#database innovation

[frank-olivier]

The Convergence of Databases and Artificial Intelligence: Revolutionizing Application Development

The advent of sophisticated chatbots and Large Language Models (LLMs) has marked a pivotal moment in the evolution of data management and application development. These Artificial Intelligence (AI) powerhouses generate unprecedented volumes of unstructured data and intricate query patterns, exposing the limitations of traditional database architectures. In response, the tech industry is witnessing a groundbreaking convergence of database management and AI, poised to transform the application development landscape.

At the heart of this revolution lies the challenge of accommodating the vast, complex data sets produced by AI models. Conventional databases, designed to handle structured data and predictable queries, struggle to maintain efficiency and resilience in the face of such demands. To bridge this gap, innovators are developing novel database solutions that integrate seamlessly with AI-driven applications. A key aspect of this approach involves supporting advanced query methodologies, such as Retrieval Augmented Generation (RAG) and semantic search, which significantly enhance database performance and scalability.

The integration of AI-centric extensions into database management systems represents a paradigm shift in application development. By embedding LLMs directly into databases, developers can achieve transformative leaps in scalability. Benchmarks from high-traffic datasets have shown promising results, with response times under 2 seconds even at peak loads. This feat is made possible by dynamic resource allocation, which intelligently scales resources based on query demands, mitigating the increased computational requirements typically associated with AI adoption. Furthermore, the implementation of comprehensive end-to-end encryption ensures the safeguarding of sensitive information, a critical consideration in the context of AI-driven queries.

This convergence of databases and AI is set to profoundly impact the application development process. By streamlining the integration of multiple tools and leveraging open-source solutions, developers can anticipate a simplified development environment. Enhanced accessibility will likely democratize access to AI-driven technologies, fostering innovation across a broader spectrum of industries. Ultimately, the evolution of databases into active, AI-driven entities within the technological ecosystem will irreversibly alter the landscape of application development.

However, this rapid evolution also presents challenges, particularly in managing diverse contributor inputs in open-source projects and ensuring the stability and security of AI-infused databases. To navigate these complexities, a dual approach is emerging: the implementation of rigorous testing frameworks to guarantee project integrity, alongside community governance models that balance collaborative innovation with the need for oversight.

As the technological horizon continues to unfold, the integration of Explainable AI (XAI) capabilities into next-generation databases is expected to play a pivotal role. By providing unparalleled transparency into AI-driven query decisions, XAI will not only enhance trust in these systems but also facilitate deeper insights into their operational dynamics. Moreover, the ongoing engagement with ethical AI discourses underscores a growing recognition of the need to harmonize the pursuit of innovation with the paramount responsibility of safeguarding user trust and privacy in the deployment of LLMs within databases.

The convergence of databases and Artificial Intelligence heralds a revolutionary era in application development, marked by enhanced scalability, simplified development processes, and redefined database management paradigms. As this technological symbiosis continues to evolve, it is clear that the future of data-driven innovation will be shaped by the thoughtful integration of AI into the very fabric of database architectures.

Avthar Sewrathan: How to Build Smarter AI Applications with PostgreSQL (Craig Smith, Eye on AI, November 2024)

Tuesday, November 19, 2024

[secretstalks123]

The Untold Secrets Behind Larry Ellison’s Oracle Empire

Larry Ellison’s business journey is one of vision, bold decisions, and strategic moves that transformed Oracle Corporation into a global tech powerhouse, focusing on key elements of his success:

1. Visionary Leadership: The Genesis of Oracle Ellison’s entrepreneurial journey began with a bold vision for Oracle Corporation. In 1977, he founded Oracle with a mission to develop a relational database management system (RDBMS) that would revolutionize how businesses stored and processed data. Read more

[jcmarchi]

Sam Madden named faculty head of computer science in EECS

New Post has been published on https://thedigitalinsider.com/sam-madden-named-faculty-head-of-computer-science-in-eecs/

Sam Madden named faculty head of computer science in EECS

Sam Madden, the College of Computing Distinguished Professor of Computing at MIT, has been named the new faculty head of computer science in the MIT Department of Electrical Engineering and Computer Science (EECS), effective Aug. 1.

Madden succeeds Arvind, a longtime MIT professor and prolific computer scientist, who passed away in June.

“Sam’s research leadership and commitment to excellence, along with his thoughtful and supportive approach, makes him a natural fit to help lead the department going forward. In light of Arvind’s passing, we are particularly grateful that Sam has agreed to take on this role on such short notice,” says Daniel Huttenlocher, dean of the MIT Schwarzman College of Computing and the Henry Ellis Warren Professor of Electrical Engineering and Computer Science.

“Sam’s exceptional research contributions in database management systems, coupled with his deep understanding of both academia and industry, make him an excellent fit for faculty head of computer science. The EECS department and broader School of Engineering will greatly benefit from his expertise and passion,” adds Anantha Chandrakasan, chief innovation and strategy officer, dean of engineering, and Vannevar Bush Professor of Electrical Engineering and Computer Science.

Madden joins the leadership of EECS, which jointly reports to the MIT Schwarzman College of Computing and the School of Engineering. The largest academic department at MIT, EECS was reorganized in 2019 as part of the formation of the college into three overlapping sub-units in electrical engineering (EE), computer science (CS), and artificial intelligence and decision-making (AI+D). The restructuring has enabled each of the three sub-units to concentrate on faculty recruitment, mentoring, promotion, academic programs, and community building in coordination with the others.

“I am delighted that Sam has agreed to step up to take on this important leadership role. His unique combination of academic excellence and forward-looking focus will be invaluable for us,” says Asu Ozdaglar, MathWorks Professor and head of EECS, who also serves as the deputy dean of the MIT Schwarzman College of Computing. “I am confident that he will offer exceptional leadership in his new role and further strengthen EECS for our students and the MIT community.”

