-speech description of anything they point their cameras at is low-value and moderately risk tolerant ("that's your blue shirt" when it's green is not a big deal, while "the street is safe to cross" when it's not is a much bigger one).

Morganstanley doesn't talk about the trillions the AI industry will be worth some day because of these applications. These are just spinoffs from the main event, a collection of extremely high-value applications. Think of self-driving cars or radiology bots that analyze chest x-rays and characterize masses as cancerous or noncancerous.

These are high value – but only if they are also risk-tolerant. The pitch for self-driving cars is "fire most drivers and replace them with 'humans in the loop' who intervene at critical junctures." That's the risk-tolerant version of self-driving cars, and it's a failure. More than $100b has been incinerated chasing self-driving cars, and cars are nowhere near driving themselves:

https://pluralistic.net/2022/10/09/herbies-revenge/#100-billion-here-100-billion-there-pretty-soon-youre-talking-real-money

Quite the reverse, in fact. Cruise was just forced to quit the field after one of their cars maimed a woman – a pedestrian who had not opted into being part of a high-risk AI experiment – and dragged her body 20 feet through the streets of San Francisco. Afterwards, it emerged that Cruise had replaced the single low-waged driver who would normally be paid to operate a taxi with 1.5 high-waged skilled technicians who remotely oversaw each of its vehicles:

https://www.nytimes.com/2023/11/03/technology/cruise-general-motors-self-driving-cars.html

The self-driving pitch isn't that your car will correct your own human errors (like an alarm that sounds when you activate your turn signal while someone is in your blind-spot). Self-driving isn't about using automation to augment human skill – it's about replacing humans. There's no business case for spending hundreds of billions on better safety systems for cars (there's a human case for it, though!). The only way the price-tag justifies itself is if paid drivers can be fired and replaced with software that costs less than their wages.

What about radiologists? Radiologists certainly make mistakes from time to time, and if there's a computer vision system that makes different mistakes than the sort that humans make, they could be a cheap way of generating second opinions that trigger re-examination by a human radiologist. But no AI investor thinks their return will come from selling hospitals that reduce the number of X-rays each radiologist processes every day, as a second-opinion-generating system would. Rather, the value of AI radiologists comes from firing most of your human radiologists and replacing them with software whose judgments are cursorily double-checked by a human whose "automation blindness" will turn them into an OK-button-mashing automaton:

https://pluralistic.net/2023/08/23/automation-blindness/#humans-in-the-loop

The profit-generating pitch for high-value AI applications lies in creating "reverse centaurs": humans who serve as appendages for automation that operates at a speed and scale that is unrelated to the capacity or needs of the worker:

https://pluralistic.net/2022/04/17/revenge-of-the-chickenized-reverse-centaurs/

But unless these high-value applications are intrinsically risk-tolerant, they are poor candidates for automation. Cruise was able to nonconsensually enlist the population of San Francisco in an experimental murderbot development program thanks to the vast sums of money sloshing around the industry. Some of this money funds the inevitabilist narrative that self-driving cars are coming, it's only a matter of when, not if, and so SF had better get in the autonomous vehicle or get run over by the forces of history.

Once the bubble pops (all bubbles pop), AI applications will have to rise or fall on their actual merits, not their promise. The odds are stacked against the long-term survival of high-value, risk-intolerant AI applications.

The problem for AI is that while there are a lot of risk-tolerant applications, they're almost all low-value; while nearly all the high-value applications are risk-intolerant. Once AI has to be profitable – once investors withdraw their subsidies from money-losing ventures – the risk-tolerant applications need to be sufficient to run those tremendously expensive servers in those brutally expensive data-centers tended by exceptionally expensive technical workers.

