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Friday, November 7, 2025

Court Dumps Microsoft! AI Refund Rage! 2B Emails Spill!

Court Dumps Microsoft! AI Refund Rage! 2B Emails Spill!

Governments flirt with open source while privacy‑first AI hops the fence into the public domain... Microsoft faces a wave of refunds over Copilot upsells... A mega data breach spills billions of emails... Cloudflare fires at global site blocks... Even the power grid flips, with solar turning free at noon... HN cheers, jeers, and demands receipts.

Sovereignty Rising: Open tools, open rules

  • ICC boots Microsoft 365 for openDesk

    Europe’s push for digital sovereignty gets a trophy: the International Criminal Court ditches Microsoft 365 for openDesk, a European open‑source suite. Fans cheer less vendor lock‑in; skeptics ask about migration pain, support, and how fast change can actually land.

  • Meet openDesk: the public sector’s stack

    openDesk pitches a familiar, privacy‑forward office stack for governments: mail, docs, chat, and collaboration with interoperability and security baked in. It’s a manifesto for sovereignty and budgets—HN wants audits, roadmaps, and proof it scales beyond pilots.

  • Cloudflare: Site blocking breaks the web

    In a filing to USTR, Cloudflare calls foreign site blocking a trade barrier that splashes collateral damage onto legit services like cloud storage and CDNs. Policy watchers nod; pirates shrug; engineers groan at yet another brittle filter bolted onto core infra.

  • OpenPCC clones Apple’s private AI cloud

    OpenPCC brings “provably private” AI inference to your own racks—an open, auditable take on Apple’s Private Cloud Compute. Privacy hawks love the transparency; ops folks eye cost, throughput, and real‑world proofs before crowning a new gold standard.

  • Australia’s free noon power plan

    So much solar that electricity could be free midday. Australia considers zero‑cost rates to soak up oversupply, nudging demand to the sunniest hours. Grid nerds cheer demand shaping; skeptics ask who pays, and how to keep the lights on after sunset.

AI Whiplash: Giant brains, buyer’s remorse

  • Kimi drops trillion‑param reasoner

    Kimi K2 Thinking lands as an open trillion‑parameter reasoning model touting agentic coding, browsing, and search. The promise: brains without the velvet rope. The crowd wants evals, cost curves, and proof it beats fine‑tuned smaller stacks in the wild.

  • Copilot upsell sparks refund rush

    Reports say Microsoft customers were steered into pricier Copilot bundles, prompting a flood of refund requests. Users call it dark‑pattern adjacent; defenders blame confusion. Either way, trust in paid AI add‑ons takes a hit right before renewal season.

  • Dev gospel: write an agent already

    Fly.io’s guide urges builders to ship LLM agents that act, not chat—stitching tools, storage, and workflows. It’s part pep talk, part pattern library. Makers feel the pull; pragmatists warn of cost, control, and brittle chains that page you at 3 a.m.

  • AI slop vs. OSS: security veteran warns

    A bug‑bounty vet slams AI‑generated code flooding open source, calling it noisy, error‑prone, and risky for maintainers. The fix: fund humans, review rigorously, and stop worshipping autocomplete. HN nods hard—quality beats quantity, especially in security.

Breach to Backend: Fix the plumbing

  • 2B emails spill in credential soup

    A massive trove of email addresses surfaces, feeding credential stuffing and spam engines. It’s not a single hack but an aggregation nightmare. Users check HIBP; teams revisit rate limits, 2FA, and password hygiene—again. The internet sighs in déjà vu.

  • Your printer’s fine. Your Wi‑Fi drivers aren’t

    That flaky network printer? Often mDNS packets eaten by buggy Wi‑Fi drivers from big vendors. The post names names, offers captures, and suggests fixes. Relief for sufferers; a quiet call‑out for vendors to treat service discovery as first‑class, not afterthought.

  • Supply chain: trust is the real zero‑day

    Every pip install or cargo add is a bet on identity and intent. A sober read argues for signed metadata, provenance, and reproducible builds across PyPI and npm. Fewer hot takes, more boring safety—exactly what ecosystems need but rarely prioritize.

  • Swift lands on FreeBSD (preview)

    A Swift toolchain preview arrives for FreeBSD, expanding server‑side options beyond Linux and macOS. Devs are curious about performance and package parity; CI jockeys smile at more targets. Early days, but the portability story gets a welcome chapter.

  • Cloud GPUs, no waiting: notebooks in seconds

    Modal unveils GPU notebooks that cold‑start in seconds via sandboxing. It’s candy for ML teams tired of queue hell. Speed thrills, but questions follow: dataset gravity, vendor lock‑in, and how the bill looks when experiments multiply at 3× the pace.

Top Stories

ICC dumps Microsoft 365 for openDesk

Technology/Government

Landmark public-sector pivot to EU open source; signals rising digital sovereignty and pressure on Big Tech SaaS.

OpenPCC brings Apple‑style private AI to anyone

Technology/Security

Open, auditable clone of Apple’s Private Cloud Compute promises provably private inference on your own infra.

Copilot upsell fiasco triggers refund flood

Technology/Business

Backlash over AI upgrade prompts mass refunds; dents trust in AI monetization.

2B email addresses exposed in monster dump

Technology/Cybersecurity

Huge credential corpus fuels spam and credential-stuffing; raises alarm on data hygiene.

Kimi K2 Thinking: open trillion‑param reasoner

Technology/AI

Massive open reasoning model stokes agentic AI arms race and accessibility.

Cloudflare: foreign site blocks are trade barriers

Technology/Policy

Infrastructure giant warns anti-piracy blocks disrupt legitimate services; policy fight heats up.