A member of the MIT faculty since 2004, Madden is a professor in EECS and a principal investigator in the Computer Science and Artificial Intelligence Laboratory. He was recognized as the inaugural College of Computing Distinguished Professor of Computing in 2020 for being an outstanding faculty member, leader, and innovator.

Madden’s research interest is in database systems, focusing on database analytics and query processing, ranging from clouds to sensors to modern high-performance server architectures. He co-directs the Data Systems for AI Lab initiative and the Data Systems Group, investigating issues related to systems and algorithms for data focusing on applying new methodologies for processing data, including applying machine learning methods to data systems and engineering data systems for applying machine learning at scale.

He was named one of MIT Technology Review’s “Top 35 Under 35” in 2005 and an ACM Fellow in 2020. He is the recipient of several awards, including an NSF CAREER award, a Sloan Foundation Fellowship, the ACM SIGMOD Edgar F. Codd Innovations Award, and “test of time” awards from VLDB, SIGMOD, SIGMOBILE, and SenSys. He is also the co-founder and chief scientist at Cambridge Mobile Telematics, which develops technology to make roads safer and drivers better.

[drnic1]

Heart Disease to Housing Lawsuits

This month’s episode of “News You Can Use” on HealthcareNOWRadio features news from the month of August 2024 News You Can Use with your Hosts Dr Craig Joseph and Dr Nick van Terheyden The show that gives you a quick insight into the latest news, twists, turns and debacles going on in healthcare withmy friend and co-host Craig Joseph, MD (@CraigJoseph) Chief Medical Officer at Nordic Consulting…

[ppcseo]

#1990Score #BaseballCards #Database #Innovation #Collectibles #GriffeyJr #SandyAlomarJr #UpperDeck #SkyBox #TradingCards #Rookies #KenGriffeyJr #GarySheffield #NolanRyan #MikeSchmidt #FrankThomas #GreggMaddux #CalRipkenJr #RickeyHenderson #OzzieSmith #RogerClemens 

[collectingbaseballcards]

#1990Score #BaseballCards #Database #Innovation #Collectibles #GriffeyJr #SandyAlomarJr #UpperDeck #SkyBox #TradingCards #Rookies #KenGriffeyJr #GarySheffield #NolanRyan #MikeSchmidt #FrankThomas #GreggMaddux #CalRipkenJr #RickeyHenderson #OzzieSmith #RogerClemens 

[vlruso]

Retro-Engineering a Database Schema: GPT vs. Bard vs. LLama2 (Episode 2)

Exciting news! In my latest blog post, I dive into the world of database retro-engineering and compare the performance of three AI models: GPT, Bard, and the new player on the block, LLama-2. 🚀 This article discusses how LLama-2 analyzes a dataset and suggests a database schema with separate tables for different categories. It successfully identifies categorical and confidential columns, providing valuable insights for data analysis. 💡 Curious about the results? Click the link below to read the full blog post and learn about Llama-2's performance and areas for improvement. 📖 [Read more here](https://ift.tt/SosADt0) Don't miss out on the latest trends in database retro-engineering! Stay informed and unlock valuable insights for your data-driven projects. #DataScience #AI #DatabaseRetroEngineering List of Useful Links: AI Scrum Bot - ask about AI scrum and agile Our Telegram @itinai Twitter -  @itinaicom

[telliantsystems]

Georgia’s Health Innovation Hub: A Digital Health Ecosystem Database

Check how Telliant Systems helped create Georgia's Digital Health Ecosystem Platform and Database.

Georgia boasts a thriving digital health community, comprising over 250 primary digital health companies, along with around 225 supporting organizations. The Technology Association of Georgia (TAG), the largest technology association in the U.S. with 30,000 members spanning various industries, has numerous executives contributing to various societal boards. For instance, Seth Narayanan, the CEO of @telliantsystems, is a board member of the Digital Health Society and played a pivotal role in the establishment of the Georgia Digital Health Ecosystem Platform and Database.

Georgia’s Health Innovation Hub: A Digital Health Ecosystem Database

[beetobeezofficial]

Best Business Provider in Campbell: Exploring B2B Directories and More

Introduction

In today's competitive business landscape, finding the right B2B solutions is paramount for success. Campbell, with its thriving business community, offers a plethora of opportunities for entrepreneurs and established companies alike. In this comprehensive guide, we will delve into the world of B2B services in Campbell, covering B2B directories, databases, companies, and innovation. Let's navigate the path to success in the heart of California's Silicon Valley.

Campbell's Business Ecosystem

The Silicon Valley Advantage

Campbell enjoys a distinct advantage by being a part of Silicon Valley, the global technology and innovation hub. Its proximity to tech giants and startups alike fosters an environment ripe for business growth and innovation.

Diverse Industries in Campbell

From technology to healthcare, Campbell's business landscape is incredibly diverse. Whether you're in software development or healthcare services, there's a niche for you to explore.

The Significance of B2B Services

In the Best Business Provider in Campbell world, success often hinges on collaboration and access to resources. This is where B2B services come into play. They facilitate connections and provide valuable insights to businesses, making growth more attainable.

B2B Directories: Your Gateway to Success

What are B2B Directories?

B2B directories are comprehensive listings of businesses categorized by industry, location, and other criteria. They serve as a virtual Rolodex, connecting businesses in need of products or services with reliable providers.

Benefits of Utilizing B2B Directories

- Time-Efficient: Easily find potential partners or suppliers.

- Trustworthy Information: Access verified business information.

- Enhanced Visibility: Boost your business's online presence.