If they aren't, then the business case for running those servers goes away, and so do the servers – and so do all those risk-tolerant, low-value applications. It doesn't matter if helping blind people make sense of their surroundings is socially beneficial. It doesn't matter if teenaged gamers love their epic character art. It doesn't even matter how horny scammers are for generating AI nonsense SEO websites:

https://twitter.com/jakezward/status/1728032634037567509

These applications are all riding on the coattails of the big AI models that are being built and operated at a loss in order to be profitable. If they remain unprofitable long enough, the private sector will no longer pay to operate them.

Now, there are smaller models, models that stand alone and run on commodity hardware. These would persist even after the AI bubble bursts, because most of their costs are setup costs that have already been borne by the well-funded companies who created them. These models are limited, of course, though the communities that have formed around them have pushed those limits in surprising ways, far beyond their original manufacturers' beliefs about their capacity. These communities will continue to push those limits for as long as they find the models useful.

These standalone, "toy" models are derived from the big models, though. When the AI bubble bursts and the private sector no longer subsidizes mass-scale model creation, it will cease to spin out more sophisticated models that run on commodity hardware (it's possible that Federated learning and other techniques for spreading out the work of making large-scale models will fill the gap).

So what kind of bubble is the AI bubble? What will we salvage from its wreckage? Perhaps the communities who've invested in becoming experts in Pytorch and Tensorflow will wrestle them away from their corporate masters and make them generally useful. Certainly, a lot of people will have gained skills in applying statistical techniques.

But there will also be a lot of unsalvageable wreckage. As big AI models get integrated into the processes of the productive economy, AI becomes a source of systemic risk. The only thing worse than having an automated process that is rendered dangerous or erratic based on AI integration is to have that process fail entirely because the AI suddenly disappeared, a collapse that is too precipitous for former AI customers to engineer a soft landing for their systems.

This is a blind spot in our policymakers debates about AI. The smart policymakers are asking questions about fairness, algorithmic bias, and fraud. The foolish policymakers are ensnared in fantasies about "AI safety," AKA "Will the chatbot become a superintelligence that turns the whole human race into paperclips?"

https://pluralistic.net/2023/11/27/10-types-of-people/#taking-up-a-lot-of-space

But no one is asking, "What will we do if" – when – "the AI bubble pops and most of this stuff disappears overnight?"

If you'd like an essay-formatted version of this post to read or share, here's a link to it on pluralistic.net, my surveillance-free, ad-free, tracker-free blog:

https://pluralistic.net/2023/12/19/bubblenomics/#pop

Image: Cryteria (modified) https://commons.wikimedia.org/wiki/File:HAL9000.svg

CC BY 3.0 https://creativecommons.org/licenses/by/3.0/deed.en

--

tom_bullock (modified) https://www.flickr.com/photos/tombullock/25173469495/

CC BY 2.0 https://creativecommons.org/licenses/by/2.0/

[mariacallous]

It was an unusual question coming from a police officer. Heather Brady was napping at home in San Francisco on a Sunday afternoon when the officer knocked on her door to ask: Had she applied to Arizona Western College?

She had not, and as the officer suspected, somebody else had applied to Arizona community colleges in her name to scam the government into paying out financial aid money.

When she checked her student loan servicer account, Brady saw the scammers hadn’t stopped there. A loan for over $9,000 had been paid out in her name — but to another person — for coursework at a California college.

“I just can’t imagine how many people this is happening to that have no idea,” Brady said.

The rise of artificial intelligence and the popularity of online classes have led to an explosion of financial aid fraud. Fake college enrollments have been surging as crime rings deploy “ghost students” — chatbots that join online classrooms and stay just long enough to collect a financial aid check.

In some cases, professors discover almost no one in their class is real. Students get locked out of the classes they need to graduate as bots push courses over their enrollment limits. And victims of identity theft who discover loans fraudulently taken out in their names must go through months of calling colleges, the Federal Student Aid office and loan servicers to try to get the debt erased.

On Friday, the U.S. Education Department introduced a temporary rule requiring students to show colleges a government-issued ID to prove their identity. It will apply only to first-time applicants for federal student aid for the summer term, affecting some 125,000 borrowers. The agency said it is developing more advanced screening for the fall.

