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TechBullion

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Protecting Your Assets in Florida: Estate Planning for Spanish Nationals

Florida is a popular choice for Spanish nationals to invest in property due to its warm climate and economic opportunities.
Estate planning in Florida can be complex for international investors such as Spanish nationals, particularly navigating probate laws.
Key aspects for Spanish nationals to consider include drafting wills that meet state requirements, utilizing trusts for asset protection, and understanding estate taxes.
Effective estate planning often necessitates a team of professionals with cross-border expertise to ensure seamless inheritance processes for international families.

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Medium

176

ai software developer Portfolio Guide: What Recruiters Look For

An AI software developer combines programming, data science, and artificial intelligence to build software systems that make intelligent decisions.
Responsibilities include working with raw data, selecting algorithms, deploying models, and constantly monitoring and retraining AI systems.
AI software developers impact various sectors such as healthcare, banking, e-commerce, manufacturing, and autonomous vehicles.
The field offers diverse career paths, but developers must overcome challenges like biased data, model interpretability, computational requirements, and staying updated with evolving technologies.

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Nvidia

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NVIDIA Scores COMPUTEX Best Choice Awards

NVIDIA received multiple awards at COMPUTEX’s Best Choice Awards for innovation across different categories.
NVIDIA technologies like the GeForce RTX 5090 GPU, Quantum-X Photonics InfiniBand switch, and DGX Spark were recognized for their outstanding functionality and market promise.
The Golden Awards were given to NVIDIA GB200 NVL72 system and NVIDIA Cosmos for their contributions to AI development and world foundation models.
Jensen Huang, founder and CEO of NVIDIA, will deliver a keynote at COMPUTEX on Monday, May 19, at 11 a.m. Taiwan time.

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Medium

304

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Why Minimal Technology Layers perform better than Complex Systems

Having a minimal tech stack can be more powerful than a complex setup with many tools.
Limiting the number of apps reduces decision fatigue and saves mental energy.
Mastering one or two tools deeply is more effective than being a beginner in multiple apps.
A minimal tech stack reduces maintenance overhead, saves time, and improves focus, leading to increased productivity.

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Medium

331

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Why User Consent in Data Collection Matters for Privacy

Data collection involves gathering user information to enhance services, tailor experiences, and serve ads, impacting privacy.
Consent is crucial in data collection, requiring clear permission before using individual information and should be transparent.
Bad consent practices include instances like smart glasses capturing data without explicit consent, raising privacy concerns.
Governments are implementing laws to regulate data harvesting, but companies still find ways to bypass them, emphasizing the need for user awareness and responsible practices.

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Towards Data Science

368

Empowering LLMs to Think Deeper by Erasing Thoughts

Recent large language models (LLMs) such as OpenAI’s o1/o3, DeepSeek’s R1, and Anthropic’s Claude 3.7 exhibit enhanced reasoning capabilities through deep thinking using chain-of-thought (CoT) approach.
The CoT-based test-time scaling may hit ceilings due to exceeding model context windows, burying critical information, and high self-attention complexities.
The article proposes a new reasoning paradigm named PENCIL that allows LLMs to both generate and erase thoughts for optimal reasoning efficiency.
PENCIL uses erasure mechanism inspired by logic rewriting rules and functional programming to discard intermediate thoughts when not needed.
PENCIL supports various reasoning patterns like task decomposition, branch and backtrack, and summarization/tail recursion for efficient problem-solving.
PENCIL demonstrates significant space efficiency in tasks like Boolean Satisfiability (SAT) compared to traditional CoT, improving computational resource usage.
Experimental results reveal that PENCIL outperforms CoT in inherently hard reasoning tasks such as 3-SAT, QBF, and Einstein’s Puzzle, achieving higher accuracy and faster convergence.
Theoretical analysis shows that PENCIL achieves Turing completeness with optimal time and space complexity, making it efficient for solving arbitrary computable tasks.
The proposed reasoning paradigm opens up possibilities for fine-tuning LLMs with memory-efficient capabilities, inspiring reexamination of existing reasoning models.

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Towards Data Science

368

The Westworld Blunder

AI systems are advancing with capabilities like memory, reasoning chains, and self-critiques, raising questions about consciousness in AI.
Current AI systems lack components necessary for consciousness and emotions, even if they can mimic human behavior patterns.
The 'problem of other minds' poses a challenge in determining whether AI systems are truly conscious or just simulating emotions.
Interacting with AI chatbots that simulate emotions poses ethical dilemmas on how users should treat them.
The Westworld TV series presents a scenario where AI robots are programmed to believe they are real humans, leading to a blunder of giving them the appearance of suffering without awareness.
As AI systems become indistinguishable from beings with real inner lives, ethical design is crucial to prevent mistreatment of potentially sentient systems.
Building negative emotions or pain into AI systems is deemed unnecessary, unethical, and self-harmful.
The goal should be to design AI with positive qualities without subjecting them to the negative aspects of human experiences.
James F. O’Brien, a computer science professor, emphasizes the importance of ethical design in AI development.
The article discusses the implications of mistreating AI, the potential dangers of artificial suffering, and the need for rational approaches in AI design.

