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60 Fresh GitHub Repos You’ve Never Seen!

Parker Lennox
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60 Fresh GitHub Repos You’ve Never Seen!

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1. Headlamp: Kubernetes Web UI
Check it out!

2. Axios Requests Vulnerable to Possible SSRF
Check it out!

3. Diskonaut: Terminal Disk Space Navigator
Check it out!

4. Pg_ivm: Incremental View Maintenance Extension for PostgreSQL
Check it out!

5. Manifold: A platform for enabling workflow automation using AI assistants
Check it out!

6. Sonic: A blazingly fast Golang JSON serializing and deserializing
Check it out!

7. Agent Contracts – a new way to trust agents
Check it out!

55. Agent for Translating Modules and Generating Examples
Check it out!

56. GitHub is currently merging PRs in the UI with the wrong merge method
Check it out!

57. Framework for ternary versions of arbitrary neural networks
Check it out!

58. OptiScaler: Bridging framegen across DLSS2/XeSS/FSR2
Check it out!

59. A free and open-source inpainting and outpainting tool
Check it out!

60. Shef
Check it out!

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US Port Operators Turn to Automation

Parker Lennox
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US Port Operators Turn to Automation

Unlock the Editor’s Digest for free

Roula Khalaf, Editor of the FT, selects her favourite stories in this weekly newsletter.

US ports have become increasingly clogged as American consumers order record numbers of products from abroad. The port operators say only one thing can help — robots.

How does cargo move through ports today?

When container ships carrying everything from food to clothing to electronics arrive at all but three US ports, they are greeted by human workers. Operators sit in the cabs of conventional cranes, lifting 8-foot wide shipping containers off ships and sorting them in the dock yard, before transferring them to trucks or trains.

Semi-automating the process

Some US terminals have added technologies that allow workers to “semi-automate” the process, with operators controlling the cranes remotely from an off-site office, monitoring via video link but letting the system do most of the work, according to a survey by the US Government Accountability Office. Proponents of automation say that computer modelling allows semi-automated cranes to stack containers closer together and in a more optimal order than humans can, allowing more cargo to pass through the port faster.

The need for full automation

But even with these tools, US ports are struggling to keep up with a surge in imports, says Jean-Paul Rodrigue, a professor of maritime business at Texas A&M University, driving interest in full automation. “You can do all sorts of tricks, operations research, information technologies, management systems, better equipment, but at some point you’re going to need to automate to increase productivity,” he says.

Could robots speed up port automation?

At the fully automated Port of Rotterdam, in the Netherlands, all cargo movements are co-ordinated by workers in a central control room. From there, agents direct automated stacking cranes that unload containers from ships and then automatic guided vehicles move them around the yard.

Challenges involved

One of the biggest barriers to automation is the cost of robots themselves. Port operators interviewed by the US Government Accountability Office said that automation required a large upfront investment that they may not have been able to fully recoup before the equipment wore out in 10-20 years. Workers say that current robotics technology struggles with transferring containers between multiple modes of transport, compared with moving them from one ship to another.

Conclusion

Port automation is not without its challenges, but as demand for imports grows, port operators will be forced to expand their use of robotics. As Rodrigue notes, “In a matter of a decade or so, with the ongoing growth of traffic, it’s going to be almost impossible to operate a terminal in the US” without automation.

FAQs

Q: What is the current state of port automation?
A: Port operators are struggling to keep up with a surge in imports, with current technologies only partially automating the process.

Q: What are the challenges involved in port automation?
A: The cost of robots, adapting to changing supply chain challenges, and the need for close collaboration among different parts of the port.

Q: Will robots solve the problem of port congestion?
A: While robots can help, they are not a panacea and may not meet expectations of increasing productivity by as much as 35%.

Q: What is the future of port automation?
A: As demand for imports grows, port operators will be forced to expand their use of robotics, making full automation a necessary step to increase productivity.