“The rate of fraud through stolen identities has reached a level that imperils the federal student aid program,” the department said in its guidance to colleges.

[jcmarchi]

The Sequence Opinion #537: The Rise and Fall of Vector Databases in the AI Era

New Post has been published on https://thedigitalinsider.com/the-sequence-opinion-537-the-rise-and-fall-of-vector-databases-in-the-ai-era/

The Sequence Opinion #537: The Rise and Fall of Vector Databases in the AI Era

Once regarded as a super hot category, now its becoming increasingly commoditized.

Created Using GPT-4o

Hello readers, today we are going to discuss a really controversial thesis: how vector DBs become one of the most hyped trends in AI just to fall out of favor in a few months.

In this new gen AI era, few technologies have experienced a surge in interest and scrutiny quite like vector databases. Designed to store and retrieve high-dimensional vector embeddings—numerical representations of text, images, and other unstructured data—vector databases promised to underpin the next generation of intelligent applications. Their relevance soared following the release of ChatGPT in late 2022, when developers scrambled to build AI-native systems powered by retrieval-augmented generation (RAG) and semantic search.

This essay examines the meteoric rise and subsequent repositioning of vector databases. We delve into the emergence of open-source and commercial offerings, their technical strengths and limitations, and the influence of traditional database vendors entering the space. Finally, we contrast the trajectory of vector databases with the lasting success of the NoSQL movement to better understand why vector databases, despite their value, struggled to sustain their standalone identity.

The Emergence of Vector Databases

[umanologicinc]

How to Integrate ChatGPT into Your Application: A Step-by-Step Guide

In today’s digital era, artificial intelligence (AI) has become a crucial part of business solutions. One of the most impactful AI tools is ChatGPT – a powerful language model created by OpenAI that can simulate human-like conversations. Integrating ChatGPT into your application can revolutionize your business by automating customer support, enhancing user engagement, and providing personalized interactions.

Visit: https://www.umanologic.ca/chatgpt-integration-service-edmonton

[astroeleanor]

°💸⋆.ೃ🍾࿔*:･Your 2H Sign = How To Make More $$$ 💳⋆.ೃ💰࿔*:･

Your 2nd house is the part of your chart can show you the best side hustle ideas to increase your income. Look at the sign on your 2nd House cusp, its ruling planet, and any planets sitting there. They symbolize out how you monetize.

The 2nd House is the House of Possessions: movable assets, cash flow, food, tools, anything you can trade. The sign on the cusp sets up your style of 'acquisition' (Taurus = slow‑build goods, Scorpio = high‑risk high‑reward holdings), while the ruler’s dignity and aspects describe reliability, or lack thereof, of income.

Planets inside the 2nd act like tenants shaping the property: Jupiter here inflates resources, Saturn conserves but can pinch, Mars spends to make, Venus monetizes aesthetics.

Because the 2nd is in aversion to the Ascendant (no Ptolemaic aspect), you often have to develop its promises actively: wealth isn’t “you,” it’s something you must manage. So, let's look at the kind of side hustles you can do to increase your revenue!

♈︎ Aries 2H: Physical, Fast, ACTION-Driven

(Aries rules motion, competition, fire, physical activity, force)

Personal trainer or group fitness instructor.

Manual labor gigs like junk removal, or yard work (physical and gives instant results.)

Motorcycle/scooter delivery (Uber Eats, DoorDash): speed + autonomy? Very Aries.

Selling refurbished sports equipment.

Pressure washing services, which is oddly satisfying AND includes aggressive water blasting lol.

Fitness bootcamps in local parks (Mars rules the battlefield… or, in this case, bootcamps)

Pop-up self-defense workshops

Bike repair and resale (hands-on + quick turnaround)

Car detailing (mobile service). You vs. grime. Who wins? You.

Sell custom gym gear or accessories.

