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Sign Up to Get the Hottest Daily Deals Sent Directly to Your Phone

I spend every day on the hunt for deals that save you money. And I mean genuine savings, not fake discounts. My team and I are continually tracking and handpicking offers from the biggest retailers, like Amazon and Walmart, for our CNET Deals text subscribers. We'll send the best sales to your phone to help you score the hottest deals without lifting a finger. With Apple announcing new products, we anticipate upcoming deals on older Apple products like MacBooks, iPhones and the Apple Watch. I'm

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Using JWT to establish a trusted context for Row Level Security

Row-level security (RLS) is a great feature. It allows restricting access to rows by applying filters defined by a policy. It’s a tool useful for cases when the data set can’t be split into separate databases. Sadly, using RLS may be quite cumbersome. RLS requires some sort of “trusted context” for the RLS policies. The policies need to filter using data the user can’t change. If the filter uses some sort of “tenant ID”, and the user can change it to an arbitrary value, that would break the RLS

Don't Build Multi-Agents

Principles of Context Engineering We’ll work our way up to the following principles: Share context Actions carry implicit decisions Why think about principles? HTML was introduced in 1993. In 2013, Facebook released React to the world. It is now 2025 and React (and its descendants) dominates the way developers build sites and apps. Why? Because React is not just a scaffold for writing code. It is a philosophy. By using React, you embrace building applications with a pattern of reactivity and

Lessons from building an AI data analyst

AI/ML Data Analytics Malloy Malloy TL;DR Text-to-SQL is not enough. Answering real user questions requires going the extra mile like multi-step plans, external tools (coding) and external context. Answering real user questions requires going the extra mile like multi-step plans, external tools (coding) and external context. Context is the product. A semantic layer (we use Malloy ⎋) encodes business meaning and sharply reduces SQL complexity. A semantic layer (we use Malloy ⎋) encodes busines

“This telegram must be closely paraphrased before being communicated to anyone”

It appears that it was US military communications doctrine to not send the exact same message twice using different encryption ("none" counting as one type of encryption), and the term of art for changing a message to avoid that was indeed "paraphrase". I managed to dig up a US Army document on Cryptology from roughly that era that appears to discuss paraphrasing. The document in question is Department of the Army Technical Manual TM 32-220(pdf), dated 1950, titled "BASIC CRYPTOGRAPHY". It appa

"This telegram must be closely paraphrased before being communicated" Why?

It appears that it was US military communications doctrine to not send the exact same message twice using different encryption ("none" counting as one type of encryption), and the term of art for changing a message to avoid that was indeed "paraphrase". I managed to dig up a US Army document on Cryptology from roughly that era that appears to discuss paraphrasing. The document in question is Department of the Army Technical Manual TM 32-220(pdf), dated 1950, titled "BASIC CRYPTOGRAPHY". It appa

How Does Timecode Vinyl Work? (Pt. 3)

How Does Timecode Vinyl Actually Work? (Pt. 3) Since its release in 2011, the Traktor Control Vinyl MK2 has sparked curiosity among digital DJs and audio developers alike. Its timecode format stands apart from Serato’s, which we explored in the previous posts. With the MK2 system, Native Instruments introduced a more advanced timecode that boosts resolution and accuracy by applying advanced cryptographic techniques. In this post, we’ll break down how it works at a basic level and how Mixxx is

From multi-head to latent attention: The evolution of attention mechanisms

From Multi-Head to Latent Attention: The Evolution of Attention Mechanisms Vinithavn 7 min read · 15 hours ago 15 hours ago -- Listen Share Press enter or click to view image in full size What is attention? In any autoregressive model, the prediction of the future tokens is based on some preceding context. However, not all the tokens within this context equally contribute to the prediction, because some tokens might be more relevant than others. The attention mechanism addresses this by allow

From Multi-Head to Latent Attention: The Evolution of Attention Mechanisms

From Multi-Head to Latent Attention: The Evolution of Attention Mechanisms Vinithavn 7 min read · 15 hours ago 15 hours ago -- Listen Share Press enter or click to view image in full size What is attention? In any autoregressive model, the prediction of the future tokens is based on some preceding context. However, not all the tokens within this context equally contribute to the prediction, because some tokens might be more relevant than others. The attention mechanism addresses this by allow

Show HN: Magic links – Get video and dev logs without installing anything

Hey HN, For a while now, our team has been trying to solve a common problem: getting all the context needed to debug a bug report without the endless back-and-forth. It’s hard to fix what you can't see, and console logs, network requests, and other dev data are usually missing from bug reports. We’ve been working on a new tool called Recording Links. The idea is simple: you send a link to a user or teammate, and when they record their screen to show an issue, the link automatically captures a

