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Entrepreneur op-ed: chasing every AI model upgrade can hurt, not help, businesses

An Entrepreneur contributor argues that companies often rush to deploy new AI models the moment they show marginal accuracy gains, without weighing the real costs of testing, deployment, monitoring and engineering labor. The piece uses an example of a model that improves just 0.2% to show how such upgrades can cost far more than they're worth while customers notice no difference. The core argument: technical accuracy gains and genuine business value are not the same thing, and conflating them leads to wasteful decisions.

Retroid Pocket adds Duo Lite Plus, pauses Duo Lite shipments after buyer backlash

Retroid Pocket has launched a third handheld in its Duo family, the Duo Lite Plus, which pairs the slim body of the Duo Lite with the more powerful Qualcomm Dragonwing Q-7790 chip used in the standard Duo. It's priced at $219 (or $199 with an early bird code) and ships mid-November, arriving just over a week after preorders opened for the original Duo and Duo Lite models.

Solar panel costs fall to 12 cents per watt, driven by China's manufacturing scale

Solar panel prices have plunged from roughly $5-6 per watt 26 years ago to about 12 cents per watt today, according to Ember co-founder Dave Jones cited in a Financial Times report. The report attributes this steep decline almost entirely to a massive expansion in Chinese solar manufacturing, which has made panels affordable for both wealthy and developing nations.

E Ink tablets outshine iPad for reading and note-taking use cases

E Ink tablets rely on reflective displays rather than backlit or emissive screens, making them easier on the eyes and far more readable outdoors than most iPads, aside from the high-brightness iPad Pro. Devices like the reMarkable Paper Pro also offer longer battery life and lighter builds because their screens only draw power when content changes, unlike an iPad's continuously lit display.

ScrollEd converts textbooks into TikTok-style swipeable video feeds

Palo Alto startup ScrollEd, presenting at TechCrunch Disrupt's Startup Battlefield 200, has built an app that transforms text files like PDFs and textbooks into short-form vertical feeds resembling Instagram Reels or TikTok. Users scroll through AI-generated video, audio, text, and quizzes, swiping up for new topics and sideways to dig deeper into a subject. Co-founders Utsav Gupta and Rebecca Neff, both current students, bootstrapped the company after growing frustrated with unproductive doomscrolling.

Etymology deep dive traces letter W's origins to Rome's collapse and Germanic tribes

A new linguistic history explains that the letter W emerged from the upheaval following the fall of the western Roman Empire in the fifth century CE, when Germanic-speaking peoples—once relied on by Rome as foederati allies—rose to power across former imperial territory. These new rulers, despite speaking Germanic languages, chose to keep Latin as their administrative language to appear as legitimate successors to Roman authority, setting the stage for the eventual creation of W as scribes adapted Latin script to represent Germanic sounds.

Developer builds 'jevchat', a character-by-character chatbot powered by an LLM named Jev

A hobby project called jevchat turns a model referred to as Jev into a chat interface by asking it, one symbol at a time, to predict the next character of its reply given the conversation so far. The tool samples from a probability distribution over a chosen alphabet (letters, truncated tokens, etc.) using configurable sampling strategies, displaying live generation stats and the top candidate symbols as it works. The creator built it with Claude's help by describing the sampling algorithms and having the AI implement them.

Samsung to scale HBM4/HBM4E output, boosting glass carrier demand 2.5x in 2025

Samsung Electronics is planning to more than double production of its sixth-generation HBM4 and seventh-generation HBM4E memory chips next year, industry sources say. To support this, the company will raise outsourced cleaning of glass carriers—supports used to stabilize wafers during thinning—from 20,000 sheets monthly this year to 50,000 sheets monthly in 2025, continuing a trend that saw volumes double from 10,000 sheets last year.

Resident Evil 4 GameCube debug build fully decompiled to matching C/C++ source

A new open-source project has produced a complete, byte-identical decompilation of the November 2004 debug prototype of Resident Evil 4 for GameCube, covering the main executable and all 114 overlay modules. The repository includes roughly 555,000 lines of reconstructed C/C++ code and 33,000 lines of headers, but no original game assets or disc data—users must supply their own dumped disc images to build and verify the match.

Samsung's side button hides customizable shortcuts beyond power and Bixby

Samsung quietly merged its old Bixby button into the side power button starting with the Note 10 series, giving the single button several default functions: short press for screen on/off, long press for Bixby, double press for camera, and combinations with volume buttons for screenshots and the power menu. Samsung allows users to remap nearly all of these actions through phone settings, including on older devices that still have a separate Bixby button.

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