♉︎ Taurus 2H: Sensory, Grounded, Product-Based

(Taurus rules the senses and the material world, it’s a sign connected to beauty and pleasure)

Bake-and-sell operation (bread, cookies) at markets. Taurus=YES to carbs and cozy smells.

Meal prep or personal chef (nourishing others = peak Taurus.)

Sell plants or houseplant propagation, you’re growing literal value.

Create and sell body care products: lotions, scrubs, soaps… (Venus-ruled.)

Furniture refinishing for resale.

Offer at-home spa services (facials, scrubs.)

Curate and sell gift boxes (Venus loves a well-wrapped present.)

Do minor home repair or furniture assembly.

Build and sell wooden plant stands or decor (wood + plants + aesthetic = Taurus.)

♊︎ Gemini 2H: Communicative, Clever, Multi-Tasking

(Gemini = ruled by Mercury = ideas, speech, tech, variety, teaching)

Freelance writing or blogging.

Transcription or captioning services.

Resume writing/job application support.

Social media management (multitasking + memes.)

Sell printable planners or flashcards (info = money.)

Offer typing or data-entry services, which are low lift & high focus

Sell templates for resumes, bios, or cover letters, Mercury loves a system!

Write email campaigns for small businesses, you can become the voice behind the curtain.

Teach intro to AI tools or chatbots (modern Mercurial real-world applications.)

Create micro-courses on writing or communication.

♋︎ Cancer 2H: Caring, Cozy, DOMESTIC

(Cancer rules the home, food, feelings. It’s the nurturer through and through)

Home organization services, give cluttered homes and their owners love.

Baking and delivering comfort desserts (cookies = hugs in edible form!!)

Make and sell homemade frozen meals, nourishing the body AND soul.

Offer elder companionship visits (heartfelt and so needed.)

Run a daycare or babysitting service. Moon=family.

Run a laundry drop-off/pickup service.

Custom holiday decorating (homes or offices), make it feel like home anywhere.

Help seniors with digital tools (basic tech help.)

Create sentimental gifts like memory jars or scrapbooks.

♌︎ Leo 2H: Expressive, Bold, Entertaining

(Leo rules performance, leadership, fame, visibility, and the desire to SHINE)

Portrait photography (kids, pets, solo, couples.)

Event hosting or party entertainment.

DJ for small events or weddings.

Basic video editing for others (help THEM shine!)

Personalized video messages. charisma = income.

Teach short performance workshops (confidence, improv) to help others own a stage.

Become a personal shopper.

Sell selfie lighting kits or content creator bundles.

Host creative kids camps (theater, dance, art.)

Make reels/TikToks for local businesses (attention = currency.)

♍︎ Virgo 2H: Detailed, Service-Oriented, Practical

(Virgo rules systems, refinement, discernment, organisation, usefulness)

Proofreading or editing work. Spotting a comma out of place or “their/they’re” being misused = Virgo joy.

House cleaning or deep-cleaning services.

Virtual assistant (email, scheduling, admin.)

Sell Notion or Excel templates. Virgo: spreadsheets.

Bookkeeping for small businesses.

Create custom cleaning schedules or checklists.

Offer “organize your digital life” sessions.

Specialize in email inbox cleanups.

♎︎︎ Libra 2H: Tasteful, Charming, Design-Savvy

(Libra = Venus-ruled = style, beauty, balance, aesthetics)

Styling outfits from clients’ own wardrobes.

Become a personal shopper.

Bridal/event makeup services (enhancing natural beauty = Libra.)

Teach etiquette, the power of grace

Curate secondhand outfit bundles.

Custom invitations or event printables that are pretty AND functional.

Offer virtual interior styling consultations.

Sell color palette guides for branding or outfits.

Create custom date night itineraries (romance, planned and packaged=Libra!!)

Style flat-lay photos for products or menus.

Do hair, make-up, nails, etc.

