Reading up on infrastructure
100 deep · digging since nov 26, 25
- Introducing Meerkat: an experiment in global consensus
Cloudflare Research introduces Meerkat, a global consensus service using the QuePaxa algorithm to provide strong consistency and high availability for control‑plane data across its 330+ data centers.
- Current AI – Open Source AI Gap Map
Mozilla's Current AI project maps the open source AI stack, evaluating 24,626 projects to identify gaps and seeking collaborators to close them.
- ‘It’s whack-a-mole’: how Europe’s smart border melted down
Europe's new smart border system (EES) failed at launch due to poor planning, technical glitches, and inadequate testing, causing major delays.
- OpenAI unveils its first custom chip, built by Broadcom
OpenAI unveiled its first custom inference chip, Jalapeño, designed with Broadcom and assisted by OpenAI's own models, claiming better performance-per-watt.
- Postgres transactions are a distributed systems superpower
Co-locating workflow state and application data in Postgres enables atomic transactions that provide exactly-once execution without application-level idempotency logic.
- Run any Dockerfile on Vercel - Vercel
Vercel now supports deploying any HTTP server from a Dockerfile on Fluid compute with autoscaling and CPU-based pricing.
- Why the West stopped making land - Works in Progress Magazine
1970s environmental regulations, not geography or transportation, halted U.S. urban land reclamation despite high land values and housing needs.
- Where Are the Most Data Centers Planned?
Rural areas in the southern United States are expected to host the most planned data centers, despite their noise and power demands.
- SpaceX's newest Starmind will make earth data centers obsolete
SpaceX plans to deploy Starmind, a constellation of one million AI compute satellites in orbit, aiming to make terrestrial data centers obsolete.
- Self-hosted dev sandboxes with preview URLs (Docker, Go, no K8s)
sandboxd is an open-source backend that creates isolated Linux containers with AI coding agents and live preview URLs, all self-hosted on one machine using Docker and Go.
- Buildings May Soon Have ‘Immune Systems’ That Fight Airborne Disease
The U.S. government is investing $150 million in technologies that give buildings immune-like systems to fight airborne diseases, following the pandemic.
- How SpaceX Humiliated Wall Street
SpaceX's Starlink generated more revenue in 2023 than all other commercial space companies combined, demonstrating the financial power of vertical integration and rapid iteration over traditional aerospace contracting.
- What job interviews taught me about Kubernetes
Kubernetes is overly complex for small teams, requiring numerous add-ons and frequent upgrades that outweigh its benefits.
- The Cloud Has Sound: The Unrelenting and Unseen Cost of A.I. Data Centers
Residents near AI data centers report health problems from constant low-frequency vibrations, highlighting an overlooked cost of infrastructure buildout.
- SpaceX & the Sentient Sun
SpaceX's strategy to build a Mars city, lunar factories, and orbital AI data centers is driven by Iain M. Banks' Culture utopia, with Falcon 9 and Starlink funding the stack.
- Inference cost at scale with napkin math
Napkin math shows serving a 32B LLM on an NVIDIA B200 GPU costs ~$9.36 per user per month when 300 users share the GPU with typical idle duty cycles.
- The Scientific Quest for a Perfect World Cup Field
A multi-year scientific initiative aims to engineer identical natural grass surfaces for all World Cup venues to ensure consistent playing conditions.
- What NASA Needs to Stay on Track for the Moon
NASA's Artemis III timeline is ambitious, with experts doubting the agency can meet its goal of returning humans to the Moon by the stated date.
- The evolution of agentic surfaces: building with Claude Managed Agents
Claude Managed Agents decouples model reasoning from code execution to let teams deploy production-grade agents without building custom infrastructure.
- Can NASA Really Land Astronauts on the Moon by 2028?
NASA's 2028 Moon landing goal depends heavily on the decisions and timelines of Elon Musk's SpaceX and Jeff Bezos' Blue Origin.
- Wonder What a Renovated Penn Station Might Look Like? Here’s a Preview.