Australia floats free midday power to absorb solar

Energy/Policy

Bold grid incentive turns oversupply into benefit; a glimpse of demand shaping future.

All stories (78)
Complete list of news articles from this day

A Computing Legend Speaks, a New Oral History with Ken Thompson

by oldnetguy

The Computer History Museum has released a new oral history interview with Ken Thompson, produced in partnership with the Association for Computing Machinery and connected to Thompson’s 1983 A. M. Tur...

Key Points

  • CHM and ACM released a new oral history interview with Ken Thompson tied to his 1983 Turing Award.
  • Thompson created Unix and co-developed C; their influence remains pervasive across modern computing.
  • Thompson later helped create the Go language at Google and worked on Plan 9 at Bell Labs.

The Transformations of Fernand Braudel

by benbreen

This article reflects on the legacy of historian Fernand Braudel four decades after his death, focusing on the formative experiences and methodological choices that shaped his work. It recounts a 1967...

Key Points

  • Braudel emphasized imagination as central to historical inquiry and is best known for The Mediterranean (1949).
  • Extensive archival and field work—from AGS to Dubrovnik—shaped his Mediterranean focus.
  • Lucien Febvre’s mentorship in 1937 redirected and supported Braudel’s project and career.

How I am deeply integrating Emacs

by signa11

This article explains how Emacs is deeply integrated into a Hyprland desktop environment to serve as the central interface for daily work. Emacs launches automatically at session start, with keybindin...

Key Points

  • Emacs serves as the central workspace with Hyprland keybindings driving Emacs functions.
  • An Emacs-based universal launcher replaces wofi/rofi and consolidates system tasks.
  • org-capture, agenda, file browsing, passwords, email (mu4e), and feeds (elfeed) are all accessible via keybindings.

Flutter_compositions: Vue-inspired reactive building blocks for Flutter

by yoyo930021

Flutter Compositions is an open-source library designed to bring Vue 3’s Composition API paradigm to Flutter applications. It introduces a declarative, reactive model built on primitives like ref, com...

Key Points

  • Brings Vue 3 Composition API patterns to Flutter with ref, computed, watch, and watchEffect.
  • Built on alien_signals for fine-grained, signal-based reactivity and composable logic.
  • Monorepo includes core primitives and custom lint rules, with full documentation and example app.

The human visual system: image shape and binocular vision

by thinkingemote

This article examines how the human visual system (HVS) differs from camera imaging in both shape and field of view. While cameras capture rectangular frames derived from circular lens projections, th...

Key Points

  • HVS provides ~190–200° horizontal FOV with ~120° binocular overlap.
  • Vertical HVS FOV is ~130°, with ~50° above and ~70–80° below line of sight.
  • Cameras are typically monocular and rectangular; HVS is binocular with an oval-like field.

Erlang Meets Idris: Cure Programming Language

by delitrem

Cure is introduced as a dependently typed programming language built for the BEAM virtual machine, emphasizing mathematical correctness and formal verification for production systems. It brings compil...

Key Points

  • Dependently typed language on BEAM with SMT-backed verification (Z3, CVC5).
  • Native FSM syntax with compiler-verified safety properties.
  • Full OTP compatibility, LSP tooling, and a 12-module standard library.

What the hell have you built

by sachahjkl

This article argues against premature complexity in software architecture and deployment. It juxtaposes a highly complex stack—15 microservices, eight databases, a Kubernetes cluster across three envi...

Key Points

  • Contrasts complex multi-service stacks with a minimal single-server approach.
  • Promotes explainability as a key design criterion.
  • Advises adding complexity only when backed by clear, demonstrated needs.

Mathematical Exploration and Discovery at Scale

by nabla9

The article announces and outlines a detailed arXiv paper describing collaborative experiments with Google DeepMind’s AlphaEvolve, an LLM-based optimization tool. Unlike traditional methods that direc...

Key Points

  • AlphaEvolve evolves code with an LLM to generate inputs for optimization.
  • Tested on 67 math problems; results comparable to expert traditional tools.
  • Scalability and robustness are highlighted strengths, with shared prompts and minimal tuning.

LibreArm – Breathing New Life into QardioArm Devices

by souterrain

After Qardio, Inc. went bankrupt, the QardioArm app disappeared from the App Store, leaving the blood pressure cuff unusable for many owners. The LibreArm project set out to restore functionality by r...

Key Points

  • Reverse‑engineered QardioArm’s BLE protocol to restore device functionality.
  • iOS app logs complete readings to Apple Health via HealthKit with privacy-first design.
  • Approved by Apple as a wellness logging app; code is open source on GitHub.

Chibi Izumi: Phased dependency injection for TypeScript

by pshirshov

izumi-chibi-ts brings staged dependency injection from Scala’s Izumi Project (distage) to TypeScript. It introduces a fluent, type-safe DSL for defining modules and bindings, using decorators like @Re...

Key Points

  • TypeScript port of distage with staged DI and a fluent, type-safe DSL.
  • Decorator-based automatic dependency resolution with @Reflected and named bindings via @Id.
  • Requires npm installation and experimentalDecorators; offers full feature coverage versus other DI libraries.

Show HN: qqqa – a fast, stateless LLM-powered assistant for your shell

by iagooar

qqqa is a fast, stateless command-line assistant that integrates large language models into everyday shell workflows with minimal setup. It splits functionality into two binaries: qq for single-questi...

Key Points

  • Stateless CLI assistant with two tools: qq (Q&A) and qa (one-step agent with confirmation).
  • Built-in Groq and OpenAI profiles; Groq + openai/gpt-oss-20b recommended for speed/cost.
  • Simple install and config, with safety rails and per-call overrides for providers and models.

