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A daily curated digest with the tech news that matter + community vibes, delivered daily, in tabloid style. Like you always wanted.

Wednesday, November 5, 2025

Chip Prices Spike, AI Faces Heat, Cars Crash!

Chip Prices Spike, AI Faces Heat, Cars Crash!

Semiconductor nerves twitch as TSMC warns price hikes for 2 nm and 3 nm chips… DRAM squeezes hyperscalers and compute budgets groan… The open silicon movement grins as RISC‑V steps toward ISO status. OpenAI faces a fresh IP backlash from Japan’s content giants… Meanwhile DHS expands biometrics and local police test face‑scan apps… On streets, Tesla ‘robotaxis’ clip and bump, and faith in hands‑off driving wobbles… In the clouds, a customer gets suspended by GCP again and cost‑cutters trumpet bare‑metal wins… Up above, Google teases space‑based AI power… Down in headsets, Apple’s 3D Gaussian splatting makes Personas pop. The crowd wonders who pays, who controls, and who gets a refund… Today feels like the compute arms race meets the rulebook, and the rulebook keeps changing.

Compute Crunch: Chips, Memory, and Moonshots

  • TSMC warns pricier 2nm/3nm chips

    TSMC will raise chip prices from 2026, hitting 2 nm and 3 nm nodes used by AMD and others. Expect pricier CPUs and GPUs just as demand surges. The crowd sees a squeeze coming and wonders who eats the margin: vendors or buyers.

  • AI boom drains server DRAM supply

    Server DRAM prices jumped ~50% as hyperscalers get only ~70% of orders fulfilled. Samsung and SK hynix ride the wave, while DDR5 RDIMM becomes scarce. The AI boom drains memory supply, and operators brace for ballooning bills.

  • RISC‑V heads toward ISO/IEC

    RISC‑V takes its first step toward ISO/IEC standardization, signaling mainstream legitimacy for the open ISA. Engineers cheer more vendor-neutral compute, while incumbents eye the horizon. The open silicon story gets an official chapter.

  • Substrate touts X‑ray litho to rival ASML

    Startup Substrate unveils an X‑ray lithography tool, raising $100M and touting cheaper advanced chips to rival ASML’s EUV. Skeptics circle, but the pitch is bold: cut US fab costs and diversify the tooling stack.

  • Apple’s Personas use Gaussian splatting

    Inside Vision Pro, Apple’s 3D Gaussian splatting turns photos into lifelike 3D Personas. It’s math-heavy magic that makes avatars less uncanny and 3D conversions snappier. Graphics geeks nod; AR fans want it everywhere.

  • Google muses space-based AI compute

    Google floats a design for space-based, scalable AI compute using TPUs, satellites, and solar power—Project Suncatcher vibes. It’s moonshot territory that feeds big compute dreams and sparks questions about latency, repair, and control.

AI Under Fire: IP Battles and Biometrics

  • Ghibli, Square, Bandai tell OpenAI to stop

    Japan’s CODA plus giants like Studio Ghibli, Square Enix, Bandai Namco demand OpenAI stop using their IP for Sora 2 and GPT‑4o. Rights owners flex, and model training faces another hard stop sign.

  • Police get face-scanning app like ICE

    Local police get a Mobile Identify app akin to ICE tools, letting officers run face scans in the field. DHS pushes the rollout via Google Play. Civil liberties alarm bells ring as biometric checks creep into everyday policing.

  • DHS eyes iris and DNA collection

    DHS proposes expanding collection of iris, DNA, and facial recognition across immigration workflows. The system grows as critics warn of overreach and data permanence. Privacy fatigue meets policy momentum.

  • YouTube AI error nukes big channel

    An automated YouTube moderation error nukes a 350K‑sub tech channel over a false link to a Japanese account. Creators see the risk when AI moderation misfires, migrating to Odysee and backups to dodge platform roulette.