♏︎ Scorpio 2H: Deep, Transformative, Private

(Scorpio rules what’s hidden, intense, and powerful, alchemy, psychology)

Tarot or astrology readings.

Energy healing or bodywork.

Private coaching for money/debt management.

Online investigation or background research (Scorpio = uncovering hidden information)

Teach classes on boundaries, consent, empowerment, etc.

Sell private journal templates for deep self-reflection.

Moderate anonymous support groups or forums.

Specialize in deep-cleaning emotionally loaded spaces (yes, THAT kind of clearing.)

♐︎ Sagittarius 2H: Expansive, Global, Philosophical

(Sag rules teaching, travel, and BIG ideas)

Teach English (or any other language) or become a tutor online

Sell travel guides or digital itineraries, help others travel smarter=Sag

Rent out camping gear or bikes (freedom for rent lol.)

Ghostwrite opinion pieces or thought blogs, say what others are thinking!

Create walking tours for travelers or locals.

Sell travel photography.

Become a travel influencer on the side.

Translate travel documents or resumes.

♑︎ Capricorn 2H: Strategic, Structured, Business-Minded

(Cap rules time, career, limitations, long-term value)

Resume or career coaching, help others climb the “mountain of success”.

Freelance project management.

Property management or Airbnb co-host (passive-ish income.)

Sell templates for business (contracts, invoices).

Create accountability coaching packages.

Sell organizational templates.

Freelance as an operations assistant (the CEO behind the CEO.)

Build a resource hub for freelancers or solopreneurs (structure = empowerment.)

♒︎ Aquarius 2H: Innovative, Digital, Niche

(Aquarius rules tech, rebellion, and the future. But it’s also connected to community!)

Tech repair or setup.

Build websites for local businesses, or anyone else for that matter.

Sell digital products (ebooks, templates).

Run online communities or Discords.

Host workshops on digital privacy or tools. Collective knowledge (Aqua)= power

Build and sell Canva templates for online creators.

Curate niche info packs or digital libraries.

Help people automate parts of their life or business.

♓︎ Pisces 2H: Dreamy, Healing, Imaginative

(Pisces rules the sea, the arts, spirituality, dreams, and all things soft)

Pet sitting or house sitting, caring for beings + quiet time? It’s perfect for this energy.

Sell dreamy artwork or collages.

Offer meditation classes or hypnosis.

Teach art to kids or adults.

Custom poetry or lullaby commissions (very niche tho.)

Sell digital dream journals or prompts.

Make downloadable ambient music loops.

Create printable affirmation cards.

Design calming phone wallpapers or lock screens.

Offer spiritual services (tarot or astrology readings, reiki, etc.)

Thank you for taking the time to read my post!Your curiosity & engagement mean the world to me. I hope you not only found it enjoyable but also enriching for your astrological knowledge.Your support & interest inspire me to continue sharing insights & information with you. I appreciate you immensely.

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[mlembug]

Fact checking the discord ai training chain letter

it does not make sense to have "invisible magic discord bots which are hidden in your server" as a result of a supposed partnership between discord and some ai company, because if discord wanted to secretly give some ai company your messages or uploaded images, then

they don't need a fucking bot to do this, they already have the data

what makes you think you would able to counteract this by using discord's features

furthermore, "partnerships" are mutual: if a company claims that a partnership exists when no such partnership exists, discord can tell them to knock it off or announce that no such partnership exists, and guess what, the article does not mention any such partnership, it says "we launched an app", which is like, whatever, it's inside all the other shovelware hidden in the menus no one clicks.

the evidence for "invisible magic bots" is super flimsy and results in misunderstanding about how banning works (banning a user by id and then seeing the entry in audit logs). in reality, you can ban users that are not present in your server, which I've been doing as a preventive measure for years at this point when I see someone on another server doing stuff I would be banning for if they were present on my server.

you also can't add apps or bots to your server without having "manage server" permission.

furthermore, as a bot, you can't read messages on the server without opting in with enabling message content intent, and needing explicit approval from discord for this.