80year old grandmother becomes oldest woman to finish Ironman World Championship

by austinallegro

An 80-year-old athlete, Natalie Grabow, set a new age milestone at the Ironman World Championship in Kona by finishing the 140.6-mile triathlon in 16:45:26, within the 17-hour cutoff. Facing hot, humi...

Key Points

  • Natalie Grabow, 80, finished the Ironman World Championship in 16:45:26.
  • She was the only competitor in the 80–84 age group among ~1,600 female entrants.
  • Her finish surpassed the prior age record held by Cherie Gruenfeld (78 in 2022).

The Telegraph: How a secret dossier blew open anti-Israel bias at the BBC [video]

by wtcactus

The Telegraph’s video highlights allegations from a purported internal whistleblower dossier concerning BBC Arabic’s coverage of the war in Gaza. According to the video description, the dossier claims...

Key Points

  • Whistleblower dossier alleges BBC Arabic minimized Israeli suffering in Gaza coverage.
  • Claims say coverage framed Israel as the aggressor.
  • The Telegraph presents this as part of an ongoing series (Day 2).

Show HN: CoordConversions NPM Module for Map Coordinate Conversions

by smatthewaf

CoordConversions is presented as a TypeScript-based utility for working with geographic coordinates across three widely used formats: Decimal Degrees (DD), Degrees–Minutes (DM), and Degrees–Minutes–Se...

Key Points

  • Converts between DD, DM, and DMS coordinate formats.
  • Includes parsing, validation, and formatting utilities.
  • Supports hemisphere indicators for N/S and E/W handling.

AI Slop vs. OSS Security

by mooreds

An experienced bug bounty professional describes how AI-generated vulnerability reports are straining open-source security workflows. After five years as a researcher and five years at HackerOne in tr...

Key Points

  • AI-generated vulnerability reports are flooding open-source projects with plausible but incorrect claims.
  • Curl’s maintainer reports ~20% of submissions are AI-generated and genuine findings are ~5%.
  • Maintainers and volunteers spend significant time disproving false reports, increasing triage workload.

Eating Stinging Nettles

by rzk

This article introduces stinging nettles as a free, foraged ingredient that becomes abundant in Britain during the warmer months. It explains that while nettles sting on contact, they are edible and c...

Key Points

  • Nettles are edible, nutrient-dense, and abundant in Britain during summer.
  • Wear gloves to harvest; boiling neutralizes the sting before eating.
  • Versatile in cooking, nettles can be used in soups, curries, and risottos.

Open Source Implementation of Apple's Private Compute Cloud

by adam_gyroscope

OpenPCC is introduced as an open-source framework designed to deliver provably private AI inference, drawing inspiration from Apple’s Private Cloud Compute. The project emphasizes openness, auditabili...

Key Points

  • OpenPCC provides open-source, privacy-preserving AI inference with encrypted streaming and hardware attestation.
  • Client tools include a Go implementation and C library for Python and JavaScript, plus in-memory test services.
  • Inference requests use an OpenAI API-compatible format and support model routing via request headers.

Pico-100BASE-TX: Bit-Banged 100 MBit/s Ethernet and UDP Framer for RP2040/RP2350

by _Microft

Pico-100BASE-TX is a GitHub-hosted library for Raspberry Pi RP2040 and RP2350 microcontrollers that implements a transmit-only Fast Ethernet interface and UDP framing using the devices’ PIO. The proje...

Key Points

  • TX-only 100BASE-TX and UDP framer for RP2040/RP2350 via PIO, ~11 MB/s streaming.
  • Implements 4B5B, scrambling, and MLT-3 at 125 MHz using PIO side-set.
  • Safety: avoid PoE; use pulse transformer or 47 Ω + 470 Ω resistors; ASUS LANGuard needs proper coupling.

The trust collapse: Infinite AI content is awful

by arnon

The article by Arnon Shimoni argues that the near-zero cost of AI-driven content creation has produced a flood of polished, formulaic outreach that erodes buyer trust. A B2B SaaS sales leader exemplif...

Key Points

  • AI has driven content creation costs near zero, fueling mass, lookalike outreach.
  • Prospects increasingly ignore unknown outreach due to trust erosion and automation.
  • A "trust funnel" focused on long-term relationships and advocacy is proposed over traditional lead gen.

Refund requests flood Microsoft after tricking users into AI upgrades

by speckx

Microsoft is facing a significant backlash from customers who say they were misled into upgrading to higher-priced subscriptions that include its Copilot AI chatbot. The surge in refund requests has e...

Key Points

  • Refund requests overwhelmed Microsoft after customers felt misled into AI-bundled pricier plans.
  • Microsoft underestimated compensation demand, with reports suggesting up to 2.7 million dissatisfied users.
  • An incorrect unsubscribe link was sent to some affected customers, adding to the confusion.

Say Hi to Kit

by 14113

Firefox has introduced a refreshed brand identity, offering audiences a first look at its updated direction. A key element of this refresh is the unveiling of a new mascot named Kit. The announcement ...

Key Points

  • Firefox unveiled a brand refresh.
  • A new mascot, Kit, is introduced.
  • The refresh emphasizes privacy, openness, and user control.

Staying opinionated as you grow

by hlassiege

A founder reflects on lessons from growing a company past 600 employees, focusing on how to preserve product clarity and distinct messaging as organizations scale. The piece argues that growth often p...

Key Points

  • Scaling often drives complexity; disciplined choices (saying no, hiding complexity, cutting features) preserve user experience.
  • Messaging should remain opinionated and clear; broader appeal risks diluting identity.
  • Writizzy’s manifesto-only homepage exemplifies minimalist, focused positioning despite growth pressures.

