#SpringAI

[anima-panic]

Realized recently I made this Vanny design for the FazBite AU and never posted it here, so I went ahead and updated it a little and now you get both pics!

Vanny helps William run a local magic shop and does dirty work for him sometimes. Her digital companion is called SpringAI and helps keep her on track and on schedule. She made him herself and modeled him after William. She calls them both "Boss"

[govindhtech]

Spring AI 1.0 and Google Cloud to Build Intelligent Apps

Spring AI 1.0

After extensive development, Spring AI 1.0 provides a robust and dependable AI engineering solution for your Java ecosystem. This is calculated to position Java and Spring at the forefront of the AI revolution, not just another library.

Spring Boot is used by so many enterprises that integrating AI into business logic and data has never been easier. Spring AI 1.0 lets developers effortlessly integrate cutting-edge AI models into their apps, bringing up new possibilities. Prepare to implement smart JVM app features!

Spring AI 1.0 is a powerful and comprehensive Java AI engineering solution. Its goal is to lead the AI revolution with Java and Spring. Spring AI 1.0 integrates AI into business logic and data without the integration issues many Spring Boot-using enterprises confront. It lets developers use cutting-edge AI models in their apps, expanding possibilities.

Spring AI supports multiple AI models:

Images produced by text-command image models.

Audio-to-text transcription models.

Vectors are formed by embedding models that transform random data into them for semantic similarity search.

Chat models can edit documents and write poetry, but they are tolerant and easily sidetracked.

The following elements in Spring AI 1.0 enable conversation models overcome their limits and improve:

Use system prompts to set and manage model behaviour.

Memory is added to the model to capture conversational context and memory.

Making tool calling feasible for AI models to access external features.

Including confidential information in the request with rapid filling.

Retrieval Augmented Generation (RAG) uses vector stores to retrieve and use business data to inform the model's solution.

Evaluation to ensure output accuracy employs a different model.

Linking AI apps to other services using the Model Context Protocol (MCP), which works with all programming languages, to develop agentic workflows for complex tasks.

Spring AI integrates seamlessly with Spring Boot and follows Spring developers' convention-over-configuration setup by providing well-known abstractions and startup dependencies via Spring Initialisation. This lets Spring Boot app developers quickly integrate AI models utilising their logic and data.

When using Gemini models in Vertex AI, Google Cloud connectivity is required. A Google Cloud environment must be created by establishing or selecting a project, enabling the Vertex AI API in the console, billing, and the gcloud CLI.

Use gcloud init, config set project, and auth application-default login to configure local development authentication.

The Spring Initialiser must generate GraalVM Native Support, Spring Web, Spring Boot Actuator, Spring Data JDBC, Vertex AI Gemini, Vertex AI Embeddings, PGvector Vector Database, MCP Client, and Docker Compose Support to build a Spring AI and Google Cloud application. The site recommends using the latest Java version, especially GraalVM, which compiles code into native images instead of JRE-based apps to save RAM and speed up startup. Set application properties during configuration.characteristics for application name, database connection options, Vertex AI project ID and location for chat and embedding models (gemini-2.5-pro-preview-05-06), actuator endpoints, Docker Compose administration, and PGvector schema initialisation.

PostgreSQL database with a vector type plugin that stores data with Spring AI's VectorStore abstraction? Database schema and data can be initialised on startup using schema.sql and data.sql files, and Spring Boot's Docker Compose can start the database container automatically. Spring Data JDBC creates database interaction and data access entities.

The ChatClient manages chat model interactions and is a one-stop shop. ChatClients need autoconfigured ChatModels like Google's Gemini. Developers can create several ChatClients with different parameters and conditions using ChatClient.Builder. ChatClients can be used with PromptChatMemoryAdvisor or QuestionAnswerAdvisor to handle chat memory or VectorStore data for RAG.

Spring AI simplifies tool calls by annotating methods and arguments with @Tool and @ToolParam. The model evaluates tool relevance using annotation descriptions and structure. New default tools can be added to ChatClient.