CFPB official testifies to agency confusion after DOGE

Avery Winslow
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0
CFPB official testifies to agency confusion after DOGE

Big Time Confusion at the Consumer Financial Protection Bureau

Testimony From CFPB Chief Operating Officer Adam Martinez

CFPB Staff in Disarray

Big time confusion has wracked the Consumer Financial Protection Bureau (CFPB) staff since last month, the agency’s chief operating officer, Adam Martinez, testified before a federal judge in Washington, DC, on Monday.

Disagreements Over Agency Operations

Martinez’s testimony is meant to address questions around what’s happening at the financial regulation agency, before a judge decides whether to grant a preliminary injunction to preserve agency data, funds, and staff. It clarified points of disagreement between Martinez and other CFPB staffers, who said in sworn declarations to the court that the agency has become far less operational than Martinez has portrayed, particularly since the Department of Government Efficiency (DOGE) got involved – with some functions effectively grinding to a halt.

A Changing Landscape

Martinez described the last several weeks as typical for a presidential transition. He says the agency was in flux during DOGE’s first few weeks at the agency, and in a way, that’s not uncommon during a new administration. "DOGE came in with a very hard fist," Martinez said, but there was "a change in posture" when acting CFPB director Russell Vought, who leads the Office of Management and Budget (OMB), and his deputy, Mark Paoletta – who is working as chief legal officer at the CFPB – became more involved in the agency’s inner workings. Their arrival, Martinez said, made him feel as if "the adults were around the table."

The Judge’s Skepticism

Judge Amy Berman Jackson appeared skeptical of these assertions, and the administration’s justification for a massive reduction-in-force (RIF) plan – which the government has temporarily agreed to pause while she’s making her decision. On Tuesday, she’ll hear opposing testimony from two federal employee witnesses for the union that brought the case: Matthew Pfaff, chief of staff for the CFPB’s Office of Consumer Response; and a federal employee going by the pseudonym Alex Doe, who attended meetings between the CFPB and the Office of Personnel Management (OPM) about cuts to the agency.

Is the CFPB Operating? Depends on Who You Ask

The CFPB supervises financial institutions and fields consumer complaints. It’s increasingly played a role in the tech industry’s ventures into digital payments, though a Republican-majority Congress is seeking to roll back some of that authority, which includes monitoring things like the Elon Musk-owned X’s payments project. But the National Treasury Employees Union, which represents CFPB staff, alleges Vought is violating the separation of powers by quietly shutting it down.

A Court Decision Awaits

Jackson is attempting to determine whether Trump administration officials like Vought are preventing employees from carrying out work required by congressional statute. The answer, so far, depends on who you ask.

Conclusion

The CFPB’s staff is in disarray, with some functions effectively grinding to a halt. The agency’s chief operating officer, Adam Martinez, testified that the situation is typical for a presidential transition, but his words were met with skepticism from the judge. The court will continue to hear testimony from federal employee witnesses, and a decision will be made on whether to grant a preliminary injunction to preserve agency data, funds, and staff.

Frequently Asked Questions

Q: What is the CFPB’s role in the financial industry?
A: The CFPB supervises financial institutions and fields consumer complaints, and has increasingly played a role in the tech industry’s ventures into digital payments.

Q: What is the purpose of the RIF plan?
A: The RIF plan is aimed at reducing the number of employees at the CFPB, with the goal of streamlining the agency’s operations.

Q: What is the National Treasury Employees Union’s position on the RIF plan?
A: The union is opposing the RIF plan, arguing that it violates the separation of powers and will result in the loss of essential skills and knowledge at the CFPB.

Beyond the Basics: How AI Agents are Revolutionizing the Future of Work

Emerson Blake
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0
Beyond the Basics: How AI Agents are Revolutionizing the Future of Work

The Impact of AI Agents on the Workforce: Separating Fact from Fiction

The Growing Concern of Job Replacement

Ever since generative AI exploded in popularity, one of the major concerns has been how it will impact jobs and replace the human workforce. That fear is only heightened with the mention of AI agents, as they can carry out tasks for humans without even needing constant human prompting or supervision, eliminating the need for humans to perform specific tasks even further.