IKEA launches new smart home range with 21 Matter-compatible products

by lemoine0461

IKEA unveiled a comprehensive refresh of its smart home portfolio, introducing 21 new products across lighting, sensors, and control that are all built to work with Matter, the universal smart home st...

Key Points

  • 21 new Matter-compatible products across lighting, sensors, and control
  • DIRIGERA hub acts as Matter controller and bridge for interoperability
  • KAJPLATS bulb range adds eleven variants with enhanced features over TRÅDFRI

Show HN: See chords as flags – Visual harmony of top composers on musescore

by vitaly-pavlenko

“Visual Harmony of Top 100 Composers on MuseScore.com” is a web-based exploration of popular compositions using a custom piano-roll notation system. Notes are color-coded across 12 chromatic steps, co...

Key Points

  • Custom color-coded piano-roll notation enables visual chord and structure analysis.
  • Interactive tool accepts MIDI files and offers keyboard layouts to explore the 12-note set.
  • Linked corpus highlights popular works by notable composers for study and playback.

Cloudflare Tells U.S. Govt That Foreign Site Blocking Efforts Are Trade Barriers

by iamnothere

Cloudflare has filed its first submission to the Office of the U.S. Trade Representative for the 2026 National Trade Estimate Report, arguing that foreign online anti-piracy blocking regimes constitut...

Key Points

  • Cloudflare urges the USTR to consider foreign site-blocking regimes as trade barriers harming U.S. tech providers.
  • Spain’s and Italy’s blocking practices have caused large-scale collateral disruptions, including a Google Drive outage in Italy.
  • France’s automated blocking proposals add to concerns about overbroad, insufficiently safeguarded measures.

I analyzed the lineups at the most popular nightclubs

by kalli

The article outlines a data-driven analysis of nightclub lineups using Resident Advisor’s 2019 event data. A Python scraper with Beautiful Soup parsed thousands of RA pages, respecting robots.txt and ...

Key Points

  • RA 2019 lineups scraped and cleaned; regions included top 20 with “Streamland” excluded.
  • Similarity measured via Jaccard index; graph clustering performed with NetworkX.
  • 2019 stats: 131 clubs, 8,502 events, 9,405 artists, 30,482 bookings; ~1% average overlap across overlapping pairs.

Musik magazine archives (1995-2003)

by petecooper

This web page provides a structured archive of Muzik Magazine, with a title indicating coverage from 1995 to 2003. The layout presents a grid of cover thumbnails, each linked to a corresponding PDF do...

Key Points

  • Digitized issues are accessible via cover thumbnails and direct PDF links.
  • Visible entries span from issue 001 (June 1995) through 015 (August 1996).
  • Issue files use a consistent naming format combining number and month/year.

How often does Python allocate?

by ingve

The article investigates how frequently Python allocates memory for integers under CPython. Noting that each integer is represented as a heap-allocated PyLongObject, the author modifies CPython’s long...

Key Points

  • Printing i + 1 100,000 times produced 100,904 integer allocations in CPython.
  • Integer addition without printing led to only 905 allocations over 100,000 iterations.
  • CPython’s long_add and _PyLong_FromSTwoDigits implement fast paths that reuse small-int objects.

The seven second kernel compile

by guerrilla

This 2002 technical report by IBM’s Anton Blanchard explores reducing Linux kernel compile times on large-scale PowerPC systems, aiming for a seven-second build using a Linux 2.5 kernel on a 32-way Po...

Key Points

  • Seven-second compile goal on a 32-way PowerPC64 p690 using Linux 2.5
  • NUMA-aware policies improved performance over stock 2.4.18 on large systems
  • Initial 24-way results: 10.3s compile, limited by single-threaded final link

Australia has so much solar that it's offering everyone free electricity

by ohjeez

Australia is exploring a policy to offer free electricity to consumers during midday hours, when solar generation is at its peak and wholesale prices often turn negative. The article explains how Aust...

Key Points

  • Australia proposes free midday electricity to pass through benefits of high solar generation.
  • Negative wholesale prices during daylight hours are common due to solar surpluses.
  • Time-of-use pricing and storage (including potential EV batteries) help balance the grid.

Kimi release Kimi K2 Thinking, an open-source trillion-parameter reasoning model

by nekofneko

Moonshot AI unveiled Kimi K2 Thinking, an open-source reasoning-focused agentic model designed to use tools while it thinks. The model scales both the number of thinking tokens and sequential tool cal...

Key Points

  • Open-source agentic model that uses tools during reasoning.
  • State-of-the-art benchmark results on HLE, BrowseComp, and SWE-Bench Verified.
  • Available now via kimi.com (chat) and the K2 Thinking API; full agentic mode coming soon.

FBI Tries to Unmask Owner of Infamous Archive.is Site

by Projectiboga

Archive.today, a widely used web archiving service also known as archive.is and archive.ph, indicated possible legal pressure by posting a “canary” on its official X account that linked to a PDF of a ...

Key Points

  • Archive.today linked to a purported FBI court order seeking its operator’s identity via Tucows.
  • The order’s authenticity is unverified; the FBI’s precise focus is unspecified.
  • Prior research alleged botnet use and hinted at a Russian-based operator.

Senior BizOps at Artie (San Francisco)

by tang8330

Artie is recruiting a Senior Business Operations professional to accelerate its next phase of growth. The San Francisco–based, fully in-person role operates across product, go-to-market (GTM), and ope...

