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Stategraph: Terraform state as a distributed systems problem

news.ycombinator.com Unknown 2025-09-19 20:38:17

Why We're Building Stategraph: Terraform State as a Distributed Systems Problem TL;DR why-stategraph.tldr $ cat why-stategraph.tldr • Terraform state shows distributed coordination issues but uses file primitives. • File blob (100% read/lock) vs. change cone (~3%). • Stategraph → graph state, ACID transactions, subgraph isolation. The Terraform ecosystem has spent a decade working around a fundamental architectural mismatch: we're using filesystem semantics to solve a distributed systems probl

Topics: graph lock resources state terraform
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Why We're Building Stategraph: Terraform State as a Distributed Systems Problem

news.ycombinator.com Unknown 2025-09-20 21:38:17

Why We're Building Stategraph: Terraform State as a Distributed Systems Problem TL;DR why-stategraph.tldr $ cat why-stategraph.tldr • Terraform state shows distributed coordination issues but uses file primitives. • File blob (100% read/lock) vs. change cone (~3%). • Stategraph → graph state, ACID transactions, subgraph isolation. The Terraform ecosystem has spent a decade working around a fundamental architectural mismatch: we're using filesystem semantics to solve a distributed systems probl

Topics: graph lock resources state terraform
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IEEE 2881: Learning Metadata Terms (LMT) Empowers Learning in the AI Age

computer.org Laurel Tweed 2025-09-22 09:00:29

Introduction Learning Metadata Terms (LMT) is a standard that connects metadata terms in practice with the purpose of solving many use cases common to e-learning. While there are other metadata standards, they have been inadequate for keeping up with machine-readable data requirements, which modern AI needs to achieve significance. While data models attempt to be free of technical bindings, there are fundamental design decisions that relate to whether data is intended to be stored in a graph da

Topics: data learning resource resources standard
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How AI agents can eliminate waste in your business - and why that's smarter than cutting costs

zdnet.com Vala Afshar 2025-10-21 19:48:00

Hazal Ak / iStock via Getty Images Follow ZDNET: Add us as a preferred source on Google. ZDNET's key takeaways AI agents help identify and remove waste in business. All waste is costly, but not all costs are wasteful. CEOs pursue cost efficiency with AI to protect performance. In an AI-powered economy, business leaders are focused on enhancing the productivity and efficiency of their workforce and operations. To accelerate value creation, while focusing on cost reductions and efficiencie

Topics: agents ai cost resources waste
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Make the Easy Change Hard

news.ycombinator.com Unknown 2025-10-27 13:40:04

I'd say this is a setup for a joke later on in the blog post, except the joke doesn't even make sense, so I don't really know what this is. Generated by ChatGPT. There’s a semi-well-known adage in software development that says when you have a hard code change, you should “first make the hard change easy, and then make the easy change.” In other words, refactor the code (or do whatever else you need to do) to simplify the change you’re trying to make before trying to make the change. This is es

Topics: change mutex ownership resources tracestore
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Show HN: Pangolin – Open source alternative to Cloudflare Tunnels

news.ycombinator.com Unknown 2026-01-20 06:50:43

Tunneled Reverse Proxy Server with Access Control Your own self-hosted zero trust tunnel. Pangolin is a self-hosted tunneled reverse proxy server with identity and access control, designed to securely expose private resources on distributed networks. Acting as a central hub, it connects isolated networks — even those behind restrictive firewalls — through encrypted tunnels, enabling easy access to remote services without opening ports. Resources page of Pangolin dashboard (dark mode) showing

Topics: access pangolin resources sites use
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Azure API vulnerability and roles misconfiguration compromise corporate networks

news.ycombinator.com Unknown 2026-02-07 18:59:55

TL;DR Token Security researchers have discovered several Azure built-in roles that are misconfigured to be over-privileged - they grant more permissions than intended by Azure. In addition, we discovered another vulnerability in the Azure API that allows attackers to leak VPN keys. Combined, these two issues create a new attack chain that lets a weak user gain access to both internal cloud assets and on-premises networks. In this report, we detail the research process that led to the discove

Topics: microsoft permissions read resources role
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