Peak Design unveils cheaper Roller Lite Carry-On suitcase

Peak Design has introduced the Roller Lite Carry-On, a new hard-sided clamshell suitcase. It is part of a series that adapts features from the company's earlier Roller Pro. The launch responds to criticism that the Pro was expensive, with its price rising from as little as $425 at crowdfunded launch to $599.95. The Lite Carry-On starts at $449.95, making it more affordable. The design is also more traditional than the Pro's.

Adobe bets on AI agents to automate creative workflows

Adobe is pushing further into agentic AI, positioning chatbots and AI agents as design assistants that can handle creative tasks. At its Max conference in Miami, the company announced that third-party AI agents will be able to access and modify Creative Cloud projects. It also unveiled new capabilities for its Firefly AI Assistant and let agents run recurring work continuously in the background. Local Model Context Protocol integrations for Creative Cloud tools were previewed, aiming to give users more choice in which AI tools they connect.

Adobe adds AI-powered object removal across Premiere, Photoshop and Lightroom

Adobe is expanding its Creative Cloud apps and Firefly AI platform with tools aimed at making design and editing faster. Announced at its Max event, the updates include features that automatically remove objects, blemishes and other unwanted distractions. In Premiere, a Generative Remove tool, currently in beta, can erase items such as boom mics and background clutter directly within video footage. The company is also introducing new generative AI tools and collaborative features across its apps and the Firefly suite.

Create, Fill, Encrypt and Sign PDFs in .NET With a Free NuGet Package

A DEV Community tutorial walks through using the free sgcPDF .NET NuGet package to handle common PDF tasks in code. The package can generate documents with text, tables and images, build and fill forms, extract text and images, encrypt files with AES-256, save as PDF/A-2b, and sign with PAdES B-B. The author notes the library works headlessly, so the same calls run in console apps or background services. The guide targets several .NET versions, including net8.0 used in its samples, and includes a separate signing package for the final example. Each sample is presented as its own file with a Run() method, and the code was reportedly compiled and run against the published packages.

How to Scrape Reddit Posts and Comments Without the Reddit API

Reddit's Data API now requires an approved app, enforces strict rate limits and charges for commercial use, and self-service keys were discontinued in 2025, which breaks many older scraping methods. A developer describes a workaround that reads the public pages a logged-out visitor sees, covering subreddit feeds, keyword searches, user profiles and full comment threads. The tool, packaged as an Apify Actor called Reddit Scraper, requires no login, API key or OAuth app and returns clean JSON, CSV or Excel output. The article walks through a free-plan setup with sample input for searching and sorting posts, and notes that the same approach can surface real user pain points for product ideas. The scraper is offered as a callable API so the data can be used directly in a developer's own code.

How Amazon Uses Convenience, Personalization and Loyalty to Drive Repeat Buys

The article argues that customers judge online stores by the effort, confidence, and time needed to complete a purchase, not just by product range. It points to Amazon's 2025 annual report, which cites price, selection, and convenience such as faster shipping as key drivers of retail sales growth. The piece suggests that a smooth, reliable experience turns a first-time buyer into a repeat customer. It outlines practical steps, including reducing checkout friction, making delivery expectations clear, simplifying reorders, and improving product availability. It also offers examples of how smaller brands, such as an Indian D2C skincare store, can apply these principles without Amazon's scale.

Missing version field broke signature verification of ARD search results

A version field was dropped from ARD search results on modelmarket.dev while the signed trustManifest was retained, causing verification to fail. The problem was caught on November 4 during an ARD rollout to six AIMarket hubs, and a second build was deployed to fix it. The author notes that checking a signature is distinct from confirming it matches the result being displayed, since a signature can remain valid even when unsigned outer fields are altered. The article walks through discovering the registry via the well-known manifest and querying it with curl and jq. The ARD specifications it follows remain unapproved Internet-Drafts without IETF endorsement.

Apache Sourcelume Adds Machine-Readable Provenance Records for Datasets and Models

Apache Sourcelume is a versioned JSON-LD specification and registry, built on Apache Atlas, for recording dataset origin, custody chain, and licensing in a checkable form. It does not certify licensing claims but aims to make such claims publishable as stable, comparable records. A new TrainingProvenanceRecord type lets model producers link their models to the datasets used in training, including token counts and shares, and to state whether disclosure is complete, partial, or undisclosed. A demonstration repository trains a small character-level model on a public-domain text and writes its provenance record during the same run. The project's sample code is available on GitHub under the apache organization.

Production Bugs Stem From Runtime State, Not Faulty Code, Argues Engineering Piece

A DEV Community article argues that senior engineers often find that the code behind a production failure looks correct, because the bug arises from a runtime state its author did not anticipate. The piece describes such bugs as collisions between locally correct logic and unexpected inputs, such as a collection emptied on an unusual path or a value stored with the wrong type after a migration. It explains that a stack trace shows only where an error surfaced rather than where it originated, and that the source code shows the logic but not the conditions that triggered the failure. The author contends that the runtime state, which is rarely recorded, is the layer that actually holds the answer to a bug.

