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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

Topics: best deals ll price text

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

Iterative DFS with stack-based graph traversal (2024)

Depth-first search (DFS) on a graph (binary tree or otherwise) is most often implemented recursively, but there are occasions where it may be desirable to consider an iterative approach instead. Such as when we may be worried about overflowing the call stack. In such cases it makes sense to rely on implementing DFS with our own stack instead of relying on our program's implicit call stack. But doing so can lead to some problems if we are not careful. Specifically, as noted in another blog post,

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

Texas Instruments’ new plants where Apple will make iPhone chips

In this article TXN Follow your favorite stocks CREATE FREE ACCOUNT When Texas Instruments announced a $60 billion manufacturing megaproject in July, it was a bold bet that companies would want to mass produce foundational microchips on U.S. soil. In August, Apple vowed to do just that. During the same Oval Office press conference where President Donald Trump announced a 100% tariff on chips from companies not manufacturing in the U.S., Apple CEO Tim Cook upped his companies' U.S. spending comm

Topics: chip chips said texas ti

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

Inside Texas Instruments' $60 billion U.S. megaproject, where Apple will make iPhone chips

In this article TXN Follow your favorite stocks CREATE FREE ACCOUNT When Texas Instruments announced a $60 billion manufacturing megaproject in July, it was a bold bet that companies would want to mass produce foundational microchips on U.S. soil. In August, Apple vowed to do just that. During the same Oval Office press conference where President Donald Trump announced a 100% tariff on chips from companies not manufacturing in the U.S., Apple CEO Tim Cook upped his companies' U.S. spending comm

Topics: chip chips said texas ti

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

Watch Stephen King and Takashi Miike Celebrate the Glorious Gore of ‘Texas Chain Saw Massacre’

“Every frame has something unnerving in it,” Patton Oswalt says in the trailer for Chain Reactions—a new documentary about the enduring influence and impact of 1974’s The Texas Chain Saw Massacre. Tobe Hooper’s grisly classic has often been imitated and has spawned some regrettable sequels and remakes, but the original remains a uniquely terrifying product of a very specific time and place, not just in pop culture, but also in the realms of independent cinema. A new trailer for Chain Reactions

SpaceX has built the machine to build the machine. But what about the machine?

STARBASE, Texas—I first visited SpaceX's launch site in South Texas a decade ago. Driving down the pocked and barren two-lane road to its sandy terminus, I found only rolling dunes, a large mound of dirt, and a few satellite dishes that talked to Dragon spacecraft as they flew overhead. A few years later, in mid-2019, the company had moved some of that dirt and built a small launch pad. A handful of SpaceX engineers working there at the time shared some office space nearby in a tech hub buildin

Do Large Language Models Dream of AI Agents?

During sleep, the human brain sorts through different memories, consolidating important ones while discarding those that don’t matter. What if AI could do the same? Bilt, a company that offers local shopping and restaurant deals to renters, recently deployed several million agents with the hopes of doing just that. Bilt uses technology from a startup called Letta that allows agents to learn from previous conversations and share memories with one another. Using a process called “sleeptime compu

Fast and observable background job processing for .NET

BusyBee 🐝💨 Fast and observable background job processing for .NET BusyBee is a high-performance .NET background processing library built on native channels. It provides a simple, configurable, and observable solution for handling background tasks with built-in OpenTelemetry support and flexible queue management. Installation dotnet add package BusyBee Quick Start Register BusyBee in your DI container and start processing background jobs: // Program.cs builder . Services . AddBusyBee ( ) ;

How to Think About GPUs

We love TPUs at Google, but GPUs are great too. This chapter takes a deep dive into the world of NVIDIA GPUs – how each chip works, how they’re networked together, and what that means for LLMs, especially compared to TPUs. This section builds on Chapter 2 and Chapter 5 , so you are encouraged to read them first. What Is a GPU? A modern ML GPU (e.g. H100, B200) is basically a bunch of compute cores that specialize in matrix multiplication (called Streaming Multiprocessors or SMs) connected to a