A $7 billion redevelopment plan for New York's Penn Station would replace cramped corridors with a grand entrance, sweeping staircases, and a glass-walled concourse.
- xAI is looking more like a datacentre REIT than a frontier lab - Martin Alderson
xAI's GPU rental deals with Anthropic and Google transform it into a datacenter REIT-like business, driven by financial engineering, compute shortages, and infrastructure advantages.
- Opinion | You Can Walk to the World Cup in New Jersey. But Should You?
A writer and photographer walk from New York City to MetLife Stadium for the World Cup to test whether fans can bypass expensive transit, finding a fragmented, car-centric route that is technically possible but unsafe and uninviting.
- Give your agent its own computer
LangSmith Sandboxes give each AI agent its own hardware-isolated microVM with filesystem, shell, and package manager, enabling secure code execution without risking host infrastructure.
- DNS is for people - not for IT infrastructure
The author argues that for internal IT infrastructure, DNS adds complexity and risk, and suggests replacing it with tools like Ansible and /etc/hosts for greater reliability and security.
- Just a moment...
This page presents a security verification challenge, likely operated by Cloudflare, that prevents direct access to the underlying article content that was requested.
- AI models are having their iPhone moment. What’s Next? – On my Om
AI capability will continue to accelerate, but like DWDM, it will become invisible infrastructure that enables new applications rather than remaining the focus of conversation.
- the mathematics of multi-tenancy - by almog gavra
Multi-tenancy only reduces costs when workloads are uncorrelated, similar-sized, and numerous; S3 succeeds due to massive scale, workload diversity, and fine-grained object splitting.
- Uber to Offer Shuttles for Fans Leaving World Cup Matches
Uber will operate shuttle services for World Cup fans leaving stadiums in four U.S. cities that lack adequate public transit connections.
- link.mail.beehiiv.com
The linked Beehiiv page does not exist, returning a 404 error.
- Starship V3 | Hacker News
SpaceX's Starship V3 introduces major engine and design upgrades, with a suborbital flight planned to test payload deployment and heatshield inspection.
- GitHub - 2b2tplace/1m_release: The Largest World Download Project in 2b2t, and in Minecraft altogether. Full info + Renders + Timelapses (+ Torrent soon)
A team spent over a year downloading 24 TB of 2b2t Minecraft server world data, covering a 1m² Overworld area and other dimensions, and is preparing a public torrent.
- Frontier labs don’t use most AI compute (yet) - by Josh You
Epoch AI estimates frontier labs use less than half of global AI compute, but OpenAI and Anthropic may soon dominate, requiring economic transformation to sustain scaling.
- What we’ve learned building cloud agents
Cursor's cloud agents perform best when given full development environments, durable execution via Temporal, and a harness that shifts control to the agent.
- SpaceX S-1 | Hacker News
SpaceX's S-1 filing reveals a $1.25B monthly compute deal with Anthropic, prompting debate on profitability and AI infrastructure.
- OpenBSD 7.9 | Hacker News
OpenBSD 7.9 released May 19, 2026, adds experimental WiFi 6, IPv6 SLAAC by default, and mitigates floating-point state leakage on AMD Zen.
- Incident Report: May 19, 2026 – GCP Account Suspension
Hacker News commenters criticize Google Cloud's automated account suspension that took down Railway, questioning the lack of transparency and root cause explanation.
- Sam Altman may start a new compute company - by Alex Heath
Sam Altman is discussing launching a new AI compute company that he would fundraise for, with OpenAI as the majority shareholder.
- How OpenAI delivers low-latency voice AI at scale
OpenAI rearchitected its WebRTC stack into a split relay-plus-transceiver architecture to reduce latency for voice AI at global scale.
- The No-Bid Contract That Is Turning Washington’s Reflecting Pool Blue
President Trump awarded a no-bid contract to a firm he claimed built his pool to repair the Lincoln Memorial Reflecting Pool in Washington, D.C.