  • Amazon blocks Perplexity’s shopping agent

    Amazon tells Perplexity to stop its Comet AI agent from making purchases. It’s a platform boundary dispute as autonomous shopping crosses lines. Retail giants mark their turf while agents learn the rules the hard way.

  • Don’t expand copyright to stop AI

    An EFF‑ish take argues expanding copyright for AI will hurt everyone. Push fair use, transparency, and targeted competition policy instead of permission walls. The community nods: regulate abuse, not basic reading of the web.

Automation Wobbles, Cloud Drama, Dev Candy

  • Robotaxi pilot racks up dings

    Tesla ‘robotaxis’ in Austin keep getting into low‑speed crashes, even with human safety monitors onboard. NHTSA eyes the pilot as FSD stumbles in public view. Autonomy hype meets curb rash and bruised confidence.

  • GCP suspends SSLMate three times

    Google Cloud suspended SSLMate three times for shifting reasons, including Cloud DNS. The founder advises avoiding GCP for serious workloads. Devs swap war stories and weigh vendor risk vs convenience yet again.

  • Dev dumps AWS, saves 10x on bare metal

    An indie dev dumps AWS for bare metal, claims 10x lower costs and better performance. The crowd debates reserved instances, Hetzner, and lock‑in. The cloud isn’t dead, but the bill shock meme keeps getting receipts.

  • WASM still trails native by ~45%

    New analysis finds WebAssembly still ~45% slower than native across serious workloads, despite big browser support. It’s a reality check for high‑performance web dreams and a reminder: portability has a price.

  • Hypothesis supercharges Python tests

    Hypothesis brings property‑based testing to Python, auto‑generating edge cases and shrinking failures. Devs love fewer flaky tests and more bugs caught early. It’s the kind of tool that quietly pays for itself.

  • Bluetui makes Linux Bluetooth painless

    Bluetui offers a slick TUI to manage Bluetooth on Linux, with icons and quick pairing via bluez. It scratches a daily itch and reminds folks that small tools make big smiles.

Top Stories

TSMC hikes chip prices for 2026

Semiconductors

Sets the cost floor for next-gen CPUs/GPUs; ripple effects across the entire compute stack.

Japan’s media giants push back on OpenAI

Law & Policy

Major IP owners demand AI training stops; signals tougher licensing era for generative models.

Tesla’s robotaxis keep crashing

Transportation

Public pilot stumbles invite scrutiny; dents confidence in hands-off autonomy.

RISC-V moves toward ISO/IEC

Semiconductors

Open ISA gains formal path to global standards; boosts neutrality and adoption.

US rolls out face-scanning app to police

Policy

Expands biometric checks in the field; raises civil liberties and privacy alarms.

Google Cloud suspends customer thrice

Cloud Computing

Trust shock; fuels on-prem and multi-cloud chatter as vendor risk hits home.

Server DRAM prices surge 50%

Semiconductors

AI-induced memory crunch squeezes hyperscalers; costs and capacity in the spotlight.

All stories (93)
Complete list of news articles from this day

Resolution limit of the eye – how many pixels can we see?

by bookofjoe

This research quantifies the human eye’s resolution limit for display content, aiming to identify the point at which increasing pixel density no longer improves perceived sharpness. Addressing limitat...

Key Points

  • Foveal achromatic resolution limit: 94 ppd; red–green: 89 ppd; yellow–violet: 53 ppd.
  • Continuous spatial-frequency control via a mechanized sliding display avoids resampling artifacts.
  • Chromatic patterns show a larger resolution drop than achromatic; limits assessed at fovea and 10°/20° eccentricities.

Tell HN: X is opening any tweet link in a webview whether you press it or not

by stillatit

The article describes a user-observed change on X/Twitter that affects how links in tweets behave and how referral traffic is recorded. According to the post, when a tweet contains a link, X’s in‑app ...

Key Points

  • X/Twitter preloads an in‑app webview for tweets with links, inflating referral traffic.
  • An ecommerce store’s traffic surge was linked to this UX change, not algorithmic boosts.
  • Public reactions differ: celebrations of higher traffic vs. a UI-based explanation for link reach.