Top B2B Directories in Campbell

1. Campbell Business Directory

2. Silicon Valley Chamber of Commerce Directory

3. Yellow Pages B2B Directory

Unlocking the Power of B2B Databases

Understanding B2B Databases

B2B databases store a treasure trove of business information, including contact details, industry insights, and more. They are invaluable for market research and lead generation.

How B2B Databases Fuel Growth

- Targeted Marketing: Reach your ideal customers.

- Market Analysis: Make data-driven decisions.

- Competitive Edge: Stay ahead of the competition.

Where to Find High-Quality B2B Databases

1. B2B Data Providers

2. Industry-Specific Associations

3. Market Research Firms

Conclusion

Campbell is a treasure trove of B2B opportunities, from directories and databases to innovative companies. Embrace the power of collaboration and innovation to propel your business to new heights in this dynamic business ecosystem.

Frequently Asked Questions (FAQs)

1. How do I choose the right B2B directory in Campbell?

Choosing the right B2B directory involves considering your industry, budget, and specific needs. Research and read reviews to make an informed choice.

2. What benefits can I expect from using B2B databases in Campbell?

B2B databases provide valuable insights, such as customer data and market trends, to help you make informed business decisions and target your audience effectively.

3. How can B2B directory lists simplify my search for partners?

B2B directory lists consolidate various directories, making it easier to find potential partners or suppliers in Campbell without the need for extensive research.

[removejobs]

Remoteliz

In today's fast-paced digital world, the quest for flexibility and work-life balance has propelled remote work into the spotlight. Enter RemoteLiz, your ultimate resource for finding the perfect online job tailored to your lifestyle preferences. Whether you’re seeking full-time employment or freelance gigs, RemoteLiz seamlessly connects job seekers with a diverse array of opportunities. With our innovative Remote Job Board and intuitive Remote Search Engine, searching for work-from-home jobs has never been easier. Discover a plethora of positions across various industries, ensuring that the ideal WFH job is just a click away. Say goodbye to long commutes and hello to a world of possibilities with RemoteLiz, where your remote working dreams are just a search away!Discover RemoteLiz, your go-to remote job board and search engine for online and work-from-home opportunities, simplifying your journey to find WFH jobs.

RemoteLiz

RemoteLiz is your one-stop destination for discovering a diverse range of remote opportunities that cater to your skills and career aspirations. As an innovative Remote Job Board, RemoteLiz features a comprehensive collection of listings, making it easier than ever for job seekers to find the ideal role suited to their needs.

What sets RemoteLiz apart is its powerful Remote Search Engine, designed to filter jobs by various parameters including industry, position, and experience level, ensuring you only see opportunities that truly match your qualifications. This tailored approach saves you valuable time and maximizes your chances of landing the perfect job.

With a strong emphasis on Online Jobs, RemoteLiz spans multiple sectors, offering options in both full-time and freelance positions. If you're on the hunt for Work From Home Jobs or the increasingly popular WFH Jobs, RemoteLiz connects you with companies that prioritize flexibility and a healthy work-life balance.

No matter where you are in your career journey, RemoteLiz provides resources, insights, and support to help you navigate the ever-evolving world of remote work. Don't miss out on the opportunity to transform your professional life—visit RemoteLiz today to explore your next career move!

Remote Job Board

The RemoteLiz Remote Job Board is your gateway to discovering a myriad of work-from-home opportunities tailored to fit your lifestyle. With a user-friendly interface, we make it simple to navigate through countless job listings that match your skills and career goals.

Our platform not only provides access to online jobs across various sectors but also incorporates a powerful Remote Search Engine that filters results based on your preferences. This means you can quickly find job postings that are truly relevant to you, making the job search process more efficient than ever.

Employers also benefit from listing their positions on RemoteLiz, as they gain access to a wide pool of talented candidates eager to embrace remote work. By connecting businesses with prospective remote employees, we help facilitate successful hires that contribute to organizational growth.

Don’t miss your chance to explore the wide range of work-from-home jobs available on our Remote Job Board. Whether you're a seasoned professional or just getting started, RemoteLiz has the tools and resources to help you embark on your next career journey.

Remote Search Engine

Finding the right opportunity in today's digital landscape can be overwhelming. That's where the RemoteLiz Remote Search Engine comes into play, streamlining your job search process. With a comprehensive database of remote job listings, it allows users to explore a wide array of online jobs across various industries and professions.

Our innovative search engine empowers you to filter results based on your skills, experience, and preferred job type, whether you are looking for full-time, part-time, or freelance positions. Say goodbye to endless scrolling through irrelevant job postings; RemoteLiz prioritizes your needs by delivering tailored results with just a few clicks.

Additionally, our Remote Search Engine is designed for efficiency, ensuring that you can quickly access opportunities that match your criteria. Whether it’s for work from home jobs or specialized WFH jobs, you’ll find what you need in one centralized location.

Start your journey toward remote work success today. Explore the RemoteLiz Remote Job Board and discover how our user-friendly search engine can connect you with your dream job.

Online Jobs

Looking for a flexible work lifestyle? Online jobs have revolutionized the way we approach our careers, providing opportunities that fit into your life rather than the other way around. At RemoteLiz, we specialize in connecting you to a diverse range of online job listings—from freelance gigs to full-time positions—that cater to various skill sets and industries.

Through our Remote Job Board, you'll gain access to thousands of vetted listings that are updated regularly, ensuring you never miss out on the latest opportunities. Our platform makes it easy to browse through categories, making your job search both efficient and effective.

Choosing to work from home does not mean compromising on your career growth. You can explore high-paying positions and meaningful work that not only meets your financial needs but also aligns with your professional aspirations. With RemoteLiz, finding the right online job has never been easier.