How to Scale Your Model: How to Think About GPUs

We love TPUs at Google, but GPUs are great too. This chapter takes a deep dive into the world of NVIDIA GPUs – how each chip works, how they’re networked together, and what that means for LLMs, especially compared to TPUs. This section builds on Chapter 2 and Chapter 5 , so you are encouraged to read them first. What Is a GPU? A modern ML GPU (e.g. H100, B200) is basically a bunch of compute cores that specialize in matrix multiplication (called Streaming Multiprocessors or SMs) connected to a

Qwen-Image Edit gives Photoshop a run for its money with AI-powered text-to-image edits that work in seconds

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 Adobe Photoshop is among the most recognizable pieces of software ever created, used by more than 90% of the world’s creative professionals, according to Photutorial. So the fact that a new open source AI model — Qwen-Image Edit, released yesterday by Chinese e-commerce giant Alibaba’s Qwen Team of AI researchers — is now able to accomplis

Unsealed Apple Pay ruling explains Fintiv’s Texas retreat and weakens new Georgia case

A newly unsealed opinion shows why Apple had little patience for Fintiv’s long-running claims in Texas. As it turns out, after seven years of litigation, Fintiv still could not point to any evidence that Apple Pay or Apple Wallet ever used the kind of “widget” described in its patent. That finding explains the company’s abrupt retreat in Texas and bodes poorly for its latest attempt to profit off Apple Pay in Georgia. Why Fintiv’s Texas claims collapsed Judge Alan Albright, who oversees one of

CRDT: Text Buffer

← Back to the algorithm list Published on May 19th, 2024 Collaboratively editing strings of text is a common desire in peer-to-peer applications. For example, a note-taking app might represent each document as a single collaboratively-edited string of text. The algorithm presented here is one way to do this. It comes from a family of algorithms called CRDTs, which I will not describe here. It's similar to the approaches taken by popular collaborative text editing libraries such as Yjs and Auto

Without the futex, it's futile

Phil Eaton’s book club is starting The Art of Multiprocessor Programming, 2nd Edition , which is a very well regarded textbook, and pretty recently updated (2021). I’ve even heard of a couple of authors. I’ve done a lot of concurrent programming, and have always felt like I’ve still got plenty to learn, so I was excited for the topic. So far, what I’ve learned is that I would never recommend this book, despite any merits. Academia certainly struggles to find the right balance between teaching

The West Texas measles outbreak has ended

A large measles outbreak in Texas that has affected 762 people has now ended, according to an announcement Monday by the Texas Department of State Health Services. The agency says it has been more than 42 days since a new case was reported in any of the counties that previously showed evidence of ongoing transmission. The outbreak has contributed to the worst year for measles cases in the United States in more than 30 years. As of August 5, the most recent update from the Centers for Disease Co

Without the Futex, It's Futile

Phil Eaton’s book club is starting The Art of Multiprocessor Programming, 2nd Edition , which is a very well regarded textbook, and pretty recently updated (2021). I’ve even heard of a couple of authors. I’ve done a lot of concurrent programming, and have always felt like I’ve still got plenty to learn, so I was excited for the topic. So far, what I’ve learned is that I would never recommend this book, despite any merits. Academia certainly struggles to find the right balance between teaching

Left to Right Programming

2025-08-17 Left to Right Programming Programs Should Be Valid as They Are Typed I don’t like Python’s list comprehensions: text = "apple banana cherry dog emu fox" words_on_lines = [ line . split ( ) for line in text . splitlines ( ) ] Don’t get me wrong, declarative programming is good. However, this syntax has poor ergonomics. Your editor can’t help you out as you write it. To see what I mean, lets walk through typing this code. words_on_lines = [ l Ideally, your editor would be to aut

The West Texas Measles Outbreak Has Ended

A large measles outbreak in Texas that has affected 762 people has now ended, according to an announcement Monday by the Texas Department of State Health Services. The agency says it has been more than 42 days since a new case was reported in any of the counties that previously showed evidence of ongoing transmission. The outbreak has contributed to the worst year for measles cases in the United States in more than 30 years. As of August 5, the most recent update from the Centers for Disease Co