Spring AI also integrates with the Model Context Protocol (MCP), which separates tools into services and makes them available to LLMs in any language.

For Google Cloud production deployments, Spring AI apps work with pgVector-supporting databases like Google Cloud SQL or AlloyDB. AlloyDB is built for AI applications with its high performance, availability (99.99% SLA including maintenance), and scalability.

FAQ

How is spring AI?

The Spring AI application framework simplifies Spring ecosystem AI application development. It allows Java developers to easily integrate AI models and APIs without retraining, inspired by LangChain and LlamaIndex.

Essentials and Ideas:

AI integration:

Spring AI integrates AI models with enterprise data and APIs.

Abstraction and Portability:

Its portable APIs work across vector database and AI model manufacturers.

Spring Boot compatibility:

It integrates with Spring Boot and provides observability tools, starters, and autoconfiguration.

Support the Model:

It supports text-to-image, embedding, chat completion, and other AI models.

Quick Templates:

Template engines let Spring AI manage and produce AI model prompts.

Vector databases:

It uses popular vector database providers to store and retrieve embeddings.

Tools and Function Calling:

Models can call real-time data access functions and tools.

Observability:

It tracks AI activity with observability solutions.

Assessing and Preventing Hallucinations:

Spring AI helps evaluate content and reduce hallucinations.

[chaos64sprinkles]

Springay In Art Pixel Animation! Special Series

Sprinkles: Okay, let's go, before showing the rest of the inanimate bats that Slash and I saw in the album and also the summary of 8 scenes that show Slash and I going to buy the album than virtually (because last time that I bought an object in a virtual way, it hadn't arrived until today, it was the microphone for dubbing), okay, but before all that, we have Springay, she is one of the only inanimate bats that we have contact with virtually, unlike second generation that arrived here and had left without saying Hi or anything, she is the first and one of the only ones that we have virtual contact with and she is an inanimate bat that looks like me, could it be that she is my twin sister, if Slash has Tail Buddy as her sister, so this must definitely be my sister, the name is strange but all of us inani-mates have strange names and they say that this inani-mate was created by the springy family, but I just believe that she It's like us, but in a special way talking about how it would look in a series!

[thisdastampdoesnotexist]

ii springy more like sprinGAY

[ai-news]

#AI #ML #Automation

[mobox87]

Dibujos horribles edicion virtual

estoy escasa de ask (mentoira, hay mas de 18,000 (͡ ͡° ͜ つ ͡͡°)) asi que molestare con mis dibujos horribles de hace 2 años

PD. Estos son los ask ლ(ಠ益ಠლ)

Whell, al final me di cuenta de que esto nunca seria real ademas de que scott era adoptao :v, pero bue, al final si murio

la cara de puppi me llena de determinacion, y a ti tambien(?)

este es realmente viejo, era una animacion, esos braszos dios xd

YA DEJENME EN PAZ Y DE MOLESTAR QUE MI PURPLE SE PARECE A REBORNIICA!, ESTE ES EL PRIMERO, ya mueran felices! ;-; okno

no c pero no me gusta

este dibujo no c para que lo hice, era un roleo creo

este es springay uwu

uuuuh si los otros 2 son viejos, este peor, apenass habian lanzado Fnaf 2

Ballon boyy papuh

....no se que coña es esto

springtrap el señor de los hoyos

[gay-jk]