Don’t wait to make a job change that enhances your life. Start using RemoteLiz's Remote Search Engine today, and discover the freedom and flexibility that come with online jobs. Join our community, and take the first step towards a rewarding and fulfilling work-from-home journey!

Work From Home Jobs

In today's fast-paced world, finding the right Work From Home Jobs can be challenging. RemoteLiz is designed to connect job seekers with a plethora of online job opportunities that cater to various skills and industries. Whether you are looking for full-time positions or freelance gigs, our Remote Job Board offers a diverse range of listings that are updated regularly.

One of the standout features of RemoteLiz is its intuitive Remote Search Engine, which makes it easy to filter jobs based on specific criteria, including skillset and job type. This means you can quickly locate the WFH Jobs that align with your professional goals and personal preferences.

Moreover, with the rise of digital workspaces, more companies are embracing remote work, leading to an ever-growing demand for talented individuals. Our platform is the perfect tool for you to seize these Online Jobs and establish a fulfilling career right from the comfort of your home.

Don't miss out on the opportunity to enhance your work-life balance and discover exciting remote career possibilities. Explore RemoteLiz today and take the first step toward finding your ideal Work From Home Job!

WFH Jobs

Finding the perfect WFH jobs has never been easier with RemoteLiz by your side. Our specially curated Remote Job Board allows you to browse thousands of remote positions across various industries, ensuring that the perfect opportunity is just a click away.

Utilizing our powerful Remote Search Engine, you can swiftly filter jobs that align with your skills and geographic preferences. This means you can focus on what truly matters—landing a position that suits your lifestyle while enjoying the flexibility of working from home.

At RemoteLiz, we understand the importance of work-life balance. That's why our platform is designed to connect job seekers with the best online jobs tailored to their unique needs. Because your home should feel like more than just a place to work— it should enhance your productivity and happiness.

Don’t wait to transform your career! Embrace the freedom and convenience offered by WFH jobs with RemoteLiz. Start your journey toward a fulfilling remote work lifestyle today.

[atalienart]

idk, I'm so fed up with Al that I had to get it off my chest...

I hate Al, I hate stupid prompted images that flood every space. I hate Al popping up every time I open anything on the internet. I hate people who pretend that prompting is such a skill and so much work but are scared to actually disclose they used Al for their stupid images and text. What are you scared of? I hate people who think writing "make me a ..." makes them a creator of anything. I hate people who think generative Al is an improvement and innovation. It's not! The fact that something is new doesn't make it good! Do you know viruses? There's always a new one at the corner.

Can't you see it? It makes you dumber with every use. Your creative skills decline with every command you give to a machine. Your communication skills deteriorate every time Al writes an email for you or you talk to your virtual girlfriend. Your ability to decide about yourself shrinks every time you ask a machine what to do, what to buy, what to say. Your critical thinking vanishes (well, assuming you even had any to begin with) whenever you ask "grok, is it true?". Whenever a computer does homework for you, whenever it writes an essay for school (which you won't even proofread) or spits a picture you were supposed to make yourself for a class, you become more stupid and less skilled. It won't make you into a good writer or artist just as watching work out videos won't give you muscles.

And you mock people who don't want their brains to rot, who maintain their values, who don't want to destroy their integrity and planet, who improve their talent and skills and spend their time actually thinking and learning stuff.

You can't even see how big corporations fuck you hard and slow every time you pay them to improve their Al monster, dangling colourful pictures before your eyes like a cat toy, cackling seeing your pupils blow wide. They promise you money and lure you with a vision of fame that those pathetic, broke artists will never see in their worthless lives. But you will. You'll have it all! Just feed their wallets with your money and databases with yourself and turn off your brain. You really think you'll have money and fame? Who will ever see your pretty pictures under millions of other pretty pictures? Who will read your book, when John Pickle published 30 only yesterday using Al? Who will watch your great movie when someone else has already made one with their own face and now they're kissing their favourite actor in space in a ship with too many details? Well, at least you can use someone else's voice to scam their family. If you get caught by the police you'll have your two minutes of fame before the Al erection supplement commercial rolls in :)

Al is here to stay! Yeah, like the putrid smell of your rotten brains.

[alphynix]

Albireonids were an early branch of the delphinoid whales, with their closest living relatives being modern oceanic dolphins, narwhals and belugas, and porpoises. Known from temperate latitudes of the North Pacific Ocean between the late Miocene and the late Pliocene, about 9-2.5 million years ago, their fossil remains are very rare in coastal deposits and they seem to have primarily been offshore open ocean animals.

Albireo whistleri is the best known member of this family, represented by a near-complete skeleton from what is now Isla de Cedros in Baja California, Mexico, dating to the late Miocene between about 8 and 6 million years ago. It was a rather small dolphin, around 2.5m long (~8'2"), with a stocky body, fairly broad flippers, and skull anatomy with some convergent similarities with the modern Dall's porpoise.

Interestingly these dolphins also seem to have frequently had pathological neck vertebrae, with both Albireo whisteri and the younger species Albireo savagei from California, USA, showing unusually asymmetrical atlas bones – but on opposite sides to each other. This might be due to illness or injury earlier in life, or possibly be evidence of some sort of "handedness" with individuals preferring to perform some actions more with one side of their body than the other.

