Date: 2026-07-19 | Generated: 21:25:19
Apache Spark 4.2 launched last week, and it signals an expansion of Spark’s decade-plus role at the center of enterprise The post Spark 4.2 has a feature that could retire your vector database appeared first on The New Stack.
The pull request as we know it is roughly 20 years old, younger than the careers of many people now The post Move code review before the code appeared first on The New Stack.
When you run Kubernetes at the scale we do on Amazon EKS, nodes break constantly. GPUs fall off the PCIe The post Self-healing GPU nodes in Kubernetes: What we learned building the EKS node monitoring agent appeared first on The New Stack.
For years, the assumption in security has been straightforward: mature detection and response programs require a Security Operations Center (SOC). The post AI didn’t replace our security team — it multiplied it. appeared first on The New Stack.
There’s a pattern I’ve watched repeat for two years. A team builds an agent, hits reliability problems, upgrades the model, The post The bottleneck for AI agents isn’t the model anymore. It’s the context layer. appeared first on The New Stack.
Platform engineering has won the argument. Some 90% of organizations have adopted at least one internal platform; golden paths are The post Platform engineering’s new job: serving environments at agent speed appeared first on The New Stack.
Can Grok 4.5 really match Opus for a quarter of the tokens? xAI released Grok 4.5 on July 8. It The post I trust Claude for everything. This test made me rethink that. appeared first on The New Stack.
I’m Matt Burns, Chief Content Officer at Insight Media Group. Each week, I round up the most important AI developments, The post Musk open-sourced Grok Build to fight Anthropic. Anthropic pays him $1.25 billion a month. appeared first on The New Stack.
you deployed version 1 of the application. Today, Jules (the developer) sends you a message: "I fixed several bugs and added a new feature. Please deploy Version 2." As a DevOps Engineer, you do not change the code. You receive the updated code and deploy the new version safely. Learning Objectives By the end of this lab, you will: Pull the latest code from GitHub Build a new Docker image Tag the image as v2 Push the new image to Amazon ECR Update the ECS Task Definition Deploy the new version t...
Black-Scholes Explained Simply - With Python Code The Black-Scholes model is the foundation of modern option pricing. Published in 1973 by Fischer Black, Myron Scholes, and Robert Merton, it revolutionized finance by providing the first closed-form formula for European option prices. Every quant interview starts here. This guide breaks down the model from first principles, implements it in Python, covers the Greeks, and explains where and why it fails. The Black-Scholes Formula Under the risk-ne...
TL;DR Shipped an email broadcast module: audience filtering, suppression, queued per-recipient sends, delivery tracking. Fixed a silent implicit-route-binding bug — the route param name didn't match the method parameter, so Laravel injected an empty model. Lesson of the day: Laravel's implicit binding fails quietly, not loudly. Email broadcasts The bulk of today. A campaign resolves an audience filter into a contact query, passes it through a suppression gate (unsubscribed, do-not-contact, no em...
TL;DR Shipped an email broadcast feature: audience filter → suppression gate → one queued job per recipient → per-recipient status ledger. The whole design rests on one idea: the recipient row is the source of truth, so retries and double dispatches are harmless. Delivery webhooks sync back onto that ledger with a rank guard so a late event never downgrades a status. The shape of it Sending one email is easy. Sending 5,000 and being able to answer "what happened to contact #4127?" is the actual ...
TL;DR Rewrote a bootstrap seeder so the deployment stack — DB engine, queue runner, PHP version — is config, not hardcoded. Renamed it away from a phase-based name (MvpSeeder). If a class name describes when you wrote it, it expires. Trimmed a CI matrix from three PHP versions to one. Matrix breadth should match what you actually deploy. The seeder that only worked for me Bootstrap seeders rot predictably. Version one seeds exactly the environment the author had open at the time: one database en...
Optimizing RAG at Scale: Chunking, Retrieval, and the Bayesian Search That Cut Latency 40% How we moved from "semantic search + hope" to a measured, tunable retrieval pipeline with 95% recall@10 The RAG Reality Check Everyone ships RAG the same way: chunk by 512 tokens, embed with text-embedding-3-small, top-k=5, stuff into context. It works for demos. Then you hit production: Legal contracts: 512 tokens splits clauses mid-sentence API docs: 1000-token chunks drown signal in noise Customer ticke...
Building Production-Grade LLM Evaluation Pipelines: From Vibes to Metrics How we replaced "looks good to me" with automated evaluation catching 92% of hallucinations before deployment The Problem: Why "Vibe Checks" Fail in Production Three months ago, our team shipped a RAG-based customer support assistant. It worked great in testing — we'd ask it questions, read the answers, and say "yeah, that looks right." Then it hit production. A customer asked about their billing cycle. The assistant confi...