i was tagged by @minleggy (thank you!!!!!!!!!!!!) a - age: 19 b - biggest fear: vomit, claustrophobia c - current time: 8:15pm d - drink you last had: diet irn bru i’m that kind of stereotypical scottish person e - every day starts with: lying in bed and thinking about how i’m too gay to go to uni f - favorite song: jonathan by christine and the queens ft. perfume genius g - ghosts, are they real: nope but at 3am sometimes i’m like shit what if they are  h - hometown: glasgow i - in love with: girls fjksdjfsfjldf;l j - jealous of: my dog because he just gets to stay at home and lie on the floor which is relatable k - killed someone: i’d like to apologize to every ant i’ve ever stepped on l - last time you cried: yesterday? i think? or the day before can’t remember m - middle name: don’t have one n - number of siblings: an older brother o - one wish: to be happy and gay and have a wife p - person you last called/texted: my mum q - questions you’re always asked: ivkldfkhjgf can’t think r - reasons to smile: my dog alfie he’s the best s - song last sang: not today by bts t - time you woke up: 10am u - underwear color: navy v - vacation destination: i want to go to other parts of scotland? like i want to see the highlands and not have internet while i’m there and maybe see a highland cow x - x-rays you’ve had: none y - your favorite food: yorkshire puddings, veggie curries (especially w/ potatoes and chickpeas), hash browns, just like?????? potato is good in all forms z - zodiac sign: scorpio i tag @springays @lesbianjimin and @weisess

[backtosmallthings]

@ the person who saved @springay: congratulations. you did it.

[quartaradio-it-blog]

(via Effetti di un sogno interrotto. Una novella di Luigi Pirandello) Effetto del sogno cosí di colpo interrotto fu che i fantasmi di esso, voglio dire quel signore a lutto e la immagine della Maddalena diventata sua moglie, forse non ebbero il tempo di rientrare in me e rimasero fuori, nell'altra parte della camera oltre le colonne, dov'io nel sogno li vedevo; dimodoché, quando al fracasso springai da letto e con una strappata scostai il cortinaggio, potei intravedere confusamente un viluppo di carni e panni rossi e turchini avventarsi alla mensola del camino per ricomporsi nel quadro in un baleno; e sul divano, tra tutti quei cuscini scomposti, lui, quel signore, nell'atto che, da disteso, si levava per mettersi seduto, non piú vestito di nero ma in pigiama di seta celeste a righine bianche e blu, che alla luce man mano crescente delle due finestre si andava dissolvendo nella forma e nei colori di quei cuscini e svaniva.

[chaos64sprinkles]

Happy Birthday Skullck!! (Short)

07/05/24 7:07am

Skullck waking up seeing a birthday cake in front of him

Skullck: Ohhh…

Sprinkles, Cunger and Springay: Congratulations to you, on this dear date, best wishes, many years of life, it's big, it's big, it's big it's big it's big, it's time, it's time, it's time it's time it's time, ha, tim, boo, Skullck Skullck Skullck!!!

Skullck: Thank you all very much for the Surprise, I didn't even expect my birthday to start now here in bed!

Sprinkles: Ah Skullck, we decided to start your birthday after you woke up because if we celebrated later, you'd think we forgot your birthday!

N-Slash-A Comes Home

N-Slash-A: Hey guys, when I arrived I heard a party going on early in the morning that I had to join the party too and by the way, happy birthday Skullck, I brought you my birthday present which is the DAVY JONES doll which I didn't even buy it but I created it with seaweed and dried seaweed looking at it in my iPhone gallery, it's kind of similar to the original but I hope you like it since you love pirates!

Skullck: Thank you very much for the gift Slash, I loved it!

N-Slash-A: You're welcome Skullck!

Skullck: Now since the 6 of us are here on my birthday…

Sprinkles: Hey what's this talk Skullck, 6, what 6?

Skullck: I also invited a very special relative who is my cousin who we saw almost a year ago!

N-Slash-A: Is it the Imaginary Cousin?

Skullck: Astolfo May Appear!

Astolfo appears to get up after being hidden under the mattress and scares the rest of the crowd*

Astolfo: Ahhhmmmmmm!!!

Sprinkles: The Mummy Again!

N-Slash-A, Cunger,Sprinkles and Springay: AHHHHHHHHHHHHHHH!!!

Cunger falls to the floor after being hit in the head on the ceiling of the right bedroom door

Cunger: Ouch…

Astolfo: Huh? Won't they want to eat Pizza?