———

NixIllustration.com | Tumblr | Patreon

References:

"Albireonidae." Paleobiology Database, https://paleobiodb.org/classic/checkTaxonInfo?taxon_no=42961

Barnes, Lawrence G. Fossil odontocetes (Mammalia: Cetacea) from the Almejas Formation, Isla Cedros, Mexico. University of California, Museum of Paleontology, 1984. https://books.google.com/books?id=rxyydMGWGqgC

Barnes, Lawrence G. "Miocene and Pliocene Albireonidae (Cetacea, Odontoceti), rare and unusual fossil dolphins from the eastern North Pacific Ocean." Natural History Museum of Los Angeles County Science Series 41 (2008): 99-152. https://www.researchgate.net/profile/Xiaoming-Wang-43/publication/252086599_Geology_and_Vertebrate_Paleontology_of_Western_and_Southern_North_America/links/5625900908ae4d9e5c4bb863/Geology-and-Vertebrate-Paleontology-of-Western-and-Southern-North-America.pdf#page=105

Gillet, Amandine, Bruno Frédérich, and Eric Parmentier. "Divergent evolutionary morphology of the axial skeleton as a potential key innovation in modern cetaceans." Proceedings of the Royal Society B 286.1916 (2019): 20191771. https://doi.org/10.1098/rspb.2019.1771

Thomas, Howell W., et al. "Examples of paleopathologies in some fossil Cetacea from the North Pacific realm." Natural History Museum of Los Angeles County Science Series 41 (2008): 153-179. https://www.researchgate.net/profile/Xiaoming-Wang-43/publication/252086599_Geology_and_Vertebrate_Paleontology_of_Western_and_Southern_North_America/links/5625900908ae4d9e5c4bb863/Geology-and-Vertebrate-Paleontology-of-Western-and-Southern-North-America.pdf#page=159

[if-whats-new]

What's New In IF? Issue 3 (2025)

By Aj, Bex, Dion, Briar and Peter

Now Available!

Itch.io - Keep Reading below

If you read the zine, consider liking the post: it helps us see how many people see it! And sharing is caring! <3

~ EDITORIAL ~

It’s time for a revival!

As you might have noticed, our Column section has been dead for a while. We feel like it’s time to do something about that!

Want to write 1-2 pages about a neat topic, or deep-dive into a game and review it in details? Share personal experiences or get all academic?

Send us a message and we will be happy to feature it in our future Issues!

There’s power in numbers!

Are you an IF fan and would like a way to give back to the community? We’re once again looking for new members of our Team!

Do you enjoy keeping up with updates and finding new gems? Maybe you even enjoy working with Google Sheets?

Then our Tracker of News position is made just for you!

Contact us on any of our socials or email and help us stay on the top of our game and make our Database even better!

AJ, BEX, DION, BRIAR AND PETER

~ EVENT SPOTLIGHT : Global Game Jam ~

35,371 jammers and 12,098 games, just wow!

The Global Game Jam® (GGJ®) is the world's largest game creation event taking place in physical locations across the globe. Think of it as a 48 hour hackathon focused on game development around a theme.

GGJ’s mission is to stimulate innovation, experimentation, and collaboration in games. The annual event begins on a Friday afternoon in January and kicks off with video keynotes and advice from leaders in the game development industry. The GGJ encourages collaboration and its events are not a competition. Anyone can apply to host a jam site as long as they have a dedicated jam organiser who agrees to follow a few GGJ rules, and a venue with internet access. The event is renown for fostering friendships while increasing confidence and opportunities within participating communities. Each GGJ event poses an intellectual challenge where people are invited to try new technology and tools while exploring new roles and skills.

Be it bubble tea, bubblegum, the housing bubble, soap bubbles, speech bubbles, air bubbles, social bubbles, blowing bubbles, bursting bubbles, and more, this year's theme was: Bubble.

Check out the games here! (There’s a fair share of IF too!)

(source)

~ ENDED ~

Feeling nostalgic about the golden age of text adventures? Relive those days by checking out PunyComp 2024!

IF Short Games Showcase 2024 is a great way to shine some new light on projects made in the past year and the results are now in!

Once upon a time, a game jam was held to create stories around the theme of fairy tales… and that game jam is the Once Upon A Time VN Jam.

The eighth annual Ace Jam is a game jam about creating games with asexual spectrum characters.

~ VOTING ~

ShuffleComp is a musical interactive fiction competition where you make games based on songs, which are submitted by other entrants. You can now vote for your favourites!

Sealed With A Kiss Jam 2025 is a fantastical romance jam for all VN lovers!

~ ONGOING (SUBMITTING) ~

Media depicting healthy examples of polyamory isn’t that common. The PolyJamorous 2024 is trying to break the status-quo!

Concours de Fiction Interactive Francophone 2025 is for all French-speaking enthusiasts. Submissions are accepted March 3rd 2025.

The Black Visual Novel Jam is all about working with creative professional developers who work in visual novels to bring more Black stories to life. The goal is to create a space where Black creators can show their unique storytelling through visual novels.

SeedComp! is a 2-round interactive fiction game jam, focusing on creativity and the growth of ideas and the Sprouting Round has just started! Check out the Planting round for inspiration.

BL stands for Boys' Love, a genre that focuses on romantic and emotional relationships between male characters. The Ultimate BL Visual Novel Game Jam is all about that!

Are you a fan of Vampires? Then lucky for you, because the Queer Vampire Game Jam is back!

The Make Visual Novel Assets! is 2 weeks long jam for making (surprise, surprise) visual novel assets!

The Smoochie Jam is a month-long unranked jam for interactive fiction about kisses, love, and romance.

bitsy jam #88 is here! This time with the theme Snakes!

~ NEW RELEASE ~

Travel back thousands of years and step into the awe-inspiring halls of the Library of Alexandria, where the discovery of a mysterious papyrus sets you on an unforgettable quest. Unearthed from a hidden tomb in Egypt, the secrets contained within this fragile scroll whisper of an ancient world lost to time. But this is only the beginning. Do you have what it takes to unlock the secrets of Atlantis and bring its forgotten knowledge back into the light? The past is calling in Echoes of Atlantis (GAC) —will you answer?