Key Points

  • Artie offers a real-time CDC streaming platform and serves 30+ customers.
  • Hiring a fully in-person Senior BizOps role in San Francisco with cross-functional scope.
  • Recent Series A led by Standard Capital; compensation includes $120K–$210K base and equity.

Springs and Bounces in Native CSS

by Bogdanp

This article explains how the CSS linear() timing function enables native creation of spring- and bounce-like animations without relying on JavaScript. Unlike traditional CSS easing based on cubic Béz...

Key Points

  • linear() lets you design custom, piecewise-linear easing curves directly in CSS.
  • Overshoot beyond 0–1 enables spring-like motion without JavaScript.
  • Supported in major browsers since Dec 2023; ~88% support as of Oct 2025.

ICC ditches Microsoft 365 for openDesk

by vincvinc

The International Criminal Court (ICC) is transitioning from Microsoft 365 to Open Desk, a European open-source suite, reflecting growing concerns in European public institutions about reliance on U.S...

Key Points

  • ICC is moving from Microsoft 365 to Open Desk, confirmed by Microsoft.
  • Past service disruption to ICC prosecutor Karim Khan underscores risk concerns.
  • Open Desk is part of EU-backed efforts (DC-EDIC) and is being piloted in the Netherlands.

OpenAI probably can't make ends meet. That's where you come in

by treadump

This article by Gary Marcus argues that OpenAI may be seeking U.S. government support to underwrite its large-scale AI investments. It recounts a recent exchange in which investor Brad Gerstner questi...

Key Points

  • The article claims OpenAI is exploring a federal backstop to reduce borrowing costs for AI investments.
  • OpenAI CFO Sarah Friar framed AI as a national strategic asset, citing competition with China, at a Wall Street Journal event.
  • Sam Altman defended OpenAI’s growth prospects in response to questions about obligations versus current revenue.

The English language doesn't exist – it's just French that's badly pronounced

by detectivestory

Linguist Bernard Cerquiglini’s essay, La langue anglaise n’existe pas, c’est du français mal prononcé, provocatively reframes English as French pronounced with a Norman accent. He challenges the domin...

Key Points

  • Cerquiglini argues English has deep French/Norman roots, especially in vocabulary.
  • Norman accent explains several English–French word correspondences.
  • The article concludes English grammar is fundamentally Germanic, not a French dialect.

The Parallel Search API

by lukaslevert

Parallel has released its Parallel Search API for general availability, presenting a web search system designed specifically for AI agents rather than human users. Built on a proprietary web index, th...

Key Points

  • Parallel launched a GA search API built for AI agents with a proprietary web index.
  • Architecture features include semantic objectives, token-relevance ranking, dense excerpts, and single-call resolution.
  • Claims higher accuracy on multi-hop benchmarks and lowest cost with accuracy parity on SimpleQA.

Swift on FreeBSD Preview

by glhaynes

The Swift project has published a preview toolchain bundle for FreeBSD 14.3+ on x86_64, aiming to enable developers to compile Swift programs on and for FreeBSD 14. The bundle includes a development S...

Key Points

  • Preview Swift toolchain for FreeBSD 14.3+ (x86_64) is available for download.
  • Dependencies required: zlib-ng, python3, sqlite3, libuuid, curl.
  • The toolchain is under development; aarch64 support is being investigated.

Supply chain attacks are exploiting our assumptions

by crescit_eundo

This article explores how attackers increasingly exploit the implicit trust underpinning modern software supply chains. Developers routinely assume that packages are what they claim, originate from ve...

Key Points

  • Implicit trust in software supply chains is being systematically exploited.
  • Traditional defenses (SBOMs, dependency scanning) miss provenance and build integrity issues.
  • Recent incidents (PyPI/npm removals, XZ Utils backdoor, crates.io typosquat) illustrate evolving threat tactics.

Phantom in the Light: The story of early spectroscopy

by dempedempe

This article recounts the early development of spectroscopy, contrasting ancient mythological views of rainbows with the scientific understanding that emerged in the 17th to 19th centuries. Isaac Newt...

Key Points

  • Newton demonstrated white light’s composition and coined “spectrum” in Opticks (1704).
  • Wollaston observed dark gaps in the solar spectrum in 1802 with a lens-based spectroscope.
  • Fraunhofer’s diffraction gratings enabled higher resolution and wavelength measurement in spectroscopy.

OpenDesk – a flexible all-in-one office suite for the public sector

by gjvc

OpenDesk is described as a flexible, comprehensive office suite built for public-sector organizations. The product focuses on three core pillars: digital sovereignty, security, and seamless collaborat...

Key Points

  • All-in-one office suite tailored to public-sector needs.
  • Focus on digital sovereignty, security, and collaboration.
  • Provides familiar tools and an independent, efficiency-oriented infrastructure.

Benchmarking the Most Reliable Document Parsing API

by calavera

Tensorlake proposes a new benchmark for document parsing focused on real-world reliability, measuring both structural preservation and downstream usability. The company reports its Document Parsing mo...

Key Points

  • Benchmark focuses on structural fidelity (TEDS) and downstream usability (JSON F1).
  • Two-stage evaluation: structural scoring of Markdown/HTML, then JSON extraction via GPT-4o.
  • Tensorlake reports 91.7% accuracy and claims to outperform Azure, AWS Textract, and open-source models.

Show HN: TabPFN-2.5 – SOTA foundation model for tabular data

by onasta

The article introduces TabPFN-2.5, a new state-of-the-art tabular foundation model that advances the TabPFN ecosystem. Building on TabPFNv1 and TabPFNv2, the release significantly scales capacity, han...

