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Cloud native application challenges: installing the walking skeleton (6 minute read)

Managing Kubernetes at scale creates YAML configuration sprawl, cluster drift, and compliance challenges across multicloud environments. GitOps centralizes declarative configurations in Git repositori...

My Thoughts on Bun's Rust Rewrite (5 minute read)

Bun's Rust rewrite may reduce memory-safety issues, but the bigger concern is maintainability: a large AI-generated port with little human review can pass tests while still hiding untested invariants,...

Remote Cache CDC: Reusing Bytes (15 minute read)

BuildBuddy is using content-defined chunking in its remote cache so large build outputs can reuse unchanged byte chunks instead of re-uploading or re-downloading entire files after small code changes....

Create Custom MCP Catalogs and Profiles (8 minute read)

Docker's Custom Catalogs and Profiles for managing Model Context Protocol (MCP) servers allows organizations to curate approved collections of AI tools and distribute them as portable OCI artifacts wh...

AWS Security Agent now supports full repository code reviews (2 minute read)

AWS launched full repository code review for AWS Security Agent, enabling AI-driven analysis of entire codebases to detect architectural and data flow vulnerabilities that traditional static analysis ...

Kubernetes v1.36: New Metric for Route Sync in the Cloud Controller Manager (2 minute read)

Kubernetes v1.36 added a new alpha metric called `route_controller_route_sync_total` to help operators measure the impact of the watch-based route reconciliation feature introduced in v1.35.

Give any AI agent access to Google search with SerpApi -- special offer for TLDR (Sponsor)

Agents are smarter when they can search the web. But Google doesn't offer an API for web search results... so how are AI companies doing it?Meet the worst-kept secret in the AI industry: the SerpApi w...

Andy Jassy Is Rewriting Amazon's Playbook for the AI Age (30 minute read)

Andy Jassy took the role of Amazon's CEO five years ago. He recently placed a series of expensive bets on AI that are audacious even by Silicon Valley standards. In his time, he has killed projects an...

For SpaceX, the stakes of this week's Starship rocket test flight are sky-high (5 minute read)

SpaceX plans to launch the newest version of its Starship rocket on Tuesday during a launch window that opens at 6:30 PM ET. The flight plan will be similar to previous Starship test launches. The mos...

A revolutionary cancer treatment could transform autoimmune disease (15 minute read)

CAR T cell therapy was originally designed to target and wipe out cancer by reprogramming patients' immune cells. It is now being offered to patients in clinical trials for autoimmune conditions. Ther...

Your agent needs a harness, not a framework. 69% of engineers building in prod agree (Sponsor)

Inngest asked 130 engineers about running AI in production—only 19% were very confident their stack could scale, with gaps in tracing being a key issue. 1 in 5 now spend up to half their time on relia...

ChatGPT Personal Finance (6 minute read)

OpenAI released a preview of a new personal finance experience in ChatGPT for Pro users in the US. The feature lets users securely connect financial accounts, view spending dashboards, and ask questio...

Gemini app rolling out ‘Extended' thinking level, new 3rd-party app integrations (3 minute read)

Google is rolling out a new 'Thinking level' option for Gemini. The option has appeared for some users when they select Fast or Gemini 3.1 Pro. Google is also preparing to add more integrations with t...

Codex will soon be able to control other desktop devices via Computer Use (2 minute read)

OpenAI is working on a capability that lets its coding agent operate macOS applications through Computer Use even when a laptop is locked or asleep. Computer Use currently requires an unlocked, awake ...

Rubin Tracks Skyscraper-Size Asteroids, Failed Supernovas, and Interstellar Visitors (12 minute read)

The Vera C. Rubin Observatory is designed to study the universe in greater detail than ever before. It is expected to discover a million asteroids, thousands of comets, and billions of stars and galax...

AI economics part 2 (11 minute read)

AI labs are in an ongoing war over GPU resources. That article looks into demand and supply and how the infrastructure powering AI today may not be sufficient. Scaling GPUs doesn't scale compute linea...

Your API Latency Benchmark Is Lying to You (Sponsor)

P50 response time tells you almost nothing about performance. The metric that actually matters has to account for recall, grounding rate, re-query rate, and integration overhead. Fast-and-wrong is slo...

Portability Is a Myth: Why the Best AI Stacks Will Never Be Hardware-Agnostic (15 minute read)

AI kernel portability is structurally impossible because TPU's Pallas, NVIDIA's CuTile and CUTLASS, AWS's NKI, AMD's FlyDSL, and Tenstorrent's tt-Metalium each expose hardware-specific concepts that n...

Tokenomics: the 62.5-minute rule for Claude's cache (8 minute read)

If you expect to need a cache before 62.5 minutes, refresh it. Otherwise, let it expire. This number stays the same between models, and it doesn't change, no matter the size of the cache. The amount o...

Zero (GitHub Repo)

Zero is a systems programming language for agents that provides small native tools, explicit effects, predictable memory, and structured compiler output. The language is still experimental and not sta...

How I use LLMs as a staff engineer in 2026 (11 minute read)

Agents have gotten really good in the last fifteen months. They can now be used for real work with light supervision. AI can now be used for writing code changes, investigating and fixing bugs, resear...

How to enter side doors (17 minute read)

Many people try to gain employment through the front door: they find a job advertisement, send their resume, and hope that someone on the other side notices them. Most people don't realize there are o...

The Sigmoids Won't Save You (8 minute read)

The idea that all exponentials eventually become sigmoids might not be necessarily true for AI. There are several examples of exponentials that don't end up becoming sigmoids (or haven't yet), for exa...