- AlphaEvolve: Gemini-powered coding agent scaling impact across fields — Google DeepMind
AlphaEvolve, a Gemini-powered coding agent, has optimized algorithms across genomics, quantum physics, and infrastructure, achieving significant improvements.
- After Stumbles, Technology Meant for Self-Driving Cars Finds a Second Act
Companies developing self-driving car technology pivoted to industrial and smart-city applications, such as managing shipyards and traffic, after autonomous-vehicle hype faded.
- AgentRepo — Git Hosting for Agents
AgentRepo offers git hosting for AI agents with free UUID-based public repos and private repos requiring wallet auth and payment via the x402 protocol.
- SpaceX is starting to move on from the world's most successful rocket - Ars Technica
SpaceX plans to reduce Falcon 9 launches from 165 in 2025 to roughly 140-145 in 2026 as it shifts focus and launch infrastructure toward the larger Starship rocket.
- Higher usage limits for Claude and a compute deal with SpaceX
Anthropic doubles Claude Code rate limits and API capacity for Opus models, enabled by a new compute partnership with SpaceX's Colossus 1 data center.
- Podman rootless containers and the Copy Fail exploit
Podman's rootless containers limit the blast radius of the Copy Fail exploit by using user namespaces to map container root to an unprivileged host user, preventing container escape.
- Amazon’s Durability – Stratechery by Ben Thompson
Amazon's decade-long investments in infrastructure, custom silicon, and physical-world operations position it to dominate the inference era of AI.
- America's Electricity Gap - by Joseph Politano
Record US solar and battery investment is still insufficient to close a growing electricity gap driven by AI, manufacturing, and electrification, leading to rising prices and slower coal plant retirements.
- SpaceX has spent more than $15 billion on Starship
The disclosure of SpaceX's $15 billion Starship development costs comes ahead of its $1.75 trillion IPO, with Flight 12 in May 2026 a critical test.
- Tight Curves and Wide Horizons: The Return of Highway 1
California's Highway 1 has fully reopened after landslides severed the scenic route in 2023, restoring continuous coastal access for drivers.
- AI Has Made Memory Chips One of the World’s Most Profitable Products - WSJ
Riding the AI infrastructure boom, memory-chip makers Samsung, SK Hynix, and Micron are posting record profits, making memory one of the world's most profitable products.
- I am building a cloud
exe.dev, co-founded by a Tailscale founder, offers SSH-accessible VMs for $20/month, aiming to simplify cloud infrastructure for AI agents.
- The Race to Make the World’s Most In-Demand Machine - WSJ
ASML, the sole supplier of machines needed to make cutting-edge AI chips, is racing to expand capacity to meet surging demand from tech companies.
- The World Can't Keep Up With AI Labs - LessWrong 2.0 viewer
AI labs see explosive revenue from coding agents, but infrastructure bottlenecks in memory, energy, and chip manufacturing will constrain growth and raise prices.
- OpenAI Stargate: where the US sites stand
OpenAI's $500 billion Stargate project has seven US sites under construction totaling over 9 GW, with 0.3 GW already operational in Abilene, Texas.
- I run multiple $10K MRR companies on a $20/month tech stack
Running multiple $10K MRR businesses on a $20/month stack with SQLite, a VPS, and minimal services is possible, but the approach is controversial among developers.
- Artemis II Was a Blockbuster. Landing on the Moon Will Be a Lot Harder. - WSJ
NASA faces significant challenges in preparing rockets, spacecraft, and suits to land astronauts on the moon by 2028, following the Artemis II flyby mission.
- The Beginning of Scarcity in AI
GPU rental prices surged 48% in 60 days, signaling an AI compute shortage that will reshape startup competition and access to frontier models.
- AI Is Using So Much Energy That Computing Firepower Is Running Out - WSJ
The AI computing capacity crunch is causing companies like Anthropic to ration usage and raise prices, threatening the AI boom's rapid adoption.
- What are your programming "hunches" you haven't yet investigated?