Once Australia's second priciest city, Melbourne has become more affordable

by PaulHoule

Melbourne’s housing market has become more affordable relative to other Australian capitals after peaking above $1 million in 2021. Domain data shows the median house price remains $10,000 below that ...

Key Points

  • Melbourne’s median house price is $10,000 below its peak and now close to Adelaide’s.
  • Victoria’s investor-focused taxes and Airbnb levy coincided with higher first home buyer participation and reduced rental stock.
  • Consistent construction—55,000+ homes annually for a decade—has supported affordability, with more supply reforms planned.

You can't cURL a Border

by valzevul

The article examines the hidden complexity of cross-border travel compliance and the author’s attempts to systematize trip validation. Before booking seemingly attractive fares, the author runs a rapi...

Key Points

  • Different jurisdictions define and measure “days” differently, creating conflicting compliance requirements.
  • A structured travel ledger enables precise queries and simulations to validate trips before booking.
  • Edge cases (UK citizenship timing, UK transit presence, Morocco’s Ramadan time shift) can materially affect eligibility.

Tenacity – a multi-track audio editor/recorder

by smartmic

Tenacity is a volunteer-driven, open-source multi-track audio editor and recorder designed for ease of use across Windows, Mac, Linux, BSD, and other operating systems. It provides comprehensive recor...

Key Points

  • Open-source, cross-platform audio editor/recorder with multi-track editing.
  • Extensive format support via FFmpeg, high-quality audio up to 32-bit float, and plugin support (VST, LV2, AU).
  • Active community and development on Codeberg; support via Matrix, with contributions also via SourceHut.

Lessons from 70 interviews on deploying AI Agents in production

by advikipedia

A new report synthesizes insights from more than 70 conversations with European agentic AI startup founders and enterprise practitioners to understand how AI agents are moving into production. It argu...

Key Points

  • Organizational hurdles dominate; start small with verifiable, ROI-positive use cases.
  • 62% of startups access Line of Business budgets; pricing skews to Hybrid/Per Task, outcome-based is rare.
  • 52% build in-house infrastructure; over 90% report ≥70% accuracy, with healthcare leading.

Pain Points of OCaml

by quamserena

A developer building a class project compiler in OCaml outlines several practical challenges encountered while working with the language. They describe syntax hurdles such as OCaml’s non-terminated ma...

Key Points

  • OCaml’s syntax and automatic currying complicate readability and debugging.
  • Type inference can yield opaque errors; explicit annotations improve clarity.
  • Ecosystem tools include Dune, Jane Street’s Core, ocamllex, and Menhir.

Visual Features Across Modalities: SVG and ASCII Art Cross-Modal Understanding

by vismit2000

The article examines how large language models form internal features that recognize visual-semantic concepts across text-based modalities. Using ASCII art and SVG code generated with Claude, research...

Key Points

  • LLMs contain cross-modal features recognizing visual concepts across ASCII, SVG, and prose.
  • Context and ordering strongly influence whether features activate in text-based visuals.
  • Feature steering can semantically edit generated ASCII and SVG art.

How to Draw a Tetrapod

by fanf2

The article outlines a practical, geometry-driven method to model concrete tetrapods—coastal defense structures known for dissipating wave energy. Drawing on the original patent by inventors Pierre Da...

Key Points

  • Patent specs guide the model: 9°–14° cone half-angle; leg length/base width ≈ 1:1.
  • Model built from a cube enclosing a tetrahedron, using truncated cones with ~10° taper.
  • Validation shows leg dimensions match half the cube side, supporting the geometric approach.

A Confederacy of Toddlers

by rbanffy

In this Atlantic essay, Tom Nichols evaluates the conduct of senior U.S. officials under President Donald Trump by contrasting it with Hannah Arendt’s 1950 observation that Americans once displayed no...