May 26 workshop: Agent orchestration on AWS (Sponsor)

Multi-agent AI systems fail when agents can't share state, coordinate approvals, or recover from failures. The root cause: no orchestration layer managing execution and approval gates.Build that layer...

Per-user pricing doesn't work for embedded analytics (Sponsor)

The more your product succeeds, the more the invoice hurts? Not anymore. Reveal is the embedded analytics SDK with flat pricing, predictable costs, and AI that drives better engagement. See how

How Claude Code works in large codebases: Best practices and where to start (5 minute read)

Claude Code is now being used in production across multiple large codebases in organizations with thousands of developers. These environments bring challenges that smaller codebases don't. This articl...

Recent Developments in LLM Architectures: KV Sharing, mHC, and Compressed Attention (33 minute read)

KV-cache size, memory traffic, and attention cost quickly become the main constraints as reasoning models and agent workflows keep more tokens around for longer. LLM developers are adding a growing nu...

Native all the way, until you need text (3 minute read)

SwiftUI & Apple's native SDKs are constraints when it comes to building rich text rendering for long-form chats.

Lighthouse Attention (11 minute read)

Lighthouse Attention, a selection-based hierarchical attention, offers up to 17x faster forward and backward passes than standard attention models at large contexts. It utilizes FlashAttention on a de...

Notes on pretraining parallelisms and failed training runs (12 minute read)

Pretraining runs often fail. This article looks at all the ways that things can go wrong and why training is such a precarious operation. The key culprits seem to be breaking causality and adding bias...

The haves and have nots of the AI gold rush (1 minute read)

The AI boom has created a wealth divide, with an estimated 10,000 individuals from companies like OpenAI and Nvidia achieving over $20M in wealth, while others face uncertain futures with stagnant job...

Git Is Not Fine (13 minute read)

Git has been behind the state of the art for a while now, prompting companies like Meta to develop better in-house systems.

I strongly believe there are entire companies right now under heavy AI psychosis (2 minute read)

Changes are happening so fast that nobody is noticing the underlying architecture decaying, and people are denying that this is an issue because they are focusing on the wrong metrics.

Runway started by helping filmmakers — now it wants to beat Google at AI (11 minute read)

Runway's founders believe that the next form of AI will be built from video and world models that learn how the world works. The company is training models directly on observational data to reach the ...

Agent Hooks: Deterministic Control for Agent Workflows (18 minute read)

Hooks make agent workflows more dependable by implementing tests, policies, logs, and completion gates as deterministic parts of the workflow.

Uber turns on Waymo as it pours $10B+ into owning robotaxi alternatives (5 minute read)

Waymo's rapid scaling to 400,000 rides per week proved that AV operators might not need Uber at all, so Uber is pivoting to asset ownership to avoid being cut out entirely.

Headroom (GitHub Repo)

Headroom compresses everything an agent reads before it reaches the LLM to produce the same answers at a fraction of the tokens.

Apple Silicon costs more than OpenRouter (3 minute read)

Openrouter costs about 1/3 the price at around 2x the speed for comparable models.

DeepSeek-V4-Flash means LLM steering is interesting again (9 minute read)

Steering is the idea that LLM outputs can be guided by directly manipulating the activations of a model mid-flight.

Domain Knowledge Is the Leverage (3 minute read)

It is becoming apparent that understanding the domain and how it connects to the program is valuable, which is why spec-driven development is now in the spotlight.

OpenAI Quietly Bought Voice-Cloning Startup Weights.gg, Then Folded the Team (3 minute read)

OpenAI acquired the six-person team and its intellectual properties, then shut down Weights.gg and dispersed its team across multiple OpenAI groups.

WriteUp: 16 Bytes of x86 that turn Matrix rain into sound

Article URL: https://hellmood.111mb.de//wake_up_16b_writeup.html Comments URL: https://news.ycombinator.com/item?id=48173962 Points: 105 # Comments: 19

Two EA-18 fighter jets collide at Mountain Home airshow, pilots ejected safely

Article URL: https://idahonews.com/news/local/two-f-18-fighter-jets-have-crashed-during-an-airshow-at-mountain-home-air-force-base Comments URL: https://news.ycombinator.com/item?id=48173468 Points: 1...

GenCAD

Article URL: https://gencad.github.io/ Comments URL: https://news.ycombinator.com/item?id=48173429 Points: 112 # Comments: 23

Prolog Coding Horror

Article URL: https://www.metalevel.at/prolog/horror Comments URL: https://news.ycombinator.com/item?id=48173268 Points: 101 # Comments: 32

Apple’s Siri revamp could include auto-deleting chats

Privacy will be a major theme when Apple unveils a new version of Siri.

Why trust is a big question at the Elon Musk-OpenAI trial

A big theme in the trial’s final days was whether OpenAI CEO Sam Altman is trustworthy.

VoIP brings back old-fashioned pay phones to rural Vermont (2025)

Article URL: https://spectrum.ieee.org/payphone-voip Comments URL: https://news.ycombinator.com/item?id=48172505 Points: 104 # Comments: 23

Growing Neural Cellular Automata

Article URL: https://distill.pub/2020/growing-ca/ Comments URL: https://news.ycombinator.com/item?id=48172320 Points: 100 # Comments: 11

New Windows 'MiniPlasma' zero-day exploit gives SYSTEM access, PoC released

A cybersecurity researcher has released a proof-of-concept exploit for a Windows privilege escalation zero-day dubbed "MiniPlasma" that lets attackers gain SYSTEM privileges on fully patched Windows s...

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