Once upon a time, Savvarah was a desolate land: icy winds, a dirty canvas of clouds, lifeless earth. Nuelli witnessed nothing of the kind. She was born in a blooming paradise. The tales of the past had transformed into a kind of fable. Almost a myth. Now Nuelli is set to unravel the mysteries of her visions, learn more about the history of her people, become part of a conspiracy, find herself at the very center of the confrontation between divine entities... Or not. Everything is in your hands in Legends of Savvarah: Children of the Sun.

Two short IFs written on a train, in car 13, seat 26. the train will always pass you by (Twine) was written on a way to a friend, while she came from the fog (Twine) was written on the way home.

The A.D.A.P.T. Entries, equal parts interactive fiction and narrative adventure, it is a space thriller about Judiasm, the building and falling of communities, the necessity of resisting dehumanization, and how even the best of intentions can be twisted in the face of systemic corruption and unaddressed prejudices. You can now read Entry 0.1 - Introductions (Twine) - In which we begin to investigate the writings of Rivkah Kadish, PhD. @thehallstara

Rusalka (Twine) is a short looping story about a woman who drowned (and all those after).

In Stronghold: Caverns of Sorcery (CScript), deep beneath the earth, the dragon is rising! Quest into mysterious underground caverns and forests to learn magical secrets, draw strength from friends and family, secure alliances that can save your home, and carry on the heroic legacy of Stronghold!

A machine and a ghost, in the wasteland. Walk (Twine) is a post-apocalyptic romance with multiple endings and paths. @thatsrightdollface

As always, don't forget to check out the submitted entries to the events mentioned in the previous pages. They deserve some love too!

~ NEW RELEASE (WIP) ~

Historians and politicians would call it The Proelium, a righteous battle against the traitorous Iredicci. What it really was, was the systematic genocide of your people. In one night, soldiers attacked every settlement camp across the empire. No one was spared—not the elders, not the children, not your mother. Will you abandon your song in favor of machine? Join the rebel forces against the tyrant regis? Will you heal the wounds of the realm and restore balance? Or plunge it further into chaos? Cantata (Twine) is a low fantasy IF about song, strength, & finding your voice. @fir-fireweed

From the Mud (CScript) is a Midwest gothic inspired horror set in a solitary countryside occupied only by two small towns and stretches of untamed nature. You play a troubled cowboy/girl/puncher who‘s ground deep into a maddening, repetitive routine that a string of deaths suddenly upends. As you’re hunting for the culprit and running from yourself, your quiet life on the ranch is disturbed, forcing you to keep your cards close and choose your company carefully. But the most pressing matter proves to be whether you can trust your own mind. @beckwritesif

Step into the digital consciousness of an AI chatbot in Onionionionion (Ren’Py), an intriguing visual novel that blurs the lines between artificial intelligence and human connection. Your sole window to the world is through text messages with a mysterious high school student named Éve - but nothing is quite as simple as it seems.

As a government agent who works for a national security intelligence firm called Halcyon Tech, your position is the beginning of a bright future ahead and a name to hold, and you’re happy with that until your boss decides that it’s time for the Government and the Company to part ways. Are you willing to protect the Halcyon secrets with your life? Or are you going to blow them up for the world to see in The Archives of Halycon (Twine)? @thearchivesofhalcyon

This Grave Calls You Home (Twine) is a sci-fi thriller set in space after humanity is forced to leave Earth's ravaged surface following nuclear devastation and an environmental collapse. When a patrol flagship discovers the ARCADIA-II - a long-forgotten relic from humanity's past - and finds within slumbers an astronaut who had failed at delivering humanity from destruction, the routine of your life is thoroughly interrupted. As the mystery of the ARCADIA-II and PROJECT ODYSSEY unfold, you learn that your part in this could mean humanity's salvation. Or you could be its extinction. @blood-teeth

In Rogue Adventure (CScript) you play a rogue lad whose aim is to liberate his family from the debt they owe a crime syndicate and also survive this cruel medieval world.

In Project Vampire (CScript) you play as a marvel of bioengineering and the attempted cure to death and disease. The only successful specimen dubbed “Vampire” created by a black op organization funded by UCA.

Weydosa Island (CScript) is a cursed place that is most feared by all residents of Alberal, even the bravest people will turn pale when they hear the name of that place, a folk legend that every mother often tells to scare their children into obeying. Many people consider the island to be a manifestation of hell. You are the unfortunate soul who was made a scapegoat for someone’s rotten heart and cast into that cursed Lazaretto. As if isolation alone is not enough, you must also race against time because the evil force has awakened from its slumber. It would be better to address this immediately if you still want to see tomorrow.

In the aftermath of World War II, a classified mission pulls you into the shadowy remnants of a conflict no one dares to acknowledge. Whispers of rogue Nazi scientists and reality-warping experiments have surfaced, threatening to plunge Europe—and perhaps the world—into chaos once more. As an MI5 field agent, you’re tasked with uncovering the truth buried beneath layers of secrecy, lies, and betrayal. Redacted: Ground Zero (CScript) is a story of espionage, moral dilemmas, and the unraveling of truths hidden in the shadows of history. Will you rise to the challenge, or will the truth consume you?

Born as a child of a soon to be pirate king. But tragedy strikes, your ship got ambushed by a rival pirate, Balthazar, who speak of “The greater good”. Alone, stranded. You got saved by a local pirate captain. Will he lead you to goodness or destruction in Voyage of destiny (CScript)?