Threads is testing long-form posts with support for formatted text

While Threads already allows up to 500 characters per post (which is more than enough for casual users used to the microblogging format), it is now testing support for long-form posts through “text attachments”. Here’s how it works. Meta has confirmed the test, but has no ETA for the feature As spotted by app researcher Radu Oncescu (via TechCrunch), Threads is testing a new “text attachment” feature on iOS, which could replace the common practice of stringing together multiple posts that blow

Meta is experimenting with long-form text on Threads

Meta seems to be working on ways for Threads users to share long-form writing within a single post. Several users have reported seeing a new "attach text" feature on the service, which allows them to embed large chunks of text within a single post. The feature, which hasn't been formally announced by Meta, is similar to the "articles" feature that's available on X to Premium+ subscribers. It enables Threads users to embed longer text excerpts within a single Threads post and offers some basic f

Threads tests a way to share long-form text on the platform

Threads is testing a new feature that makes it easy to share long-form text on the social network, Meta confirmed to TechCrunch on Thursday. The feature lets users attach a block of text to a post instead of creating a thread of several different posts when looking to share more in-depth thoughts and ideas. App researcher Radu Oncescu first spotted the new “text attachment” feature on iOS and shared a screenshot of it. According to the app’s description of the new feature, it’s designed to allo

LLMs solving problems OCR+NLP couldn't

The first idea resembling something like the idea of OCR got developed in 1870 as a reading machine for the blind - the Optophone. This was the first step to solve a problem that sounds pretty simple: How do we get writing on paper inside a computer? 150 years of research, engineering breakthroughs and hundreds of IDP products later we were finally able to scan a receipt and have the fields be filled out - if it looked nice and friendly enough to the OCR model. Heureka. Unfortunately for Tesse

Teletext in North America

>>> 2025-08-25 teletext in north america (PDF) I have an ongoing fascination with "interactive TV": a series of efforts, starting in the 1990s and continuing today, to drag the humble living room television into the world of the computer. One of the big appeals of interactive TV was adoption, the average household had a TV long before the average household had a computer. So, it seems like interactive TV services should have proliferated before personal computers, at least following the logic t

Peek Inside the Sacred Jedi Texts From ‘Star Wars: The Last Jedi’

The Star Wars sequel trilogy remains a hot topic for Star Wars fans, young and old. No matter where you stand on the three films, though, one thing we can probably all agree on is the one prop from the series that we’d most like to hold in our hands and explore: the sacred Jedi texts. Revealed in Star Wars Episode VIII: The Last Jedi, the Jedi texts are stored on Ahch-To and watched over by Luke Skywalker after he leaves the Jedi order and the Force behind him. They’re the last remnants of the

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DeepWiki: Understand Any Codebase

Welcome to another post in the AI Coding Series, where I'll share the strategies and insights I've developed for effective AI-assisted coding. In this post, I break down how I use DeepWiki - my go-to tool for understanding unfamiliar codebases, spinning up dev environments, and generating context for coding agents like Claude and Cursor. Whether you're evaluating an open-source repo, onboarding to a new project, or building an AI-powered dev tool, DeepWiki can save you hours. Note: This is not

A small change to improve browsers for keyboard navigation

We choose to use Firefox, not because it's easy but because it's hard. ~ jfk probably (This problem applies to Chrome too though) If you want to navigate websites with the keyboard you can make use of the ' search feature (aka "quick find for links") in Firefox. Just press ' and start typing. Any link with the anchor text you type will get highlighted. Once you press enter, firefox will navigate to the link under the highlighted anchor text. Too bad most websites nowadays don't use links for nav

Sign Up to Get the Best Labor Day Deals Sent Directly to Your Phone

I spend every day trying to find deals that really save you money. And with Labor Day weekend coming up in just a few days, you'll want to know where to shop and what the best deals are. And we mean genuine savings, not fake reductions that will barely save you anything. My team and I are tracking and personally handpicking sales at top retailers, like Amazon, Walmart, Best Buy and more, for our CNET Deals text subscribers. We'll deliver the best sales to your phone, helping you score must-have

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Launch HN: April (YC S25) – Voice AI to manage your email and calendar