Skullck: Ha Ha Ha Ha Ha, They're the ones who don't know what they're missing!

Skullck and Astolfo: Ha Ha Ha Ha Ha

[chaos64sprinkles]

It's like that on a rainy day! (Short)

04/26/24 7:01am

Sprinkles: Wow Wow, look who arrived in the middle of the Rain! Hey Springay! Damn, all in a hurry!

Springay: Where is it? Where's the door? Here! phew!

Sprinkles: Hey, calm down, it's just rain!

Springay: It's raining like nothing and if thunder struck me, phew!

Sprinkles: Okay, so yesterday we arranged to meet without knowing that I actually had a sister.

Springay: Like no Sprinkles, of course you have!

Sprinkles: Two actually, anyway, let me show you my new house so you can spend a few days here, we just won't wake him up because he's sleeping, come on…

Springay: Hmm, how cool!

Sprinkles: Do you like it? So come see the rooms! This is where I sleep and there is Slash who is busy on his cell phone and Skullck who is sleeping too, let's not disturb them for now…

Springay: Don't you have a solo room to sleep alone?

Sprinkles: Yes, it is, it's right there, so that's where you go to sleep, because no one sleeps there!

Springay: Yes, I really want to sleep there!

Sprinkles: Okay, let me show you more things here, here is the living room, there is the kitchen, on the left is the bathroom, but don't think it's a bat's room, that's where we do our business, there is the storage room where things are kept that we don't really need and that's our backyard, if we need to go outside because it's raining, right?

Springay: No way!

Sprinkles: Okay, so do you want to stay?

Springay: Yes, I really want to stay! N-Slash-A: Hey sprinkles, sprinkles, take a look at what happened!

Sprinkles: Hey Slash, come meet my twin sister!

N-Slash-A: Oh, hi, you must be sprinkles' twin sister, nice to meet you, I'm n-slash-a, but you call me slash to make it easier!

Springay: Hi Slash, I see you're my sister's boyfriend!

N-Slash-A: Yes, I am! Sprinkles: Now springay, if you can excuse us, slash wants to say something to me!

Springay: Alright, interact while I go to my new room!

Sprinkles: What do you want to ask something slash?

N-Slash-A: It's just that my remaining cyan skin tone fell off while I went to get these invitations that were soaked from the rain and now, what do I do if I'm pink again?

Sprinkles: ahh slash, in pink you're still cute!

N-Slash-A: Really? Sprinkles: Of course love! N-Slash-A: Aww, thanks love!

Sprinkles: Well, I'll decide what I'm going to do with these invitations here! Hmm, I think I'll keep this one!

'' 2 days after…''

04/28/24 10:31am

Sprinkles: I hope none of them get lost!

''Sprinkles throws invitation planes forward to go to the mansion while one in the middle ends up in Tail Buddy's room!''

Tail Buddy: Ahh? What's this? You have been invited to participate in a spring party with a companion! Starts on May 4th! Hmm, I think Amber will love this kind of party, thank you very much to whoever threw me this invitation while I was sleeping!

[chaos64sprinkles]

Darca Jr In Art Pixel Animation! Serie 5

Sprinkles: (Alright, the next inani-mate bat is called Darca Jr, who is also from another dimension with the man from itsfunnehbat's family classifying her as Darco Jr's twin sister, although that's where in this exact place along with the itsfunnehbat family Darco Jr becomes this girl who has a cell phone, this inani-mate bat chases boys and inani-mates to make them dance for her tiktok in her basement, like she chases them all the time, but she's a bit of a stalker anyway when she's about to want to post something on her tiktok, she wears pink glasses like Springay, being the second one who uses an accessory in front of her eyes, she also has her money just like Darco Jr, but unlike him, she spends her money for useless things, thinking more about useless things than important things!)

[shoplove-moveddd]

yoongimlm -> springays