Key Points

  • Scales to 50,000 samples and 2,000 features, 20× more data cells than TabPFNv2.
  • Outperforms tuned tree-based models and matches AutoGluon 1.4 accuracy on benchmarks.
  • Includes a distillation engine for low-latency deployment as MLP or tree ensembles.

What if hard work felt easier?

by kiyanwang

The article blends a brief announcement with a broader reflection on how aligning work with one’s natural strengths can yield better, more sustainable outcomes than traditional “grind culture.” It ope...

Key Points

  • Early-bird pricing for the Creating Space journaling course ends (priced at $40).
  • Kate Mason’s SF talk emphasized joy and authenticity in professional work.
  • Personal examples show demanding work can feel effortless when aligned with interests.

LLMs Encode How Difficult Problems Are

by stansApprentice

This research examines whether large language models internally represent problem difficulty in ways that align with human judgments, and how these representations change under reinforcement learning ...

Key Points

  • Human-labeled difficulty is strongly decodable and scales with model size.
  • Steering along the decoded difficulty direction reduces hallucinations and improves accuracy.
  • Under GRPO post-training, human difficulty signals strengthen while LLM-derived estimates degrade.

Mark Zuckerberg Had Illegal School at His Palo Alto Compound. Neighbors Revolted

by randycupertino

WIRED reports that neighbors of Mark Zuckerberg and Priscilla Chan in Palo Alto’s Crescent Park spent years contesting activities at the couple’s residential compound, including what they say was an u...

Key Points

  • Neighbors alleged an unlicensed school operated at the compound from around 2021 without permits.
  • WIRED obtained 1,665 pages of city records detailing years of complaints and city actions.
  • Palo Alto officials say enforcement and approvals were handled consistently, without special treatment.

UK outperforms US in creating unicorns from early stage VC investment

by mmarian

An analysis by IMS Digital Ventures finds the UK has produced more unicorns per dollar of early-stage venture capital than the US over the past decade. The UK converted $18.5bn in early-stage funding ...

Key Points

  • UK leads on unicorns-per-dollar in early-stage VC over the past decade.
  • Fintech/insurtech and AI are major drivers of UK unicorn creation.
  • Seed and early-stage funding in the UK have grown substantially since 2014.

Black Hole Flare Is Biggest and Most Distant Seen

by gmays

A new study in Nature Astronomy details the most powerful and most distant flare ever detected from a supermassive black hole. Initially spotted in 2018 by the NSF-funded Zwicky Transient Facility at ...

Key Points

  • Most powerful and most distant black hole flare observed to date, likely a TDE.
  • Detected and monitored by ZTF and Catalina; brightness peaked at 10 trillion solar luminosities.
  • Source AGN J2245+3743 is ~500 million solar masses and ~10 billion light-years away.

Two Billion Email Addresses Were Exposed

by esnard

The article details the processing and verification of an exceptionally large credential dataset: 1,957,476,021 unique email addresses and 1.3 billion unique passwords, including 625 million not previ...

Key Points

  • 1.9B+ unique emails and 1.3B unique passwords processed; 625M were new exposures.
  • Data stems from credential stuffing lists and stealer logs; verification confirmed real, active passwords.
  • Processing aims to invalidate exposed credential pairs and reduce account takeover risk.

Show HN: I scraped 3B Goodreads reviews to train a better recommendation model

by costco

The article introduces a web-based book recommendation tool designed to suggest what to read next based on the titles a user has already read. Users begin by searching for and selecting books, and the...

Key Points

  • Users should input at least three books for better recommendations.
  • Only books above a popularity threshold appear in search and recommendations.
  • Less popular books are accessible elsewhere on the site but excluded from core recommendations.

Show HN: Dynamic code and feedback walkthroughs with your coding Agent in VSCode

by cyrusradfar

The article announces Intraview, a Visual Studio Code extension built to improve code comprehension and team alignment through dynamic visual walkthroughs and guided feedback. Intraview integrates wit...

Key Points

  • VS Code extension integrates with agents via local MCP to create visual code tours and guided feedback.
  • Anonymous telemetry to Azure logging; supports VS Code and forks like Cursor.
  • Demo uses Plotly.js repo to showcase learning and visualization-building workflows.

Auraphone: A simple app to collect people's info at events

by fcpguru

Auraphone is a mobile app aimed at simplifying contact exchange at networking events using Bluetooth Low Energy (BLE). Built by Andrew, the app has each phone broadcast a BLE service while simultaneou...

Key Points

  • Phones act as both BLE server and client to prevent role conflicts.
  • PROFILE_CHAR (JSON) and PHOTO_CHAR handle profile and image data with caching via photo_hash.
  • A Go-based BLE simulator improved protocol understanding but didn’t fix iOS/Android-specific issues.

C++: A prvalue is not a temporary

by ingve

This article inaugurates a series on C++ temporaries, copies, return value optimization, and parameter passing strategies by clarifying a common misconception: a prvalue is not necessarily a temporary...

Key Points

  • Prvalues generally initialize directly without creating temporaries.
  • Binding a prvalue to a reference forces temporary materialization.
  • std::move creates an xvalue from an lvalue to enable moving.

Universe's expansion 'is now slowing, not speeding up'

by chrka

A study led by Yonsei University and published in Monthly Notices of the Royal Astronomical Society challenges the prevailing view that the universe’s expansion is accelerating. The authors argue that...

Key Points

  • Correcting age-bias in Type Ia supernovae alters conclusions, indicating decelerated expansion.
  • Post-correction data do not support ΛCDM with a cosmological constant; time-varying dark energy fits better.
  • Results align with independent BAO and CMB constraints, confirmed at 99.999% confidence.