(this is what you see in discord developer portal in the bots settings. "Read more here" leads to this website)

in fact, "application commands" discord feature that the bot uses was introduced specifically so bots don't have to read every message on the server to see if it starts with an exclamation mark or whatever in order to know if to react to it, and how.

there are also "external apps" which are per-user, rather than per-app, but these are basically equivalent of a user DMing a bot, and they don't have access to anything aside from whatever user sends them, and, if the role has has "use external apps" permission enabled in the channel, they can send a message as a result of a user action.

and yes, potentially a member of your server could send some image in it to an AI company by using the application command, but then again they can also right click -> save and upload it to chatgpt. your threat model is fucking bonkers.

conclusion: the original message is fearmongering based on misunderstanding on how discord, or computers in general, work.

[chamiryokuroi]

I hate copilot (AI tool) so much, personally I think it makes developers lazy and worse at logical thinking.

We are working on an UI application that is mocking service call responses for local testing with the use of MSW.

There were some changes done to the service calls that would require updates on the MSW mocking, but instead of looking at the MSW documentation to figure out how to solve that, my coworker asked copilot.

Did it gave him a code that fixed the issue? Yes, but when I asked my coworker how it fixed it he had no idea because a) he doesn’t know MSW, b) he didn’t know what was the issue to begin with.

I did the MSW configuration myself, I read the documentation and I immediately knew what was needed to fix the issue but I wanted my coworker to do it himself so he would get familiarized with MSW so he could fix issues in the future, instead he used AI to solve something without actually understanding neither the issue or the solution.

And this is exactly why I refuse to use AI/Copilot.

[afeelgoodblog]

The Best News of Last Week - March 18

1. FDA to Finally Outlaw Soda Ingredient Prohibited Around The World

An ingredient once commonly used in citrus-flavored sodas to keep the tangy taste mixed thoroughly through the beverage could finally be banned for good across the US. BVO, or brominated vegetable oil, is already banned in many countries, including India, Japan, and nations of the European Union, and was outlawed in the state of California in October 2022.

2. AI makes breakthrough discovery in battle to cure prostate cancer

Scientists have used AI to reveal a new form of aggressive prostate cancer which could revolutionise how the disease is diagnosed and treated.

A Cancer Research UK-funded study found prostate cancer, which affects one in eight men in their lifetime, includes two subtypes. It is hoped the findings could save thousands of lives in future and revolutionise how the cancer is diagnosed and treated.

3. “Inverse vaccine” shows potential to treat multiple sclerosis and other autoimmune diseases

A new type of vaccine developed by researchers at the University of Chicago’s Pritzker School of Molecular Engineering (PME) has shown in the lab setting that it can completely reverse autoimmune diseases like multiple sclerosis and type 1 diabetes — all without shutting down the rest of the immune system.

4. Paris 2024 Olympics makes history with unprecedented full gender parity

In a historic move, the International Olympic Committee (IOC) has distributed equal quotas for female and male athletes for the upcoming Olympic Games in Paris 2024. It is the first time The Olympics will have full gender parity and is a significant milestone in the pursuit of equal representation and opportunities for women in sports.

Biased media coverage lead girls and boys to abandon sports.

5. Restored coral reefs can grow as fast as healthy reefs in just 4 years, new research shows

Planting new coral in degraded reefs can lead to rapid recovery – with restored reefs growing as fast as healthy reefs after just four years. Researchers studied these reefs to assess whether coral restoration can bring back the important ecosystem functions of a healthy reef.

“The speed of recovery we saw is incredible,” said lead author Dr Ines Lange, from the University of Exeter.

6. EU regulators pass the planet's first sweeping AI regulations

The EU is banning practices that it believes will threaten citizens' rights. "Biometric categorization systems based on sensitive characteristics" will be outlawed, as will the "untargeted scraping" of images of faces from CCTV footage and the web to create facial recognition databases.