Explaining rate limiter designs: token bucket, sliding window and multi-server limits

A rate limiter checks on each request whether a client key, such as an IP, user, API key or tenant, has remaining allowance. Token bucket is the common default because it permits short bursts while enforcing a long-run rate, and a sliding window counter approximates a maximum count over any rolling window. In distributed setups, the shared state sits in a central store, and each check must run as one atomic operation to prevent concurrent requests from exceeding the limit. Over-limit clients receive HTTP 429 with a Retry-After header, and clients are advised to back off exponentially with jitter. The IETF RateLimit header fields remain an Internet-Draft as of November 2026.

New Linux-Based Desktop OS Kora Targets Power Users Running Local AI Models

A new desktop operating system called Kora has been introduced as an alternative to Windows and macOS. It is built on Linux and was created by a cofounder of Cyanogen. The platform is aimed at power users who run AI models locally on their own machines. The article describes Kora as a next-generation option for this specific audience.

4DX Cinemas Lean Into Romance Films With Motion Seats and Splashes

The 4DX movie format, known for moving seats and water spray that splashes audiences, is finding a growing following among viewers seeking a lively shared experience with romantic and sensual content. WIRED reports that titles such as Heated Rivalry and Wicker are being promoted in this format. The article describes the trend as a communal, more provocative take on the cinema outing. The piece frames 4DX's physical effects as a draw for audiences looking for an intense, interactive viewing experience. Specific box office or attendance figures are not detailed in the summary provided.

Rocco Releases Mini Mini Fridge That Holds 12 Cans

Rocco has launched a new compact appliance called the Mini Mini. The fridge holds 12 cans and is designed to fit on a countertop. Buyers who purchase a full-sized Rocco refrigerator can receive $50 off the Mini Mini. The article is a brief product announcement from WIRED.

Can stablecoins hold their edge as banks move into crypto?

Crypto firms and traditional banks are increasingly converging, prompting the question of whether stablecoins retain any lasting competitive advantage. The discussion is framed by Alessandro Hatami, founder of Pacemakers and former COO of Digital Banking at Lloyds Banking Group. He argues that the rising overlap between the two sectors makes this question worth examining closely. The piece presents his view on the durability of stablecoins' position in the market. The source article provides only this brief framing, so further details of his argument are not covered here.

Hegseth Responds to Impeachment Resolution With Remark on Punishing Own Warriors

An impeachment resolution against Pete Hegseth was introduced on Monday by Thomas Massie, a Republican lawmaker who is leaving office. The source article reports that Hegseth responded to the move with a remark about punishing his own warriors. The available text provides few further details about the resolution's specific grounds or its likelihood of advancing. Coverage of the development comes from NDTV.

Startup Claims One-Click LLM Compression to 3x Smaller With Near-Lossless Quality

A post on Hacker News highlighted a tool from NeuraCryption that claims to compress any large language model to roughly one-third its size with near-lossless output quality. The developer says the process can be run in a single click and needs under 50 MB of RAM. The item drew 26 points and 18 comments from the Hacker News community. The linked research page describes the approach, though the claims have not been independently verified in the source material provided.

US Seeks to Sell Venezuelan Oil to India; Scale of Possible Purchases Uncertain

The Trump administration is reportedly looking to sell Venezuelan crude oil to India. India's refining capacity is seen by the US as a key attraction for such sales. Replacing Russian supplies on a large scale, however, would not be simple. Factors such as refinery compatibility, pricing, shipping costs and commercial viability will determine whether Indian refiners buy more Venezuelan oil. The report raises the question of how much Venezuelan crude India can realistically purchase.

CO2 emissions from fossil fuels projected to decline in 2026: Study

Mentally challenged woman tied up and beaten by mob in Lucknow over child-lifting suspicion

In Lucknow, a woman with a mental disability was tied up and assaulted by a crowd that wrongly suspected her of kidnapping a child. The attack happened near a poultry farm, where she had been wandering while holding a young child. A video of the incident circulated widely, prompting her husband to alert the police. Three people connected to the assault have been arrested, and officials are looking for others involved.

Nvidia Sits at the Center of US-China Fight Over Advanced AI Chips

Nvidia has emerged as a key player in the technology rivalry between the United States and China over advanced artificial intelligence chips. Espionage allegations involving the company's chief executive have heightened scrutiny of its operations and its links to China. Washington has tightened export rules to keep sensitive chip technology out of the hands of Chinese companies. Beijing, in response, is pursuing alternative suppliers and building up its domestic semiconductor industry to work around these limits.