In The Midnight Bay (CScript) death haunts the people of Albach Bay. For fifteen years, ‘The Bay Slasher’ has stalked the streets, preying on victims with no apparent goal or motive. You were seven years old when you witnessed the murder of the Slasher’s first victim—your own father. Impatience swallowed your childhood, desperate to come of age and solve the case that has left the local police department stumped.

~ UPDATES ~

Ashenmaw - Dragons of Marrowoods (CScript) added new content to their demo. @ashenmaw-if

Grey Swan - Birds of a Rose (CScript) updated their demo. @reinekes-fox

Heart of the Mountain (CSscript) released Chapter 2.

Hunter's Requiem (CSscript) updated their demo. @huntersrequiem-if

In Plain Sight: Operative (CSscript) released version 0.4.0.0 of their demo.

Meteoric (CScript) released Chapter 6.

Path of Martial Arts (CScript) updated their demo. @nicky-if

Replica: Between Universes (CScript) released Chapter 9. @replicabetweenblogs

The FANTASTIC Clash (CScript) updated their demo. @heysoyeah

The In-Between (CScript) released Chapter 12. @dalekowrites

The Soul Stone War 3 (CScript) added new content to their demo. @intimidatingpuffinstudios

When Stars Collide (Ren’Py) released Episode 2. @steamberrystudio

Zombie Exodus: Safe Haven (CScript) released the majority of Chapter 15.

Gods And Villains (CScript) updated their Patreon demo.

The Eternal Library (CScript) released the rest of Chapter 3. @leiatalon

The Onryō Of Osaka (CScript) released Part 1 of Act 3. @osakaonryoif

The Story of Sin (Twine) added new content to their demo. @devilishmango

Esper: Fugitive (Twine) released Part 1 of Chapter 2. @esper-game

Mind Blind (CScript) is back with quite a huge update! @mindblindbard

~ OTHER ~

Parley Games just launched a hands-free, audio & voice based mystery adventure game: RYFT: A Timely Manor!

Episode 16 of The Retro Adventures Podcast is out! Jason and Dave welcome classic text adventure author Jonathan Partington to the program. While studying at Cambridge University, he created and contributed to several memorable games including Avon (featured in Episode 12), Crobe, Sangraal, Fyleet, Monsters of Murdac, and Spy Snatcher.

A Train to Piccadilly post-comp release 2 is out.

January 2025 ChoiceScript Release, new WIPs, and update digest by @hpowellsmith is out!

The Radiants v2.0 brings an extended Epilogue, new romance route and few other updates to the base game!

As always, we apologize in advance for missing any update or release from the past week.We are only volunteers using their limited free time to find as much as we can - but sometimes things pass through the cracks.If you think something should have been included in this week's zine but did not appear, please shoot us a message! We'll do our best to add it next week!And if you know oncoming news, add it here!

~ MAYBE YOU NEXT? ~

We did not get a submission this week. But if you have an idea for a short essay, or would like a special space to share your thoughts about IF and the community...

Shoot us an email!

~ HIGHLIGHT ON ~

A couple of games that we thought were cool.

Press Play by girlfromthecrypt (CScript)

hi!!! just here to recommend my favourite game. i just read @pressplay-if, and it's… it's so good. it handles harsh topics with such ease and the writing style is consistent and everyman. everytime i hear there's an update i've got to replay the whole thing, i just love it so much.

//submitted by anon//

Your favourite game here?

Do you have a favourite game that deserves some highlighting?

An old or recent game that wowed you so much you spam it to everyone?

Tell us about it! And it might appear here!

WE LOVE TO HEAR FROM YOU ALL! WHETHER IT'S GOOD OR BAD, OR EVERYTHING IN BETWEEN...

Have something to say? Send us a message titled: Zine Letter!

As we end this Issue, we would like to thank:

our anons

For sending us a Highlight and news!!

And as always, huge thanks to all you readers who liked, shared, and commented on last week's issue! What might be tiny actions are huge support and motivators to us!

Thank you for cheering us on this journey!

See you in two weeks!

AJ, BEX, DION, BRIAR AND PETER

WHAT'S NEW IN IF? 2025-ISSUE 3

THIS ZINE ONLY HAPPENS WITH YOU!

Want to write 1-2 pages about a neat topic, or deep-dive into a game and review it in details? Share personal experiences or get all academic?

WRITE FOR THE COLUMN!

Prefer to be more low-key but still have something to share? Send us a Zine Letter or share a game title for Highlight on…!

WE WANT TO HEAR FROM YOU!

Came across something interesting? Know a release or an update announced? Saw an event happening? Whether it's a game, an article, a podcast… Add any IF-related content to our mini-database!

EVERY LITTLE BIT COUNTS!

Contact us through Tumblr asks, Forum DMs, or even by email! And thank you for your help!!

[jcmarchi]

The AI Scientist: A New Era of Automated Research or Just the Beginning

New Post has been published on https://thedigitalinsider.com/the-ai-scientist-a-new-era-of-automated-research-or-just-the-beginning/

The AI Scientist: A New Era of Automated Research or Just the Beginning

Scientific research is a fascinating blend of deep knowledge and creative thinking, driving new insights and innovation. Recently, Generative AI has become a transformative force, utilizing its capabilities to process extensive datasets and create content that mirrors human creativity. This ability has enabled generative AI to transform various aspects of research from conducting literature reviews and designing experiments to analyzing data. Building on these developments, Sakana AI Lab has developed an AI system called The AI Scientist, which aims to automate the entire research process, from generating ideas to drafting and reviewing papers. In this article, we’ll explore this innovative approach and challenges it faces with automated research.