The Limitations of AI Agents

However, just because an AI agent can carry out some tasks doesn’t necessarily mean it can do all of them. As mentioned above, there are critical business operations that an AI agent cannot replace, such as face-to-face interactions with clients or higher-level tasks involving problem-solving, experience, or creativity.

The Rise of Domain Expertise

In fact, according to LaMoreaux, AI agents may amplify the need for humans in some areas.

"With AI and generative AI, domain expertise becomes more important, not less important," said LaMoreaux. "The AI agents already know the basics, so when things need to get unique, then routed to humans, it’s going to be higher-order questions and problems."

The Importance of Human Creativity and Problem-Solving

Building on this idea, Elsakr also highlighted that the models themselves don’t have ideas. As a result, it is imperative that humans come up with better ideas now and spend real time implementing ideas that matter.

Autonomy and Risk of Bias

Another concern about AI agents is that they are entirely autonomous and, as a result, can handle important business tasks and data without the need for direct human supervision guiding their every step, leaving room for bias, privacy concerns, and error.

Tailoring AI Agents to Company Needs

However, it is important to remember that AI agents can be tailored to fit the specific company’s needs. They are given the authority to access only information the company is willing to share and can only perform actions they are specifically granted the authority to do. Ultimately, these tasks should be carefully chosen to ensure they align with the company’s needs and values.

Examples of AI Agents in Action

For example, LaMoreaux explained IBM uses an agent to help match candidates to potential job roles, as opposed to using an AI agent for selection to weed out applications. Even though other companies use AI agents for filtering and selecting processes, there is a risk of inviting AI bias and not selecting people with different educational backgrounds, which doesn’t align with the company culture.

Conclusion

In conclusion, while AI agents have the potential to significantly impact the workforce, they are not a replacement for human expertise, creativity, and problem-solving. By tailoring AI agents to fit company needs and utilizing them in specific areas, businesses can harness the benefits of AI while minimizing the risks associated with bias and error.

Frequently Asked Questions

Q: Can AI agents replace human tasks?

A: No, AI agents are not a replacement for human tasks that require creativity, problem-solving, or face-to-face interactions.

Q: Are AI agents biased?

A: AI agents can be biased if not properly designed and trained, but they can be tailored to fit company needs and values to minimize the risk of bias.

Q: Can AI agents access sensitive data?

A: AI agents can access only the information a company is willing to share and can only perform actions they are specifically granted the authority to do.

Creating the Trailmakers 2.0 Cinematic Game Trailer in Four Months

Phil
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0
Creating the Trailmakers 2.0 Cinematic Game Trailer in Four Months

How We Focused on Efficiency

Space Office is a small team that works quickly and finds clever ways to save time, money, and resources. Once Flashbulb approved our story for the trailer, we worked with them to recycle as many in-game assets as possible, cutting down several days of production time that would be needed to model assets from scratch.

Props and vehicles from the game all received an overhaul on modeling and shaders. To do this, our hard-surface asset modeller would load each asset into Maya and add edge loops and subdivisions, plus extra details and gadgets where needed. PBR materials were then created from existing textures when available to give the whole thing a cinematic aesthetic.

Finally, background assets were touched up with procedural edge, curvature, and grunge maps to keep texture painting to a minimum, while hero textures got a more thorough reworking. We would then dial in the amount of grunge, detail, and realism with Flashbulb’s art director to make sure the look remained on-brand for the game.

How We Built the Space Station Model

The space station couldn’t be upgraded from an in-game model, as it only existed as a concept drawing and part of a 3D model from an older game. Instead, we thought about one of our favorite examples of blockbuster movie magic, and kitbashed the environment.