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Clock drift, deadline mismatches, retries, and TTL behavior keep causing real incidents. Network companion: https://blog.gaborkoos.com/posts/2026-07-01-Beyond-Happy-Path-Engineering-the-Network/ submitted by /u/OtherwisePush6424 [link] [comments]
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"Let's talk about the elephant on the rift."
"I wanted it to be my show, and that was the first step of my ego creeping in right there."
Get your ukuleles and steel pan drums at the ready.
The New Blood dev guides us through the games in his Steam library.
"I just know it's great."
"Players just want to hop online with friends and shoot some stuff."
With flavours of Shawshank , this player-made masterstroke is a world unto itself.
"You had the different agents working together."
A wise man once told me, "Gotta catch 'em all," so I did.
"Look how they massacred my boy."
Teleoperation is necessary for training humanoid robots, but reinforcement learning and simulation are still necessary, says Flexion's CEO. The post How to avoid the teleoperation trap in robotics development appeared first on The Robot Report.
Palm Garden AI is developing a hardware-agnostic software layer, including Coherence Guard, for human-robot interaction and relationships. The post Palm Garden AI develops Coherence Guard relational decision layer for human-facing robots appeared first on The Robot Report.
Netflix revealed that it paid $587 million in cash for InterPositive, a startup co-founded by Ben Affleck.
Jensen Huang left Tokyo with deals spanning Japan's entire tech ecosystem.
On the latest episode of Equity, we debate whether Apple's lawsuit will cast over OpenAi's much-discussed plans to get into hardware and go public.
Welcome back to TechCrunch Mobility, your hub for the future of transportation and now, more than ever, how AI is playing a part.
"Everybody knows the Greeks are inside."
Current AI, a non-profit building AI that leaves no one culture behind, has made remarkable progress across devices, AI chat and more.
This isn’t the first time power outages have caused issues for Waymo.
Chinese company Moonshot AI released a new version of its Kimi model this week, prompting concern about "full AI communism."
Th Honda Prologue will no longer be sold in the U.S., joining a growing list of EV models to exit the market this year.
The Department of Justice says that federal employees can now download TikTok on their government devices.
Just why? ʅ͡͡͡͡͡͡͡͡͡͡͡(̸̢̛̼̞̭͋ͅ)̸͚̰͛̔̾̀̿͒͂:̴͓̞̑̌̂̆̊͋̀:̸͎̟̯̂̓̌ ҉ ͡ ͞ ͞ ͞ ҉● ࿀ ● ࿀ ● ҉⃝ ⃝͢ ͞ ͘ ͞⃝̕ ͢ ̛ ⃝ ̸ ̡ ͢⃝̧ ͡ ͡ ̀ ̧ ̢⃝͜ ҉ ͞ ͞ ⃝͞ ͞ ͡⃝ ⃝҉҈҉҈҉҈҉҈҉҈҉ :̶̢͙͙͕̠̩͆(̷̮͍͚̫͚͂̍)̵̳̗̊( ̟̞̝̜̙̘̗̖҉̵̴̨̧̢̡̼̻̺̹̳̲̱̰̯̮̭̬̫̪̩̦̥ What am I supposed to do with this? It's un-Googleable. Unpronounceable. It doesn't even render the same way on various platforms. It looks one way on YouTube Music. Another on Apple Music. And yet another on Bandcamp. Even the artist name ⣎⡇ꉺლ༽இ•̛)ྀ◞ […]
Following the success of its $99 Kodak-branded Snapic A1, Reto Project is releasing the Kodak EC35, an even more affordable 35mm film camera for just $34.99. The EC35 certainly isn't fancy. Its 25mm acrylic lens with a fixed f/10 aperture and 1/100 shutter speed basically put it on par with a drugstore disposable. The fact […]
I would never go so far as to say there's no place for AI in music (I'm a fan of Holly Herndon, after all). But I generally find music made with generative AI to be offensively boring, especially the outputs of Suno. So I'm having a bit of a tough time processing the fact that […]
According to the New York Times, federal agents have been told that the FBI will no longer be investigating confrontations involving ICE agents. The DHS and DOJ denied the change in policy to The Times. The reported change in guidance follows renewed scrutiny of violence by ICE agents who have killed two people in the […]
In 2017, I bought an old Magnus chord organ off Craigslist for $10. It's one of my favorite music gear purchases. Electric chord organs let you play full chords with just a press of a button, making them perfect for aspiring singer-songwriters or fooling around at home. But chord organs largely fell out of favor […]