Hightouch (YC S19) Is Hiring

by joshwget

Hightouch, an AI platform serving marketing and growth teams, is recruiting a senior AI engineer to advance its agent-driven workflows that speed content creation, campaign planning, and execution. Th...

Key Points

  • Senior AI engineer role focuses on LLM prototyping and production pipelines.
  • Remote-first, location-independent position with $180k–$320k USD salary.
  • Interview process emphasizes system design and agentic architecture over coding tests.

You Should Write An Agent

by tabletcorry

This Fly.io blog post by Thomas Ptacek encourages developers to learn about large language model (LLM) agents by building one themselves. The article claims that while some technologies (like AWS S3) ...

Key Points

  • Build an LLM agent to learn how agents work through direct practice.
  • A minimal Python example demonstrates using OpenAI’s API with a context list.
  • The article emphasizes practical prototyping over formal agent definitions.

Please stop asking me to provide feedback #8036

by jmward01

A GitHub issue in Anthropic’s Claude Code repository requests a way to turn off recurring in-app feedback prompts. The reporter states they never want to submit feedback and finds the “How is the curr...

Key Points

  • User requests a setting to disable Claude Code’s recurring feedback prompts.
  • Issue marked as a regression; environment: v1.0.120, Anthropic API, macOS.
  • Labeled area:tui, enhancement, has repro, platform:macos; issue closed.

Zohran Mamdani Just Inherited the NYPD Surveillance State

by geox

The article reports that New York City’s mayor-elect, Zohran Mamdani, intends to keep current Police Commissioner Jessica Tisch in her position after his inauguration early next year. While Mamdani is...

Key Points

  • Mamdani plans to retain NYPD Commissioner Jessica Tisch after his inauguration.
  • A major overhaul of the NYPD is not on Mamdani’s agenda, per the article.
  • Policy and geopolitical differences exist between Mamdani and Tisch.

Writing Advice

by jfantl

This article presents a curated set of writing principles emphasizing clarity and reader enjoyment. It argues that effective prose reduces cognitive load while maintaining engagement, and that good st...

Key Points

  • Effective writing minimizes reader effort and maximizes enjoyment.
  • Match style to an explicitly imagined communication context.
  • Clear initial weak ideas to enable stronger creative output.

Game Design Is Simple

by vrnvu

Raph Koster presents a concise framework for game design centered on the idea that fun arises from mastering problems and making progress on prediction. He distinguishes between game systems—where pro...

Key Points

  • Fun is defined as progress in prediction and mastery of problems.
  • Problem-solving elements are core to game systems; experiential elements are secondary.
  • Rules and goals define problems; adding a goal can transform a toy into a game.

Europeans recognize Zohran Mamdani's policies as 'normal'

by mykowebhn

The article contrasts U.S. skepticism with European normalization of policies proposed by New York City’s mayor-elect Zohran Mamdani, including free bus service, universal childcare, rent freezes, and...

Key Points

  • European and U.S. precedents exist for fare-free public transit.
  • Municipal-run grocery stores have been piloted successfully, including in Istanbul.
  • Universal childcare has recent precedents, notably New Mexico statewide.

Writing software is an act of learning. Don’t automate it.

by johnwheeler

The article argues that software development cannot be reduced to an assembly line because design and implementation are intertwined. Drawing on Agile principles, it emphasizes that effective software...

Key Points

  • Design emerges through implementation; iterative feedback is essential.
  • LLMs help with setup and boilerplate but cannot replace human understanding.
  • Agile’s lessons on iteration and collaboration remain relevant in the AI era.

Man who threw sandwich at US border agent not guilty of assault

by onemoresoop

A Washington DC jury found Sean Dunn not guilty of misdemeanor assault after a video showed him throwing a sandwich at Customs and Border Patrol agent Gregory Lairmore on August 10. Prosecutors initia...

Key Points

  • Jury acquits Sean Dunn of misdemeanor assault in sandwich-throwing case.
  • Felony charges were rejected by a grand jury; case proceeded as a misdemeanor over two days.
  • Agent Gregory Lairmore’s detailed testimony and defense arguments shaped the verdict.

Blame Wi-Fi drivers for printer (mDNS) discovery issues

by ValdikSS

The article investigates why device auto‑discovery over Wi‑Fi—commonly used by printers, AirPlay/HomeKit, Chromecast, Sonos, and Home Assistant—can be unreliable. It explains that mDNS (Bonjour) and D...

Key Points

  • Intel Wi‑Fi drivers (AX201/210/211, AC8260) on Windows can break mDNS after sleep; still unresolved as of Oct 2025.
  • mDNS/DNS‑SD details: multicast to 224.0.0.251/ff02::fb on port 5353; services like IPP use _ipp._tcp.local.
  • Tools: avahi-browse (Linux) and PowerShell Resolve-DnsName (Windows) help verify and reproduce discovery behavior.

Show HN: Auto-Adjust Keyboard and LCD Brightness via Ambient Light Sensor[Linux]

by donjajo

als-led-backlight is a Linux utility designed to automatically adjust a laptop’s keyboard backlight using data from the system’s Ambient Light Sensor (ALS). The tool is intended for devices that expos...

Key Points

  • Auto-adjusts keyboard backlight using ALS on Linux; LCD backlight support planned.
  • Simple build/install workflow (make; make install) with system service integration.
  • Configurable via /etc/als-led-backlight.conf, including a base threshold setting.

The Geometry of Schemes [pdf]

by measurablefunc

“The Geometry of Schemes” by David Eisenbud and Joe Harris (Springer) offers a structured introduction to scheme theory, beginning with affine schemes and the role of sheaves in defining scheme struct...

