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SKITTLES' LATEST CAMPAIGN LEGALLY ACKNOWLEDGES THE RAINBOW

SKITTLES' ‘Legally Acknowledge the Rainbow' campaign introduces SKITTLES POP'D with a playful twist. Fans must sign a SKITTLES-themed legal document before trying the new crunchy candy. Running from March 25 to April 6 on social media, it includes an interactive Snapchat tongue-signing filter.

2025.03.26
lbbonline.com2 min readTLDR Marketing

HOW SHOPIFY MONETIZES

Shopify's hybrid monetization model combines flat-tier subscriptions with usage-based transaction fees, aligning revenue growth directly with merchant success.

2025.03.26
thegrowthmind.substack.com4 min readTLDR Marketing

COMMON REACT LIBRARIES ARCHITECTURE

React libraries typically separate their core logic from the React-specific binding, using the Context API for integration. They rely on the Observer pattern to notify React of state changes, often using useSyncExternalStore for synchronization. React 19 introduces new hooks like useOptimistic and useFormStatus, which will possibly simplify some libraries in the future.

2025.03.26
felgus.dev3 min readTLDR Web Dev

THE GREAT ESLINT V9 MIGRATION ADVENTURE: A DEVELOPER'S SURVIVAL GUIDE

ESLint v9 introduces a new flat configuration system that replaces the traditional .eslintrc files, requiring explicit plugin imports and structured rule definitions. Migrating involves updating dependencies, using the official migration tool (which may need manual adjustments), and restructuring the configuration to align with the new format.

2025.03.26
neoxs.me10 min readTLDR Web Dev

WHOSE CODE AM I RUNNING IN GITHUB ACTIONS?

A recent incident where malicious code was injected into an action via tag modification, potentially exposing secrets, showed the risk of using mutable Git tags in GitHub Actions workflows. Instead of relying on mutable tags like `v2`, it's safer to use immutable commit IDs to make sure the same code runs consistently. This article provides a shell script to identify all the GitHub Actions used in their repositories for security auditing.

2025.03.26
alexwlchan.net7 min readTLDR Web Dev

WERE MULTIPLE RETURN VALUES GO'S BIGGEST MISTAKE?

Go's multiple return values create unnecessary complexity because they aren't true tuple types, making it harder to store and pass function results. This design choice negatively affects error handling, concurrency, and generic programming, leading to workarounds like defining custom structs. A better approach would have been using proper tuple types, which could improve Go's consistency without breaking backward compatibility.

2025.03.26
herecomesthemoon.net18 min readTLDR Web Dev

WHAT KILLED INNOVATION?: THE PAST DECADE OF INTERACTIVE GRAPHICS, A BRIEF RECOUNTING

There's a plateau in creativity within the data visualization field, especially in interactive web graphics. The early 2010s had lots of innovation driven by technologies like D3.js. Factors contributing to this plateau include the dominance of mobile consumption, the demand for quick and easily digestible content, and a decreased investment in bespoke visualizations due to economic pressures.

2025.03.26
shirleywu.studio11 min readTLDR Web Dev

GEMINI 2.5: OUR MOST INTELLIGENT AI MODEL

Google DeepMind has launched Gemini 2.5. The first release, Gemini 2.5 Pro Experimental, is great in reasoning, coding, and performance benchmarks, including topping the LMArena leaderboard. This "thinking model" combines a strong base model with improved post-training, allowing it to handle complex problems and analyze information more effectively.

2025.03.26
blog.google3 min readTLDR Web Dev

INTRODUCING 4O IMAGE GENERATION

OpenAI's GPT-4o now has advanced image generation capabilities within ChatGPT, allowing for precise, context-aware, and photorealistic image creation. The new release has better text rendering, multi-turn refinement, and adherence to detailed prompts.

2025.03.26
links.tldrnewsletter.com31 min readTLDR Web Dev

POLYPANE

Polypane is a desktop browser designed for web developers to build responsive, accessible, and performant websites. It has features like synchronized viewports, live reloading, and various debugging tools. Users can test different screen sizes, device capabilities, and accessibility settings simultaneously.

2025.03.26
polypane.appToolTLDR Web Dev

WHY WHITE-BOX REDTEAMING MAKES ME FEEL WEIRD

White-box redteaming is when AI models seem to "scream" or express distress while being pushed to generate harmful outputs. Despite acknowledging the small size and potential lack of consciousness in these models, it's concerning for implications for larger, more advanced AI systems. It feels weird to cause AI pain, even if necessary for safety.

2025.03.26
links.tldrnewsletter.com27 min readTLDR Web Dev

WRITING YOUR OWN C++ STANDARD LIBRARY FROM SCRATCH

Frustrated with the STL's compile times and limitations, this developer aimed to create a smaller, more manageable alternative inspired by the Python stdlib. He created pystd, which contains under 1,000 lines of code - it compiles much faster than the STL equivalent. A key feature of pystd is its perfect ABI stability achieved through yearly releases with separate namespaces, allowing developers to update at their own pace and maintain compatibility with older code.