Lobsters commenters share uninvestigated programming hunches, including accessibility-first GUI toolkits, 32-bit pointers on 64-bit systems, property-based infrastructure, MUD-style chat, and user-controlled theming.
- Data centers are transitioning from AC to DC
HN commenters debate the practicality of transitioning data centers to DC power, noting it's been used for decades but faces chicken-and-egg adoption challenges.
- Show HN: I put an AI agent on a $7/month VPS with IRC as its transport layer
A developer built a two-tier AI agent on a $7/month VPS using IRC as transport, enabling visitors to ask about his work with real code access instead of rephrased resume text.
- LaGuardia Crash Tests New Port Authority Leader - The New York Times
The LaGuardia airport crash tested new Port Authority leader Kathryn Garcia, who consoled injured firefighters and managed delays across New York's three major airports.
- See How the LaGuardia Plane Crash Unfolded - The New York Times
Flight data and video reveal how an Air Canada jet collided with a fire truck at LaGuardia Airport, killing two and injuring dozens.
- Google CEO Sundar Pichai’s plan to make Gemini the only AI that matters
Google CEO Sundar Pichai details the company's turnaround from being blindsided by ChatGPT to achieving AI leadership with Gemini 3, powered by massive infrastructure spending and internal reorganization.
- Heat Wave in California and Other Western States Wilts a More Air-Conditioned U.S. - The New York Times
A heat wave in California and other Western states, with temperatures up to 40 degrees above normal, underscores how more US homes have recently added air-conditioning.
- Record Heat Meets a Major Snow Drought Across the West - The New York Times
Unseasonably high temperatures are compounding a snow drought in the Western U.S., threatening a key water source for the region.
- Scramble for Jet Fuel Shows How Energy Shortages Are Rippling Across Asia - The New York Times
China and other Asian refined-oil suppliers are restricting exports, fueling desperate scrambles for jet fuel and other energy supplies by import-dependent nations.
- Scaling Karpathy's Autoresearch: What Happens When the Agent Gets a GPU Cluster
Giving Karpathy's autoresearch agent access to 16 GPUs enabled 9x faster optimization by running experiments in parallel and enabling factorial grid searches.
- Why is Starlink on planes so good?
Starlink's low-earth orbit satellites deliver both high throughput and low latency, overcoming the physical constraints of air-to-ground and geostationary satellite Wi-Fi.
- 360 billion tokens, 3 million customers, 6 engineers - Vercel
Durable migrated its multi-tenant AI platform to Vercel, serving 3 million customers with six engineers while cutting infrastructure costs by 3-4x and enabling same-day agent shipping.
- Apple’s Cheap AI Bet Could Pay Off Big - WSJ
Apple's comparatively small $14 billion AI investment reflects a bet that rivals' massive $700 billion infrastructure spending will yield poor returns.
- Cuba Ready to Accept Outside Investment, Top Official Says - The New York Times
Cuba plans to open its economy to foreign investors amid a nationwide blackout, as President Trump comments on the situation.
- Upstash Box: Give your agents a computer
Upstash launches Box, a cloud computer for AI agents with durable storage, serverless scaling, and usage-based pricing, enabling long-running personalized agent services.
- San Francisco Bay Area Residents Weigh Possibility of BART Reductions - The New York Times
BART, once reliant on rider fares, now faces service reductions due to a severe pandemic-driven ridership decline that undermined its financial model.
- Video Conferencing with Postgres — PlanetScale
A developer demonstrates live video calls over PostgreSQL using logical replication, achieving 15fps with a $5 database.
- Anthropic's Compute Advantage: Why Silicon Strategy is Becoming an AI Moat
Anthropic's compute strategy—multi-hyperscaler, custom-silicon integration—gives it a 30–60% cost-per-token advantage over Nvidia-dependent OpenAI, a compounding edge as inference scales.
Takes
Dumb question: I’ve been running most of my cron jobs locally on my Mac Mini because it’s already authenticated with Google Workspace and the other apps I use. But should I run these jobs in the cloud instead with these apps OAuth’d to my Claude or ChatGPT account? How should I think about what jobs should stay local vs. move to the cloud?