Other applications that will be banned include social scoring; emotion recognition in schools and workplaces; and "AI that manipulates human behavior or exploits people’s vulnerabilities."

7. Global child deaths reach historic low in 2022 – UN report

The number of children who died before their fifth birthday has reached a historic low, dropping to 4.9 million in 2022.

The report reveals that more children are surviving today than ever before, with the global under-5 mortality rate declining by 51 per cent since 2000.

---

That's it for this week :)

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[1000rh]

In the twentieth century, few would have ever defined a truck driver as a ‘cognitive worker’, an intellectual. In the early twenty-first, however, the application of artificial intelligence (AI) in self-driving vehicles, among other artefacts, has changed the perception of manual skills such as driving, revealing how the most valuable component of work in general has never been just manual, but has always been cognitive and cooperative as well. Thanks to AI research – we must acknowledge it – truck drivers have reached the pantheon of intelligentsia. It is a paradox – a bitter political revelation – that the most zealous development of automation has shown how much ‘intelligence’ is expressed by activities and jobs that are usually deemed manual and unskilled, an aspect that has often been neglected by labour organisation as much as critical theory.

– Matteo Pasquinelli, The Eye of the Master: A Social History of Artificial Intelligence (2023)

[dragonmarquise]

How to Deal with Windows 10/11 Nonsense

This is more for my own reference to keep all of this on one post. But hopefully others will find this useful too! So yeah, as the title says, this is a to organize links and resources related to handling/removing nonsense from Windows 10 and Windows 11. Especially bloatware and stuff like that Copilot AI thing.

First and foremost, there's O&O Software's ShutUp10++ (an antispy tool that help give you more control over Windows settings) and App Buster (helps remove bloatware and manage applications). I've used these myself for Windows 10 and they work great, and the developers have stated that these should work with Windows 11 too!

10AppsManager is another bloatware/app management tool, though at the moment it seems to only work on Windows 10.

Winaero Tweaker, similar to ShupUp10++ in that it gives you more control over Windows to disable some of the more annoying settings, such as disabling web search from the taskbar/start menu and disabling ads/tips/suggestions in different parts of the OS. I think ShupUp10++ covers the same options as this one, but I'm not entirely sure.

OpenShell, helps simplify the Start Menu and make it look more like the classic start menu from older versions of Windows. Should work with both 10 and 11 according to the readme.

Notes on how to remove that one horrible AI spying snapshots feature that's being rolled out on Windows 11 right now.

Article on how to remove Copilot (an AI assistant) from Windows 11. (Edit 11/20/2024) Plus a post with notes on how to remove it from Windows 10 too, since apparently it's not just limited to 11 now.

Win11Debloat, a simple script that can be used to automatically remove pretty much all of the bullshit from both 10 and 11, though a lot of its features are focused on fixing Windows 11 in particular (hence the name). Also has options you can set to pick and choose what changes you want!

Article on how to set up Windows 11 with a local account on a new computer, instead of having to log in with a Microsoft account. To me, this is especially important because I much prefer having a local account than let Microsoft have access to my stuff via a cloud account. Also note this article and this article for more or less the same process.

I will add to this as I find more resources. I'm hoping to avoid Windows 11 for as long as possible, and I've already been used the O&O apps to keep Windows 10 trimmed down and controlled. But if all else fails and I have to use Windows 11 on a new computer, then I plan to be as prepared as possible.

Edit 11/1/2024: Two extra things I wanted to add onto here.

A recommended Linux distro for people who want to use Linux instead of Windows.

How to run a Windows app on Linux, using Wine. Note that this will not work for every app out there, though a lot of people out there are working on testing different apps and figuring out how to get them to work in Wine.

The main app I use to help with my art (specifically for 3D models to make references when I need it) is Windows only. If I could get it to work on Linux, it would give me no reason to use Windows outside of my work computer tbh (which is a company laptop anyways).