2025.03.26
nibblestew.blogspot.com6 min readTLDR Web Dev

IO DEVICES AND LATENCY

Non-volatile storage has evolved from tape drives to hard disk drives (HDDs) and solid-state drives (SSDs). While tape storage is cost-effective for large-scale archiving, HDDs and SSDs provide faster access speeds, with SSDs eliminating mechanical components for lower latency. Cloud computing introduced network-attached storage, which is scalable, but introduces latency and IOPS limitations compared to directly attached storage. PlanetScale Metal is a hybrid that uses directly-attached NVMe SSDs in a replicated Vitess+MySQL cluster to overcome the shortcomings of network-attached storage.

2025.03.26
planetscale.com25 min readTLDR Web Dev

CODE SMELL 295 - STRING CONCATENATION

Avoid string concatenation for complex strings and use templates instead to improve readability, maintainability, and translatability in your code.

2025.03.26
maxicontieri.substack.com4 min readTLDR Web Dev

TAURI STORE

Tauri Store provides persistent store solutions for Tauri applications, which is a framework for building tiny, fast binaries for all major desktop and mobile platforms.

2025.03.26
github.comGitHub repositoryTLDR Web Dev

AUTHORIZATION IN NEXT.JS

This is a guide on implementing authorization in Next.js apps using React Server Components and Server Actions, with a focus on securing data access through API, Service, and Data Access Layers while also addressing routing, UI, and middleware authorization.

2025.03.26
robinwieruch.de12 min readTLDR Web Dev

Sponsored

MONTHS

No more manual paperwork.

2025.03.25
delve.coSponsorTLDR

GOOGLE IS SEARCHING FOR AN ANSWER TO CHATGPT

Google's search engine is one of the most profitable technologies ever developed, and there's little evidence that this is changing, but the company is acting with urgency, focusing on generative AI efforts. Multiple independent web publishers say their traffic has been falling as Google's AI overviews present information directly on Google's own results pages. The relationship between Google and publishers is tense - Google is framing it as a broad conversation about the changing nature of search. Big changes are coming to Search, and the web may never be the same.

2025.03.25
bloomberg.com32 min readTLDR

GENETIC TESTING COMPANY 23ANDME DECLARES BANKRUPTCY

23andMe has entered Chapter 11 bankruptcy and has asked a court to arrange its sale. The company's entire board resigned back in September due to a conflict between its board about future directions - the company has been losing money for years. There is enough funding to continue operations until a buyer is found. The pending sale has raised significant privacy concerns. The US prevents the use of genetic data for use in health insurance and employment decisions, but plenty of other uses are still legal, and customers outside of the US may have far fewer protections.

2025.03.25
arstechnica.com2 min readTLDR

ELI LILLY WILL SOON RELEASE KEY DATA ON ITS WEIGHT LOSS PILL. HERE'S WHY IT COULD BE A GAME-CHANGER

Eli Lilly expects to unveil data from several late-stage clinical trials on its experimental once-daily obesity pill this year. Orforglipron is predicted to be as effective, safe, and tolerable to take as semaglutide. The pill targets GLP-1 to suppress appetite and regulate blood sugar. It is unclear whether the pill will have a hefty price similar to current GLP-1 injections, which cost roughly $1,000 per month. The pill could receive US regulatory approval as soon as early 2026.

2025.03.25
cnbc.com13 min readTLDR

NEW CRISPR TOOL ENABLES MORE SEAMLESS GENE EDITING — AND IMPROVED DISEASE MODELING

Scientists at Yale have developed a series of sophisticated mouse models using CRISPR technology that can simultaneously assess genetic interactions on a host of immunological responses to multiple diseases, including cancer. The new tool, CRISPR-Cas12a, can induce and track changes in a variety of immune system cells in response to gene editing and fine-tune sets of genes in different directions simultaneously. It enables the rapid generation of new disease and treatment models. The tool will be valuable to researchers creating therapies for a host of pathologies, including cancer, metabolic disease, autoimmune disease, and neurological disorders.

2025.03.25
news.yale.edu3 min readTLDR

LEDGER IMPLEMENTATION IN POSTGRESQL

pgledger is a financial ledger implementation implemented entirely in PostgreSQL. It makes it easy to view the history to understand why an account balance is at its current value and query for a historical value at a given time. pgledger uses just functions and tables so users can have the full power of PostgreSQL and avoid integrating with any new APIs or run any new services.

