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Prime Day has a funny way of convincing you to buy things you weren’t shopping for in the first place. You sign on intending to buy something sensible you actually need, like a pack of USB-C cables, and an hour later you’ve also added a gadget that can press your coffee maker’s power button and […]
In the global streaming economy, Spotify, Apple Music, and other DSPs process billions of plays daily. Behind this massive transaction layer lies a fragmented, dual-copyright structure: The Recording Copyright (Master Right): Identifies the audio file, registered using the ISRC (International Standard Recording Code). The Composition Copyright (Publishing Right): Identifies the melody, lyrics, and arrangement, registered using the ISWC (International Standard Musical Work Code). Because these registries are managed by separate global entities (IFPI for ISRCs and CISAC for ISWCs), there is no central mapping registry between them. This gap causes millions of dollars in mechanical royalties to sit unclaimed in collective management organization (CMO) "Black Boxes" before being liquidated to major publishers. In this article, we'll design and implement a high-performance Semantic Entity Resolution Protocol (SERP) to bridge this metadata gap programmatically. The SERP Resolution Pipeline Reconciling these records requires a multi-layered classification pipeline. Since manual matching is logistically impossible, we implement a three-tiered algorithmic approach: ┌────────────────────────┐ │ Raw Recording & Work │ │ Data Ingestion │ └───────────┬────────────┘ │ ▼ ┌────────────────────────┐ │ 1. Normalized Title │ ──[Similarity < 0.85]──> [Unmatched Queue] │ Distance Filter │ └───────────┬────────────┘ │ [Similarity >= 0.85] ▼ ┌────────────────────────┐ │ 2. Creator Overlap │ ──[No Overlap]──────────> [Unmatched Queue] │ Intersection Matrix │ └───────────┬────────────┘ │ [Intersection >= 1] ▼ ┌────────────────────────┐ │ 3. Duration Tolerance │ ──[Delta > 4s]──────────> [Manual Verification] │ Guard Check │ └───────────┬────────────┘ │ [Delta <= 4s] ▼ ┌────────────────────────┐ │ Verified Link & │ │ CMO Dispute Ready │ └────────────────────────┘ Step 1: Normalization & String Similarity Filter Title comparisons often fail due to punctuation mismatches, subtitle variations,
Illinois passed a similar law, giving services more incentive to make ads less booming.
Russian government lashes out at Apple's "bizarre" decisions.
Update began June 15 and will no longer allow you to share your login info.
Assa Abloy has laid off the majority of staff at Level Home, the smart lock company known for building smart tech into traditional-looking deadbolts, and is folding the business into Kwikset, according to a source familiar with the decision. The Verge obtained exclusive details from a person familiar with the restructuring who requested anonymity as […]
Arduino's Raspberry Pi-like microcomputer the Uno Q is joining many other devices in getting a price hike this week. The 2GB version of the Uno Q, which is powered by a Qualcomm Dragonwing QRB2210 processor, will increase in price from $44 to $59, while the 4GB model is getting a slightly steeper increase from $59 […]
Prime Day is making it much easier to pick up a Fitbit without spending more than you want. Both the Fitbit Charge 6 and Fitbit Ace LTE are on steep discounts today. Right now, you can buy the Charge 6 for $85.45 ($74.5 off) at Amazon, while the kid-friendly Fitbit Ace LTE is $69.99 (a […]
It's a stretch to think that the continent can build a top-tier model, but it has an advantage: Donald Trump.
Meta is, by and large, a company built on other companies' ideas. It has almost perfected the strategy: wait for a new platform or social mechanic to take off, then either buy or clone it, put it next to Meta's unmatched user base and advertising engine, and watch the money pile up. Well, the next […]
Save up to $190 on your pass to TechCrunch Founder Summit 2026. Early Bird pricing ends today, at 11:59 p.m. PT, after which rates increase. Register now.
Philips Hue products don’t often see major discounts, which makes this year’s Prime Day deals especially notable. Prices have dropped significantly across much of the company’s smart lighting lineup, with deals on everything from smart bulb starter kits and sleep lamps to smart buttons. In some cases, the lowest prices are available directly from Philips […]
From October this year Samsung will roll out a variety of new paid tiers for access to its SmartThings API, including a $4.99 monthly plan for "non-commercial, individual developers." It won't just be developers that pay the price though. Some more advanced smart home users are likely to fall afoul of the rule change if […]
Apple is expected to shake up its usual Mac silicon release strategy, with Bloomberg's Mark Gurman reporting that there won't be Pro or Max versions of the upcoming M6 chip. Instead, Apple wants to "fast-track technologies that it originally planned to release later" with the M7 launch next year. The Cupertino company will reportedly only […]
It’s been hot in London this week. Really hot. A dangerous heat wave has hit Western Europe. Yesterday, the UK recorded its highest ever June temperature at 36.1 °C (about 97 °F). But as the weather app on my phone confirmed, it felt like 39 °C. It’s frightening that we are seeing such temperatures in…
YouTube is adding even more TikTok-like features to Shorts, including a new "clear screen" mode that removes the icons and text from the video you're watching. In a blog post on Thursday, YouTube says it's also replacing the "thumbs-up" button with a "heart" icon, and is introducing a new option that lets you watch Shorts […]
Thanks to the component crisis, it's a bad time to want a new computer. But if you are waiting on a preorder for the Framework Laptop 13 Pro - which Framework's CEO has called the "MacBook Pro for Linux users" - the company shared good news on Thursday that might mean yours will cost less […]
About a quarter of PCs are still running Microsoft's previous operating system.
This week, Instagram launched a series of new features for its smart TV app that are all designed to get people to spend more time on the platform through the biggest screens in their homes. In addition to vertical Reels, Instagram for TV - which is currently available for Amazon Fire TV, Google TV, and […]
As far as prices go, Apple is kind of a reverse canary in the coal mine. With its famously generous margins and immense purchasing volume, it can afford to ride out price fluctuations in its supply chain in a way no other consumer tech company can. So when Apple raises prices across nearly all of […]