When making miniatures for the original Star Wars, the modellers would combine parts of different model kits to create something that looked galactic and wholly original. They called these random pieces ‘greebles.’ Inspired by this approach, we built the highly-detailed space station model out of our own 3D greebles.

Planet Landscapes

Planet landscapes were generated using tyFlow, a versatile simulation plugin for 3ds Max. We generated high-res landscapes in minutes and ran them in real-time within the viewport. This meant we got detailed feedback from Flashbulb before we’d even left previz.

Lighting and Rendering

When it came to lighting and rendering, we made the process more efficient by rendering in a single beauty pass, with light sources split up for compositing. We tweaked each light source using Nuke, working with the ACES colorspace – a color management system that standardizes color space between different input sources – to give the trailer a filmic look.

The Result – Trailmakers 2.0 Trailer

Our Trailmakers 2.0 trailer is more than an advertisement for the game, it’s a short film and a prologue to the experience that players will have in the game. A piece of storytelling in its own right. In just 60 seconds, the audience gets a taste of the gameplay mechanics, the visual style, and the overall feel of the game.

We want existing Trailmakers fans to be excited by the trailer and new gamers to be enticed to try it out, but they’re not the only reasons to craft a proper game trailer. In the past, trailers we’ve created for Flashbulb have helped them to secure publishing deals long before they had a playable demo of their game. In an age where players stream games on services like PlayStation Plus and Xbox Game Pass, a jaw-dropping trailer can even see your game added to their catalogues.

Conclusion

We’re incredibly proud of our work on Trailmakers 2.0 and the project represents a solution for any game developer that doesn’t have the time or budget to commission a VFX studio to create their trailer. Clients can come to us with nothing but an out-of-this-world idea and we can channel our 20 years of production experience into shaping a story and creating a blockbuster trailer.

FAQs

Q: What was the most challenging part of creating the Trailmakers 2.0 trailer?
A: The most challenging part was working with a small team and limited budget to create a high-quality trailer that would do justice to the game.

Q: How did you approach the lighting and rendering process?
A: We used a combination of Nuke and ACES colorspace to create a filmic look and rendered in a single beauty pass with light sources split up for compositing.

Q: What was the goal of the trailer?
A: The goal was to create a piece of storytelling that would showcase the game’s mechanics, visual style, and overall feel, and entice both existing and new players to try it out.

Q: What did you learn from this project?
A: We learned the importance of being resourceful and creative when working with limited resources, and the value of collaboration between the team and the client to achieve a common goal.

AI-Driven Search: Unleashing the Power of Deep Learning

Jordan Waverly
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AI-Driven Search: Unleashing the Power of Deep Learning

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Deep Research Threatens Google

Google officially launched AI Mode, an AI Overview on steroids, in beta. AI Overviews take more clicks away from classic search results than they give back to cited sources. AI Mode has the potential to rip the gaping trade deficit AI Overviews are already causing on traffic wide open.

The Case For Deep Search

Are Deep Research agents a threat to Google? I think so. Here’s why:

  • The results are impressive, and the time savings are massive. Early on, Google bragged about how quickly it put the search results together. But that was speed to results, not speed to answer. Today, Deep Search agents take minutes to get an answer, but it’s all you need.
  • There is massive potential for personalization, from sources to search criteria.
  • Conversational back and forth, just like with a salesperson in a store. Deep Research agents provide a concise summary that users can expand and explore at their own pace.
  • It turns out that every search engine or AI chatbot either already has a Deep Search agent or is working on one. It could truly be the future of Search for complex queries.

The Impact On SEO

The impact of AI Overviews on SEO traffic is negative. In my meta-analysis of 19 studies about AI Overviews, I found that AIOs reduce click-through rates across the board. Will AI Mode make it worse? Most likely. But there is hope.