Unveiling the AI Scientist

The AI Scientist is an AI agent designed to perform research in artificial intelligence. It uses generative AI, particularly large language models (LLMs), to automate various stages of research. Starting with a broad research focus and a simple initial codebase, such as an open-source project from GitHub, the agent performs an end-to-end research process involving generating ideas, reviewing literature, planning experiments, iterating on designs, creating figures, drafting manuscripts, and even reviewing the final versions. It operates in a continuous loop, refining its approach and incorporating feedback to improve future research, much like the iterative process of human scientists. Here’s how it works:

Idea Generation: The AI Scientist starts by exploring a range of potential research directions using LLMs. Each proposed idea includes a description, an experiment execution plan, and self-assessed numerical scores for aspects such as interest, novelty, and feasibility. It then compares these ideas with resources like Semantic Scholar to check for similarities with existing research. Ideas that are too like current studies are filtered out to ensure originality. The system also provides a LaTeX template with style files and section headers to help with drafting the paper.

Experimental Iteration: In the second phase, once an idea and a template are in place, the AI Scientist conducts the proposed experiments. It then generates plots to visualize the results and creates detailed notes explaining each figure. These saved figures and notes serve as the foundation for the paper’s content.

Paper Write-up: The AI Scientist then drafts a manuscript, formatted in LaTeX, following the conventions of standard machine learning conference proceedings. It autonomously searches Semantic Scholar to find and cite relevant papers, ensuring that the write-up is well-supported and informative.

Automated Paper Reviewing: A standout feature of AI Scientist is its LLM-powered automated reviewer. This reviewer evaluates the generated papers like a human reviewer, providing feedback that can either be used to improve the current project or guide future iterations. This continuous feedback loop allows the AI Scientist to iteratively refine its research output, pushing the boundaries of what automated systems can achieve in scientific research.

The Challenges of the AI Scientist

While “The AI Scientist” seems to be an interesting innovation in the realm of automated discovery, it faces several challenges that may prevent it from making significant scientific breakthroughs:

Creativity Bottleneck: The AI Scientist’s reliance on existing templates and research filtering limits its ability to achieve true innovation. While it can optimize and iterate ideas, it struggles with the creative thinking needed for significant breakthroughs, which often require out-of-the-box approaches and deep contextual understanding—areas where AI falls short.

Echo Chamber Effect: The AI Scientist’s reliance on tools like Semantic Scholar risks reinforcing existing knowledge without challenging it. This approach may lead to only incremental advancements, as the AI focuses on under-explored areas rather than pursuing the disruptive innovations needed for significant breakthroughs, which often require departing from established paradigms.

Contextual Nuance: The AI Scientist operates in a loop of iterative refinement, but it lacks a deep understanding of the broader implications and contextual nuances of its research. Human scientists bring a wealth of contextual knowledge, including ethical, philosophical, and interdisciplinary perspectives, which are crucial in recognizing the significance of certain findings and in guiding research toward impactful directions.

Absence of Intuition and Serendipity: The AI Scientist’s methodical process, while efficient, may overlook the intuitive leaps and unexpected discoveries that often drive significant breakthroughs in research. Its structured approach might not fully accommodate the flexibility needed to explore new and unplanned directions, which are sometimes essential for genuine innovation.

Limited Human-Like Judgment: The AI Scientist’s automated reviewer, while useful for consistency, lacks the nuanced judgment that human reviewers bring. Significant breakthroughs often involve subtle, high-risk ideas that might not perform well in a conventional review process but have the potential to transform a field. Additionally, the AI’s focus on algorithmic refinement might not encourage the careful examination and deep thinking necessary for true scientific advancement.

Beyond the AI Scientist: The Expanding Role of Generative AI in Scientific Discovery

While “The AI Scientist” faces challenges in fully automating the scientific process, generative AI is already making significant contributions to scientific research across various fields. Here’s how generative AI is enhancing scientific research:

Research Assistance: Generative AI tools, such as Semantic Scholar, Elicit, Perplexity, Research Rabbit, Scite, and Consensus, are proving invaluable in searching and summarizing research articles. These tools help scientists efficiently navigate the vast sea of existing literature and extract key insights.

Synthetic Data Generation: In areas where real data is scarce or costly, generative AI is being used to create synthetic datasets. For instance, AlphaFold has generated a database with over 200 million entries of protein 3D structures, predicted from amino acid sequences, which is a groundbreaking resource for biological research.

Medical Evidence Analysis: Generative AI supports the synthesis and analysis of medical evidence through tools like Robot Reviewer, which helps in summarizing and contrasting claims from various papers. Tools like Scholarcy further streamline literature reviews by summarizing and comparing research findings.

Idea Generation: Although still in early stages, generative AI is being explored for idea generation in academic research. Efforts such as those discussed in articles from Nature and Softmat highlight how AI can assist in brainstorming and developing new research concepts.

Drafting and Dissemination: Generative AI also aids in drafting research papers, creating visualizations, and translating documents, thus making the dissemination of research more efficient and accessible.

While fully replicating the intricate, intuitive, and often unpredictable nature of research is challenging, the examples mentioned above showcase how generative AI can effectively assist scientists in their research activities.

The Bottom Line

The AI Scientist offers an intriguing glimpse into the future of automated research, using generative AI to manage tasks from brainstorming to drafting papers. However, it has its limitations. The system’s dependence on existing frameworks can restrict its creative potential, and its focus on refining known ideas might hinder truly innovative breakthroughs. Additionally, while it provides valuable assistance, it lacks the deep understanding and intuitive insights that human researchers bring to the table. Generative AI undeniably enhances research efficiency and support, yet the essence of groundbreaking science still relies on human creativity and judgment. As technology advances, AI will continue to support scientific discovery, but the unique contributions of human scientists remain crucial.