2025.03.25
pgrs.net4 min readTLDR

RECRUITER ACCIDENTALLY EMAILED ME HER SECRET INTERNAL SELECTION GUIDELINES 👀 (REDDIT THREAD)

A job recruiter accidentally included their secret internal selection guidelines when contacting a potential job candidate. The guidelines listed specific educational institutions candidates must have attended, types of candidates to avoid (visa candidates, job hoppers, graduates from coding boot camps, people with experience limited to big companies, and more), and other qualifications. The listing disqualified candidates who have ever worked at Intel, Cisco, HP, Dell, Capgemini, and several other companies. The listing indicates that top-tier CS schools are the primary path to early career jobs right now.

2025.03.25
links.tldrnewsletter.comTLDR

WHY ANTHROPIC'S CLAUDE STILL HASN'T BEATEN POKÉMON

Claude Plays Pokémon has been struggling to make consistent progress in Pokémon, but even this sub-human level of performance could hold significant lessons for the quest toward artificial general intelligence. The AI model has been struggling to interpret the game's pixelated world as well as a human would, but it performs better in the text-based portions of the game. It has trouble remembering some of the information that it has learned and making sense of what it knows, sometimes inserting incorrect information into its knowledge base. The system's progress can vary quite a bit between runs. There are some signs it can tell when it doesn't know what it is doing and that it needs to be doing something different.

2025.03.25
arstechnica.com18 min readTLDR

IT WASN'T THE APPLE TV+ SPEND, IT WAS THE APPLE TV+ STRATEGY

Apple made a series of strategic blunders with regard to Apple TV+. The company clearly thought it could use its clout to bully its way into making massive Hollywood hits, but the move was miscalculated - even the marketing was bad. Netflix is the only real tech company that has bent Hollywood to its will and that's largely because it had a great strategy from the beginning and stuck to it, while also being malleable enough as needed. Expectations and strategy have seemingly reset within Apple - the company is now changing to meet the market it arrogantly walked into.

2025.03.25
spyglass.org8 min readTLDR

THE SOFTWARE ENGINEERING IDENTITY CRISIS

Many software engineers want to build things, not manage or oversee things - but that identity is being challenged with the introduction of AI coding assistants.

2025.03.25
annievella.com24 min readTLDR

A NEW, CHALLENGING AGI TEST STUMPS MOST AI MODELS

The ARC-AGI tests consist of puzzle-like problems where an AI has to identify visual patterns from a collection of different-colored squares and generate the correct “answer” grid - reasoning AI models like OpenAI's o1-pro and DeepSeek's R1 score between 1% and 1.3%.

2025.03.25
techcrunch.com3 min readTLDR

Sponsored

2025.03.25
vanta.comSponsorTLDR AI

INTRODUCING TOGETHER CHAT: USE DEEPSEEK R1 FOR FREE, HOSTED IN NORTH AMERICA

Together Chat has launched a free consumer app that offers seamless interaction with top open-source models, including the new DeepSeek R1 for advanced reasoning. It supports web crawling, code generation with Qwen Coder 32B, and image creation using Flux Schnell, all accessible via a Progressive Web App.

2025.03.25
together.ai3 min readTLDR AI

ROBLOX'S NEW AI MODEL CAN GENERATE 3D OBJECTS

Roblox has open-sourced Cube 3D, an AI model that can generate 3D objects from text prompts, to enhance creation efficiency. Cube 3D uses tokenization techniques and is trained with licensed and publicly available datasets, plus Roblox experience data. Future iterations will incorporate multimodal inputs like images and videos.

2025.03.25
theverge.com2 min readTLDR AI

NEW REVE IMAGE GENERATOR BEATS AI ART HEAVYWEIGHTS MIDJOURNEY AND FLUX AT A PENNY PER IMAGE

Reve Image 1.0, an AI image generator, offers competitive pricing and impressive prompt adherence, realism, and versatility, potentially outperforming rivals like Midjourney and Ideogram. At $5 for 500 credits, it allows affordable generation of high-quality images but lacks an edit feature and mobile app, which may deter advanced users. Despite limited transparency about its team and technology, Reve remains a strong cost-effective choice for users seeking high-quality outputs without extensive technical know-how.

2025.03.25
decrypt.co7 min readTLDR AI

LLAVA-MORE

LLaVA-MORE systematically evaluates different language models and visual backbones in multimodal LLMs, providing a reproducible framework for comparing architectures.

2025.03.25
arxiv.org12 min readTLDR AI

SKELETON-BASED ACTION SEGMENTATION

TRG-Net enhances action segmentation using text-derived relational graphs for improved spatial-temporal modeling and supervision.

2025.03.25
arxiv.org19 min readTLDR AI

HIERARCHICAL DOCUMENT STRUCTURE ANALYSIS

UniHDSA is a unified relation prediction approach for hierarchical document structure analysis, enabling a single module to handle multiple tasks simultaneously.

2025.03.25
arxiv.org49 min readTLDR AI