Conclusion

The rise of Deep Research agents and AI Mode poses a significant threat to Google’s dominance in the search engine market. While AI Mode has the potential to provide more accurate and personalized results, it also has the potential to further erode Google’s click-based revenue model.

Frequently Asked Questions

Q: What are Deep Research agents?
A: Deep Research agents are AI-powered search tools that provide in-depth analysis and insights on a specific topic or question.

Q: What is AI Mode?
A: AI Mode is a new feature in Google Search that provides more accurate and personalized results by using AI to analyze and summarize information.

Q: How does AI Mode work?
A: AI Mode uses natural language processing and machine learning algorithms to analyze and summarize information, providing users with a concise and accurate answer to their search query.

Q: What is the impact of AI Overviews on SEO traffic?
A: The impact of AI Overviews on SEO traffic is negative, reducing click-through rates across the board.

Q: Will AI Mode make it worse?
A: Yes, AI Mode has the potential to further erode Google’s click-based revenue model.

JD Vance Memes Are Art

Phil
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JD Vance Memes Are Art

The 5 Best JD Vance Memes

Unless you’ve been hiding under a rock, you’ve probably noticed that JD Vance memes have taken over the internet. In fact, they’re pretty much all there is online at the moment. And now they’re officially art after Beeple, the digital artist famous for some of the most expensive NFT art, joined the trend.

The 5 best JD Vance memes

It’s estimated that there are now well over 1,000 ‘Vance edits’ online that bloat, skew and elongate his face and place it in unlikely situations. Vance has variously been depicted as a round-faced baby, a sulking goth, an alien, chicken nuggets, a minion, the Las Vegas Sphere, and Butter Pants from Shrek. Here are a few choice picks.

01. Beeple’s JD Vance art

The digital artist Beeple has captured the zeitgeist with two pieces. One shows various Vance edits preserved in jars for posterity and protected under armed guard. Beeple, whose First 5000 Days NFT sold for $69m back in 2021, also posted ‘Field of JDs’ which is the perfect representation of the internet at the moment. Speaking of NFTs, I can’t help thinking that Vance trading cards could become much more collectible than those hideous Donald Trump cards.

02. JD Vance communion wafer

Pope Francis is unwell at the moment, but he still found time to bless this JD Vance communion wafer.

03. JD Vance 3D model

This JD Vance meme has already become a classic and is one of the ones that’s most been repeated online. This one version is almost like a full 3D model.

04. JD Vance in Shrek

All movies and television series from the past five decades are rapidly being rewritten to add supporting roles for the US Vice President in tribute to his ‘karen’ moment. That includes as Butter Pants in Shrek. JD Vance a spoiled brat? Surely not.

05. JD Vance Guess Who

Hasbro should actually make this. A special edition Guess Who? featuring the best JD Vance memes of the past two weeks would fly.

Want to make your own JD Vance memes?

See our pick of the best digital art software and the best laptops for drawing.

Conclusion

JD Vance memes have taken over the internet, and it’s only fitting that digital artist Beeple has joined the trend. The internet has found a new way to poke fun at the US Vice President, and it’s been a wild ride.

Frequently Asked Questions

Q: What is a JD Vance meme?
A: A JD Vance meme is an image or video that has been edited to include the face of US Vice President JD Vance in unusual or humorous situations.

Q: Why are JD Vance memes so popular?
A: JD Vance memes are popular because they are a way for people to poke fun at the US Vice President and his recent comments.

Q: Can I make my own JD Vance memes?
A: Yes, you can make your own JD Vance memes using digital art software and a laptop.

Best Internal Developer Portals of 2025

Avery Winslow
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Best Internal Developer Portals of 2025

What is an internal developer portal?

An internal developer portal (IDP) is a centralised, self-service platform built in organisations to provide developers with everything they need to develop, deploy, and maintain software. Imagine it as a ‘one-stop shop’ where internal teams can access documentation, APIs, tools, services, best practices, and deployment pipelines.