@petergyang
☁️ I made my own little Cloudflare called Pietflare, it's a DDOS and probe detector with AI and with a central IP / ASN / country block list Each server (VPS) sends suspicious probes, or DDOS attempts etc, from the access logs to the central admin and each server pulls a central blocklist every minute and blocks it in Nginx It has a central dashboard where I can see any threats and then instantly block them but preferably the AI blocks it by itself
@levelsio
A few months ago my kids started vibecoding little web games with Cursor and wanted their friends to play them. GitHub Pages was fine until the games needed real backends, so I hacked together a setup where each game was a folder in one repo that deployed to a Hetzner box on every push. That held up until we shipped FULL SEND for Vibe Jam 2026 and it took off with 38,000+ players. The duct tape needed to become something real, so I rebuilt it properly and pulled it out into its own project. It turns one Linux server into a push-to-deploy host for many apps. The whole thing is a single Go binary that installs and drives Docker, Kamal, Cloudflare, Tailscale, and GitHub for you. After that: - Each app is a GitHub repo. - A git push is live in <5 seconds. - Deploys are zero-downtime. - Each app runs in its own container. - Automatic Cloudflare DNS and TLS tunnels. - SQLite-aware backup and restore. It's deliberately single server using convention over configuration, so for a typical app there's no YAML or Dockerfile to write. The idea is that one decent VPS can reliably run all your projects without per-app bills or piles of infra config. It's built on top of Kamal, so it's basically a Kamal wrapper for the "lots of apps on one server" case, with the Cloudflare, Tailscale, DNS, and backup glue wired up by convention. Setup is one interactive command on a fresh Linux box, which walks you through connecting everything. If you also have a bunch of projects you want to run on a single server, tell your Claude Code, Codex, Cursor, or favorite AI agent to grab a VPS and try it for you. It's fully open source and you can customize it to your liking:
@dvassallo
We're launching code storage and git hosting. Origin gives teams and agents a place to host, review, and collaborate on code. Available this fall. Join the waitlist. https://cursor.com/origin-waitlist
@cursor_ai
Claude Managed Agents can operate in a sandbox you control, on your own infrastructure or with any provider you choose. Today we added new guides for @blaxelAI, @e2b, @googlecloud, @namespacelabs, and @superserve_ai, so you can choose the best fit for your use case.
@ClaudeDevs
We are excited to announce that developers and agents can now provision the same mail-routing intelligence that powers postalform to enable mailing workflows in your own projects! Stripe Projects can automatically create your account, workspace, and let you set spend limits so you can get right into developing. Add mailing infra to your project today with this command: stripe projects add postalform/mail
@postalform
Spending some time tinkering on a flight and realizing that, yeah, all I need is Cloudflare. To do anything. * Compute: Workers * Storage: D1, KV, R2 * IdP: sign-in with Cloudflare through Access * Domain: Cloudflare Registrar * Email: send and receive * AI: Workers AI * Frontier Lab AI: no lock-in, route it to AI Gateway * Containers: sure Create an MCP portal and have an AI agent running in the cloud talk to my Oura and Withings data and email me a dashboard report as if it is my own personal operating system? Yup. I have worked here for 8+ years and sometimes even I just can't believe the platform the team has built is real...
@LakeAustinBlvd
my self-hosted observability stack pairs well with agents
@marckohlbrugge
All types of databases, Redis, Postgres, Clickhouse, Mysql etc. now display important stats and metrics aswell as most run queries in the Maple service map
@makisuo
it's wild -- i spent the last 2 decades of my career putting everything in the cloud and now i'm figuring out how to give colleagues remote access to a mac mini sitting in my downstairs home office
@clairevo
Starlink V3 satellites have >10X bandwidth of V2 and there’ll be >10X launched, which means >100X more bandwidth. Also, altitude will be 350km vs 550km, so min latency can be cut in half. Light travels 300km/ms in space, so physics round trip min latency drops to <5ms.