Hi HN, we’re Neha and Akash from April ( https://tryapril.com ). We are building an AI executive assistant to help you get through emails and manage your schedule, hands-free while you drive to work, or whenever else you prefer voice interaction. Here's a demo: https://www.youtube.com/watch?v=ISKwEyuQQEo#t=50 ...and here's a second one showing more complex use cases: https://www.youtube.com/watch?v=P8APprJ3-eY. While driving 40 mins daily from SF to Berkeley, my inbox would flood to 30+ email

A Small Change to Improve Browsers for Keyboard Navigation

We choose to use Firefox, not because it's easy but because it's hard. ~ jfk probably (This problem applies to Chrome too though) If you want to navigate websites with the keyboard you can make use of the ' search feature (aka "quick find for links") in Firefox. Just press ' and start typing. Any link with the anchor text you type will get highlighted. Once you press enter, firefox will navigate to the link under the highlighted anchor text. Too bad most websites nowadays don't use links for nav

Show HN: CasCache – multi-generational cache with optimistic concurrency control

cascache Provider-agnostic CAS like (Compare-And-Set or generation-guarded conditional set) cache with pluggable codecs and a pluggable generation store. Safe single-key reads (no stale values), optional bulk caching with read-side validation, and an opt‑in distributed mode for multi-replica deployments. Contents Overview CAS safety: Writers snapshot a per-key generation before the DB read. Cache writes commit only if the generation is unchanged. Writers snapshot a per-key before the DB rea

Developers lose focus 1,200 times a day — how MCP could change that

Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now Software developers spend most of their time not writing code; recent industry research found that actual coding accounts for as little as 16% of developers’ working hours, with the rest consumed by operational and supportive tasks. As engineering teams are pressured to “do more with less” and CEOs are bragging about how much of their codeb

How to Fix Your Context

Mitigating & Avoiding Context Failures Following up on our earlier post, “How Long Contexts Fail”, let’s run through the ways we can mitigate or avoid these failures entirely. But before we do, let’s briefly recap some of the ways long contexts can fail: Context Poisoning: When a hallucination or other error makes it into the context, where it is repeatedly referenced. When a hallucination or other error makes it into the context, where it is repeatedly referenced. Context Distraction: When

My tips for using LLM agents to create software

This post details my experiences creating software with LLM coding agents, emphasizing that what you do with AI agents is ‘creation’, not just 'coding,' and sharing what worked for me. This is not 'The One True Path To AI Success.' tl;dr: I’m not a professional developer, just a hobbyist with aspirations I wanted to accomplish a coding project beyond my skill level and have been experimenting with agentic coding tools for several months (spoiler: mostly success) You should use Anthropic’

Top Secret: Automatically filter sensitive information

We’ve written about how to prevent logging sensitive information when making network requests, but that approach only works if you’re dealing with parameters. What happens when you’re dealing with free text? Filtering the entire string may not be an option if an external API needs to process the value. Think chatbots or LLMs. You could use a regex to filter sensitive information (such as credit card numbers or emails), but that won’t capture everything, since not all sensitive information can

Got a scary T-Mobile text about your account? Here’s what it really means

Joe Maring / Android Authority TL;DR T-Mobile sent a text about “Authorized Users” that some customers mistook as a fraud warning. It was confirmed to be a mass informational campaign, not an unauthorized purchase attempt. It’s not the first eyebrow-raising SMS from the carrier this month. If you’re on T-Mobile, you might be starting to get a bit concerned about the carrier’s comms strategy. Following a security-related text from the carrier earlier this month that looked scammy but was real

What about using rel="share-url" to expose sharing intents?

Let's say that you've visited a website and want to share it with your friends. At the bottom of the article is a list of popular sharing destinations - Facebook, BlueSky, LinkedIn, Telegram, Reddit, HackerNews etc. You click the relevant icon and get taken to the site with the sharing details pre-filled. The problem is, every different site has a different intent for sharing links and text. For example: https://www.facebook.com/sharer.php?u=…&t=… https://www.linkedin.com/sharing/share-offsi

The latest Kindle update is a good step toward accessibility

Kaitlyn Cimino / Android Authority TL;DR Kindle update 5.18.4.01 reintroduces Assistive Reader with synced text-to-speech. The update is currently available for 11th and 12th-gen Kindles, Kindle Colorsoft, and Kindle Scribe. Recent updates include a large font option and improved menu design. Amazon rolled out firmware version 5.18.4.0.1 for its 11th and 12th‑generation Kindle e‑readers, along with the Kindle Colorsoft and Kindle Scribe, bringing a welcome boost in accessibility and a few in