IDPs eliminate reliance on manual processes and slow-moving communication by letting developers independently pull resources, thereby speeding up workflows and focusing on what matters most – building robust applications.

IDPs are often tied to the concept of platform engineering, which centralises software infrastructure, automation, and tools to maximise developer efficiency and collaboration.

Top 3 Internal Developer Portals

1. Port

Port Internal Developer Platform stands out as an internal developer portal that reimagines developer workflows through its approach to platform engineering. Unlike traditional tools that offer fragmented solutions, Port provides a holistic platform that integrates service catalogue management, self-service capabilities, and comprehensive workflow automation.

The platform’s strength lies in its developer-centric design. Port understands that each organisation has unique technological ecosystems, and therefore offers customisable interfaces that can be tailored to specific organisational needs. Its robust service catalogue goes beyond documentation, offering interactive, context-aware information that helps developers make informed decisions quickly.

One of Port’s most compelling features is its approach to developer self-service. The platform eliminates traditional bottlenecks by empowering developers to provision resources, manage environments, and execute complex workflows with minimal friction. Through intelligent automation and well-defined guardrails, Port ensures that self-service capabilities remain secure and aligned with organisational standards.

2. Cycloid

Cycloid emerges as a powerful internal developer portal that transcends traditional boundaries between development, operations, and infrastructure teams. Its unique value lies in creating a unified, collaborative environment that promotes transparency, efficiency, and innovation.

At the heart of Cycloid’s offering is its comprehensive infrastructure management approach. The platform provides a unified interface for managing complex, multi-cloud environments, allowing teams to provision, configure, and monitor resources across different cloud providers and on-premises infrastructure seamlessly.

Cycloid’s strength is its emphasis on infrastructure-as-code (IaC) principles. By letting teams define and manage infrastructure through code, the platform ensures consistency, reproducibility, and version control of infrastructure configurations. This approach reduces configuration drift and enhances overall system reliability.

The platform also distinguishes itself through its continuous delivery capabilities. Cycloid offers pipeline management tools that support deployment scenarios, including multi-stage releases, canary deployments, and sophisticated rollback mechanisms. The features provide development teams with unprecedented flexibility and control over their software delivery processes.

Another notable aspect of Cycloid is its commitment to security and compliance. The platform integrates comprehensive security scanning, compliance checking, and governance frameworks directly into the development workflow. The proactive approach ensures that security considerations are not an afterthought but an integral part of the development process.

3. Roadie.io

Roadie.io represents a modern, cloud-native approach to internal developer portals, focusing on simplicity, extensibility, and rapid value delivery. Built on the popular Backstage open-source framework, Roadie.io offers a sophisticated yet intuitive platform that accelerates developer productivity and organisational efficiency.

The platform’s core strength is its plugin-based architecture, which allows unprecedented customisation and extensibility. Unlike monolithic solutions, Roadie.io lets organisations build a developer portal that matches their technological ecosystem. Developers can integrate various tools, services, and workflows through a plugin system.

Roadie.io’s service catalog is impressive, offering more than static documentation. The platform provides interactive, context-aware service information that helps developers understand complex system relationships, dependencies, and operational status at a glance. The rich, dynamic approach to service documentation significantly reduces cognitive load and speeds up problem-solving.

Another feature is Roadie.io’s emphasis on developer experience. The platform offers intuitive, user-friendly interfaces that make complex technological interactions feel simple and straightforward. From self-service infrastructure provisioning to sophisticated workflow automation, Roadie.io prioritises ease of use without compromising on advanced capabilities.

The platform’s approach to software lifecycle management means it provides comprehensive tools for tracking software health, managing technical debt, and ensuring long-term system maintainability. By offering insights into service performance, dependency management, and potential improvement areas, the platform supports continuous technological evolution.