Key Points

  • Foundational development from affine schemes and sheaf theory to general and relative schemes.
  • Extensive examples: reduced/nonreduced schemes, flat families, and arithmetic schemes over Spec Z.
  • Projective schemes via Proj, tangent geometry, Grassmannians, and invariants like Hilbert polynomials.

Scientists find ways to boost memory in aging brains

by stevenjgarner

Researchers at Virginia Tech report that age-related memory loss is driven by specific molecular changes that can be targeted to improve performance, based on two studies in rats. In one study, the te...

Key Points

  • CRISPR-based modulation of K63 polyubiquitination improved memory in aged rats.
  • Epigenetic editing reactivated IGF2 in the aging hippocampus, enhancing memory.
  • Results indicate multiple molecular systems drive age-related memory decline.

The APM paradox: Too much data, too few answers

by todsacerdoti

This article explains why traditional Application Performance Monitoring (APM) struggles with modern, unpredictable failures. Legacy APMs collect large amounts of data through dashboards and request t...

Key Points

  • Traditional APMs focus on known performance issues via dashboards and traces.
  • OpenTelemetry supports standardized observability data collection.
  • Observability 2.0 promotes wide events for flexible, event-centric analysis.

The secret campaign to silence critics of a hospital real estate empire

by hhs

Mother Jones, using internal documents obtained by the Organized Crime and Corruption Reporting Project (OCCRP), details how Medical Properties Trust (MPT), a hospital real estate company led by CEO E...

Key Points

  • OCCRP documents show MPT’s large-scale crisis campaign using PR, legal, and intelligence firms.
  • WSJ reporting exposed Steward’s vendor debts and questioned MPT’s financial dealings.
  • Broader surveillance targeted multiple MPT critics; Audere International was involved.

Gt: [experimental] multiplexing tensor framework

by brrrrrm

GT is introduced as an experimental multiplexing tensor framework designed for distributed GPU computing. It adopts dynamic scheduling and heavily asynchronous execution while offering a familiar, PyT...

Key Points

  • Experimental distributed tensor framework with dynamic scheduling and async execution
  • Client-dispatcher-worker architecture using ZeroMQ DEALER/ROUTER transport
  • Optional signals/YAML annotations for sharding and JIT compilation with torch.compile

A prvalue is not a temporary

by ingve

This article, the first in a series on C++ temporaries, copies, return value optimization, and parameter passing, clarifies a common misconception: a prvalue is not automatically a temporary. It expla...

Key Points

  • Prvalues are not inherently temporaries and only materialize when required.
  • std::move creates an xvalue from an lvalue, enabling move operations.
  • Binding prvalues to references causes temporary materialization, while pass-by-value allows direct initialization.

From web developer to database developer in 10 years

by pmbanugo

A developer recounts a decade-long shift from front-end and web engineering to core database development, culminating in a first year at EnterpriseDB. The journey includes contributing to Postgres log...

Key Points

  • Works at EnterpriseDB on pglogical and Postgres Distributed (PGD).
  • Practical learning included building an in-memory SQL database and exploring Raft.
  • Career path included a startup attempt and a cofounder role at TigerBeetle focused on community.

A Fond Farewell from Farmers' Almanac

by erhuve

Farmers’ Almanac has announced it will conclude its more than 200-year publication history with the 2026 issue. In a farewell message, the editors express deep gratitude to readers, contributors, and ...

Key Points

  • The 2026 Farmers’ Almanac will be the final edition.
  • Website access continues until December 2025; both print and online editions will cease afterward.
  • Final copies are available via FarmersAlmanac.com, Amazon.com, and local retailers.

HTML Slides in 22 Lines of JavaScript

by Curiositry

The article describes a minimal, practical slide presentation system built with standard web technologies and only 22 lines (about 371 bytes) of JavaScript. Building on Dave Gaur’s minslides, the auth...

Key Points

  • Minimal slide system in 22 lines of JavaScript with added note support.
  • Slides/notes defined via simple HTML div classes and navigated using scrollIntoView.
  • Keyboard controls (j/k/n) and DOM APIs (nextElementSibling, spread) enable practical functionality.

Dead Framework Theory

by jhuleatt

The article contends that React has effectively become the dominant platform for web development, reinforced by large language models (LLMs) and developer tools that default to React. It cites BuiltWi...

Key Points

  • React is presented as the de facto platform, with tools and LLMs defaulting to React output.
  • BuiltWith and HTTP Archive provide differing but aligning indicators of React’s widespread use.
  • Feedback loops between training data, model outputs, and tooling are described as reinforcing React’s dominance.

We built a cloud GPU notebook that boots in seconds

by birdculture

Modal’s engineering deep dive describes the architecture behind Modal Notebooks, a cloud-based Jupyter environment designed to boot in seconds while supporting real-time collaboration. The system depa...

Key Points

  • Modal Notebooks deliver fast, collaborative cloud GPU notebooks built on Modal Sandboxes.
  • Sandboxes provide secure, high-performance runtime with lazy-loading, content-addressed FUSE storage and Nvidia GPU support.
  • The architecture rethinks standard Jupyter deployments for multi-tenant, real-time cloud workloads.

My tutorial and take on C++20 coroutines (2021)

by signa11

The article addresses the complexity of writing event-driven C++ using callbacks, where logic is dispersed across multiple functions that cannot share local variables. Using the Mail Avenger SMTP serv...

Key Points

  • Event-driven C++ with callbacks leads to fragmented logic; Mail Avenger’s SMTP handling illustrates the issue.
  • C++11 lambdas help but still result in nested, hard-to-manage asynchronous flows.
  • C++20 coroutines enable suspend/resume semantics, but require additional infrastructure not provided by the standard library.
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