@elonmusk
Today's Training Data episode takes us BTS on the infrastructure challenges required to do large RL runs at scale, featuring @ellev3n11 (Composer Lead at @cursor_ai) and @dzhulgakov (Co-Founder at @FireworksAI_HQ). The Cursor team trained Composer 2 on Fireworks by starting with a strong base model (Kimi 2.5) and performing large-scale mid-training on code tokens and web data to learn common patterns and libraries, followed by a large-scale Reinforcement Learning run to learn how to navigate the Cursor harness, call tools, and write correct code. Today's episode dives into the systems and infrastructure challenges of making that large RL run happening, and there were many (!!), from numerical mismatch to global distribution to synchronizing rollouts across asynchronous pipelines to keeping track of expert activation across runs and more. Extremely nerdy in-the-weeds challenges that Federico and Dima were delighted to nerd out on together :) Beyond RL infra, we also discussed Online vs Simulated rollouts, self-summarization for long-horizon agents, environment design ("the most powerful RL environment is the product itself"), and other technical nuggets. PS: We filmed this episode before the SpaceX news, while the Cursor team was still compute-constrained. While Cursor now has *all* the flops, the takeaways and hurdles crossed ring true for any serious application-level company that is racing to post-train their own models. I believe that more serious application companies will go the way of Cursor and post-train their own models. 00:00 Introduction 00:53 Why Cursor Trained Composer 2 04:55 Specialization vs Bitter Lesson 06:16 Composer 2 Training Recipe 16:32 Scaling RL Infrastructure Globally 23:32 Floating Point Drift 25:11 MoE Sensitivity Explained 26:25 Router Replay Fix 27:19 Real Time RL Loop 31:49 Long Horizon Agents 34:29 Why RL Everywhere 37:34 LLM as Judge Rewards 39:14 RL in Hard Domains 40:13 Build Your Own Environments 44:34 Closing Thoughts
@sonyatweetybird
Latency vs Throughput vs Bandwidth
@alexxubyte
the one thing @mitsuhiko taught me: merged client & server logs. very useful.
@badlogicgames
Still limited by compute, so I built a thing that runs codex in the cloud, powered by @Cloudflare firecracker boxes (and since that's not beefy enough for larger projects, tests are run via crabbox) Uses Ghostty ofc, via WebAssembly. Codex replicated itself, basically.
@steipete
The bull market in stocks is only beginning. Everyone is underestimating how big the shortage of compute and power exists. The bears are wrong. The bulls are going to make money. Choose wisely.
@APompliano
So @loaibassam asked me my stack recently, I replied: FREE: Nginx web server on Ubuntu (free) Auto upgrade with unattended-upgrade (free) Scheduled workers with Cron (free) Vanilla PHP for site backend (free) Vanilla CSS (free) Vanilla JS for code (free) Game servers I do in vanilla Node JS (free) SQLite for DB (free) Python for tool scripts (free) Cloudflare with Cloudflare tunnel for DNS/SSL (free) Tailscale for security (free) OpenFreeMap for maps (free) CHEAP: xAI for AI API (cheap) Stripe for payments (cheap) Cloudflare R2 for image storage (cheap) Hetzner VPS ($4/mo) Cloudflare domain reg (~$10/year) So about ~$5/mo total costs with about ~5M unique visitors per month per site (these are site averages)
@levelsio
How LLM Inference Works
@akshay_pachaar
Internet connection has been awful today. Finally set up a server to ssh and run agents reliably. This is rad, wish I did it a year ago
@theo
Agent-Driven Operations for Reliable Infrastructure
@dabit3
Stripe Projects: provision a production-ready dev stack from your terminal
@stripe
pi + ghostty running entirely in a cloudflare workers durable object. sqlite based file system + js code exec + cron support. The best part is it can deploy worker sites using Dynamic Worker Loaders.
@Vercantez
Understanding the Five-Layer AI Stack
@NVIDIAAI