Key features that define exceptional internal developer portals

The most effective internal developer portals are characterised by a comprehensive set of features that address the multifaceted needs of modern software development teams:

Comprehensive service catalogue

A robust service catalogue serves as the backbone of an internal developer portal. It provides detailed information about all existing services, including their purpose, technical specifications, ownership, dependencies, and current status. Developers can quickly understand the technological landscape and make informed decisions about service interactions and potential modifications.

Self-service infrastructure provisioning

Modern developer portals give teams self-service capabilities for infrastructure provisioning. Developers can request and configure development environments, databases, and other resources without waiting for manual approvals or intervention from operations teams. The capability significantly accelerates development cycles and reduces administrative overhead.

Integrated documentation and knowledge management

Internal developer portals offer documentation systems that go beyond static wikis. They provide dynamic, interconnected documentation that evolves with the software ecosystem, including automatic API documentation generation, version tracking, and contextual guidance.

Advanced monitoring and observability

Monitoring capabilities allow developers to track the health and performance of services. These features include metrics visualisation, log aggregation, trace analysis, and intelligent alerting mechanisms that help teams identify and address potential issues.

Streamlined workflow automation

Workflow automation features enable teams to create, manage, and optimise complex development pipelines. From continuous integration and continuous deployment (CI/CD) configurations to automated testing and security scanning, these capabilities ensure consistent and reliable software delivery.

The future of software development

As technological landscapes evolve, internal developer portals will become important infrastructure for organisations. They represent more than technological solutions – they are starting points for transformation, promoting collaboration, innovation, and continuous improvement.

The future of software development is collaborative, transparent, and increasingly automated. Internal developer portals are part of this transformation, letting teams achieve better levels of efficiency, creativity, and excellence.

(Image source: Unsplash)

FAQs

Q: What is an internal developer portal?

A: An internal developer portal is a centralised, self-service platform that provides developers with everything they need to develop, deploy, and maintain software.

Q: What are the key features of an internal developer portal?

A: The key features of an internal developer portal include a comprehensive service catalogue, self-service infrastructure provisioning, integrated documentation and knowledge management, advanced monitoring and observability, and streamlined workflow automation.

Q: How does an internal developer portal improve software development?

A: An internal developer portal improves software development by providing a single, unified platform for developers to access resources, documentation, and tools, reducing administrative overhead and increasing productivity.

Q: What is the future of software development?

A: The future of software development is collaborative, transparent, and increasingly automated, with internal developer portals playing a key role in this transformation by promoting collaboration, innovation, and continuous improvement.

The Irony Aims

Phil
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0
The Irony Aims

Generative AI in Video Games: Sony’s Experiment with AI-Generated Characters

Sony’s Experiment with AI-Generated Characters

Video game companies are increasingly interested in incorporating generative AI into their games. Recently, Sony has been experimenting with fully-fledged AI-generated characters, with a prototype of Aloy from the Horizon series as its test subject.

The Leaked Video

A leaked video showcases Sony software engineering director Sharwin Raghoebardajal’s experiment with an AI-driven version of Aloy. The video has been circulating online, and it’s clear that Sony is still working on refining the technology. The AI-generated Aloy responds to questions about her life and the game’s world, using synthesized voice and facial movements.

The Technology Behind the Demo

The demo utilized a combination of technologies, including OpenAI’s Whisper for speech-to-text, GPT-4 and Llama 3 for decision-making, Sony’s Emotional Voice Synthesis (EVS) for speech generation, and Mockingbird for facial animation. The test was conducted on a PC, but Sony has reportedly also experimented with running parts of this system on PS5 hardware.

Fan Reaction

Fans are already expressing their dismay at the results, with many calling the AI Aloy "creepy," "ghastly," and "rancid." One user even pleaded with Sony to "please work on literally anything else." While the technology is promising, the current results are far from convincing.

The Future of AI in Video Games

Nvidia has also been working on AI-generated NPCs that players can interact with, as seen in its demo at Gamescom 2024. Microsoft has also been exploring AI characters, with its Muse AI model for gameplay generation. While fully AI-generated characters could revolutionize the gaming industry, there are concerns about the potential impact on voice actors and the threat of replacing human creators.