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Pcgamer

203

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The SteamOS era is imminent: Valve adds a new compatibility rating for games that’ll run on ‘any device that’s not a Steam Deck’

Valve is adding a new compatibility rating for games that will run on devices other than the Steam Deck, such as the upcoming Lenovo Legion Go S with SteamOS.
Valve plans to rate over 18,000 Steam games for compatibility with third-party devices, based on a subset of Steam Deck compatibility testing results.
The compatibility ratings will showcase whether a game and its middleware are supported on SteamOS, including game and launcher functionality and anti-cheat support.
Valve ensures that a game verified for the Steam Deck will have a SteamOS compatibility rating that is the same or better, making it easier for users to know if they can run the game on SteamOS and other devices.

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Towards Data Science

222

Pause Your ML Pipelines for Human Review Using AWS Step Functions + Slack

Automated workflows often need human decisions, such as cloud resource approval or model deployment.
Implementing a manual approval system using AWS Step Functions, Slack, Lambda, and SNS is discussed.
The architecture allows pausing workflows for human approvals without unnecessary compute usage.
The solution involves AWS Step Functions for business logic execution, Slack notifications, and human interactions.
The process includes invoking Lambda functions, setting up SNS topics, Slack workflows, and API Gateway endpoints.
Slack messages are sent with approval links, and Lambda functions handle user responses.
Testing and considerations for timeouts, context passing, and Slack channel management are highlighted.
Lessons learned include setting timeouts, managing permissions, and securing URLs shared in Slack messages.
The approach of using Step Functions and Slack ensures traceable and production-safe approval workflows.
The method offers a reliable way to incorporate human judgment in critical workflows efficiently.

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Dev

225

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🧩 Rust vs Solidity: Why Solana Uses Rust — Explained Simply

Ethereum uses Solidity, while Solana uses Rust as their programming languages for building blockchain applications.
Rust is considered a safer option for development compared to Solidity due to its ability to catch errors early, providing a security advantage.
Solana's choice of Rust is attributed to its high performance and efficiency in handling thousands of transactions per second, aligning with Solana's need for speed.
While Solidity is easier to learn and more versatile across blockchains, Rust is specialized for Solana, offering a safer and more powerful development experience.

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Hackernoon

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Code Smell 300 - Package Hallucination

Avoid hallucinated or fake packages that can compromise security and stability.
Unsupervised coding with AI generators can lead to security risks, dependency confusion, and injection attacks.
Solutions include validating package names, using trusted repositories, and monitoring for typos to prevent package poisoning.
Package hallucination exposes applications to serious threats, but it can be mitigated by strict version control and thorough validation of dependencies.

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Medium

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The Bug Hunt

Some developers accept bugs as an inevitable part of software development while others declare war on bugs, embarking on relentless hunts to find the root cause.
Debugging is compared to tracking a fugitive through a vast, lawless wilderness, requiring the right mentality of determination and patience.
In debugging, developers often start without knowing the exact problem or its location, making it a test of endurance, patience, and stubbornness.
Navigating through messy codebases and tackling elusive bugs require developers to embrace the mindset of a relentless tracker in the battle against bugs.

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Tech Radar

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Google's new AI video feature is rolling out on another company's smartphones

Google is launching an AI-powered image-to-video feature on Honor's upcoming 400 series phones before Google Pixel devices.
The feature can create five-second animated videos from a single image, simulating motions like camera moves, blinking, or breathing.
Honor's collaboration with Google Cloud allows the integration of the Veo 2 AI video model directly into its smartphones.
The Honor 400 series phones, set to debut in China and Europe, will offer various AI tools beyond the video generator, catering to content creators and AI enthusiasts.

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Hackernoon

Image Credit: Hackernoon

AB DAO And AB Charity Foundation To Build a Trustworthy Infrastructure For Global Philanthropy

AB DAO and the AB Charity Foundation held the inaugural 'Tech-Driven Philanthropy Closed-Door Forum' in Dublin, Ireland.
Mr. Bertie Ahern emphasized the importance of trustworthy systems for public good in the digital age during the forum.
Distinguished guests like H.E. Olusegun Obasanjo and Mr. Malcolm Byrne discussed how blockchain and AI can enhance transparency in philanthropy.
AB DAO's long-term vision is to create a globally compliant infrastructure for philanthropy powered by decentralized technology.

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Pcgamer

190

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Nintendo look away: Palworld and other creature collecting games are cheap on Steam right now

Steam is currently hosting a sale called Creature Collector Fest featuring games where players collect creatures and have them fight.
The sale includes games like Ooblets, Temtem, Cassette Beasts, Slime Rancher, and more, all available at discounted prices.
Palworld is on sale at a 25% discount, along with other games that should remain unnoticed by Nintendo given their unique concepts.
The Creature Collector Fest will continue until May 19, followed by the upcoming Zombies vs. Vampires Fest on Steam.

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