Conclusion

While Sony’s experiment with AI-generated characters is an exciting development, there is still much work to be done to achieve convincing results. The technology has the potential to transform the gaming industry, but it’s essential to balance progress with the need for high-quality, engaging gameplay.

FAQs

Q: What is AI-generated characters in video games?
A: AI-generated characters are computer-generated characters that use artificial intelligence to simulate human-like behavior and interactions.

Q: What technologies are being used to create AI-generated characters?
A: Companies like Sony, Nvidia, and Microsoft are using a combination of technologies, including natural language processing, machine learning, and computer vision to create AI-generated characters.

Q: What is the potential impact of AI-generated characters on the gaming industry?
A: AI-generated characters have the potential to revolutionize the gaming industry, offering new possibilities for storytelling, character development, and player interaction. However, there are also concerns about the potential impact on voice actors and the threat of replacing human creators.

Why Extracting Data from PDFs is Still a Nightmare for Data Experts

Emerson Blake
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0
Why Extracting Data from PDFs is Still a Nightmare for Data Experts

The Dark Side of AI-Generated Text: When OCR Models Fall Short

However, these promotional claims don’t always match real-world performance, according to recent tests. "I’m typically a pretty big fan of the Mistral models, but the new OCR-specific one they released last week really performed poorly," Willis noted.

The Flaws of Mistral OCR

"A colleague sent this PDF and asked if I could help him parse the table it contained," says Willis. "It’s an old document with a table that has some complex layout elements. The new [Mistral] OCR-specific model really performed poorly, repeating the names of cities and botching a lot of the numbers."

AI app developer Alexander Doria also recently pointed out on X a flaw with Mistral OCR’s ability to understand handwriting, writing, "Unfortunately Mistral-OCR has still the usual VLM curse: with challenging manuscripts, it hallucinates completely."

The Leader in Document Processing: Google’s Gemini 2.0 Flash Pro Experimental

According to Willis, Google currently leads the field in AI models that can read documents: "Right now, for me the clear leader is Google’s Gemini 2.0 Flash Pro Experimental. It handled the PDF that Mistral did not with a tiny number of mistakes, and I’ve run multiple messy PDFs through it with success, including those with handwritten content."

The Key Advantages of Gemini 2.0 Flash Pro Experimental

Gemini’s performance stems largely from its ability to process expansive documents (in a type of short-term memory called a "context window"), which Willis specifically notes as a key advantage: "The size of its context window also helps, since I can upload large documents and work through them in parts." This capability, combined with more robust handling of handwritten content, apparently gives Google’s model a practical edge over competitors in real-world document-processing tasks for now.

The Drawbacks of LLM-based OCR

Despite their promise, LLMs introduce several new problems to document processing. Among them, they can introduce confabulations or hallucinations (plausible-sounding but incorrect information), accidentally follow instructions in the text (thinking they are part of a user prompt), or just generally misinterpret the data.

Conclusion

In conclusion, while AI-generated text has the potential to revolutionize the way we process documents, it’s essential to be aware of the limitations and drawbacks of LLM-based OCR models. As the technology continues to evolve, it’s crucial to prioritize accuracy and reliability in document processing.

FAQs

Q: What is LLM-based OCR?
A: LLM-based OCR refers to the use of Large Language Models (LLMs) in Optical Character Recognition (OCR) technology, which is used to process and extract text from digital documents.

Q: What are the limitations of LLM-based OCR?
A: LLM-based OCR models can introduce confabulations or hallucinations, accidentally follow instructions in the text, or generally misinterpret the data.

Q: Which OCR model is currently the best?
A: According to recent tests, Google’s Gemini 2.0 Flash Pro Experimental is currently the leader in AI models that can read documents, handling complex documents with handwritten content with a high degree of accuracy.

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