Key Points

  • Nichols contrasts current U.S. political conduct with Hannah Arendt’s 1950 praise of American civic maturity.
  • Multiple incidents of crude official rhetoric are cited, including profane statements and an AI-generated video posted by the president.
  • The article argues these behaviors serve to desensitize the public and normalize acceptance of abusive or extrajudicial actions.

Some software bloat is OK

by senfiaj

This article examines the rise of software bloat against the backdrop of modern hardware capabilities. It explains that earlier computing eras demanded tight efficiency due to limited CPU power and me...

Key Points

  • Hardware advances enabled higher-level languages and features, increasing software resource use.
  • Examples show modern apps and assets dwarf older software in size and memory needs.
  • Bloat can be a tradeoff, but harmful practices like excessive dependencies and container overhead worsen performance and security.

Reverse-engineered CUPS driver for Phomemo receipt/label printers

by Curiositry

The phomemo-tools project delivers a reverse-engineered CUPS backend and utilities to enable image printing on Phomemo thermal printers (M02, M110, M120, M220, T02) from Linux. Derived by analyzing Bl...

Key Points

  • Reverse-engineered CUPS backend and tools for Phomemo thermal printers on Linux
  • Bluetooth and USB printing workflows with required dependencies
  • CUPS installation, configuration, and Fedora SELinux workaround

Bloom filters are good for search that does not scale

by birdculture

This article explores the use of per-document Bloom filters to build compact full‑text search indexes, particularly suited for small static websites where the index can be shipped to clients with mini...

Key Points

  • Per-document Bloom filters yield compact indexes but O(N) query time.
  • Sorting or tree-based aggregate filters fail to meaningfully reduce search work.
  • High-dimensional term overlap in text prevents effective pruning at scale.

What Is a Manifold?

by isaacfrond

The article explains manifolds—spaces that look locally flat despite potentially complex global structure—and shows how this concept reshaped mathematics from the 19th century onward. Rooted in the sh...

Key Points

  • Riemann’s 1854 lecture introduced a higher-dimensional framework for geometry that led to manifold theory.
  • Manifolds bridge local Euclidean behavior with complex global structure, underpinning modern topology and geometry.
  • Einstein’s general relativity operationalized manifold concepts, cementing their scientific significance.

Is Your Data Valid? Why Bufstream Guarantees What Kafka Can't

by tamnd

The article addresses persistent data quality challenges in modern streaming pipelines. While storage and processing have advanced—from on-premises servers to cloud storage and from MapReduce to platf...

Key Points

  • Kafka brokers cannot validate message content or enforce schemas.
  • Client-side validation and CSR have limitations and inefficiencies.
  • Bufstream is introduced as a proposed solution for stronger, earlier data validation.

This Month in Ladybird – October 2025

by exploraz

Ladybird’s October 2025 update highlights substantial progress across standards compliance, performance, and features. The project merged 217 PRs from 43 contributors and welcomed new sponsors. In Web...

Key Points

  • Over 90% WPT pass rate achieved; 1,964,649 passing subtests.
  • Persistent HTTP disk cache, Trusted Types, and initial XPath support landed.
  • Unified media playback with async seeking and multi-track APIs; macOS pinch-to-zoom and accessibility inspection added.

Over $70T of inherited wealth over next decade will widen inequality, economists

by prmph

An expert panel led by Nobel laureate Joseph Stiglitz warns that global wealth inequality is set to worsen as more than $70 trillion is expected to be transferred via inheritance by 2035. Presented ah...

Key Points

  • Over $70 trillion in inheritance by 2035 is projected to widen global inequality.
  • Report urges the G20 to establish a permanent inequality monitoring panel modeled on the IPCC.
  • 83% of countries meet high-inequality criteria; top 1% captured 41% of new wealth since 2000.

Studio Ghibli, Bandai Namco, Square Enix Demand OpenAI to Stop Using Their IP

by signa11

Japan’s Content Overseas Distribution Association (CODA), representing major IP holders such as Studio Ghibli and Bandai Namco, issued a letter urging OpenAI to stop using its members’ content to trai...

Key Points

  • CODA demands OpenAI stop training Sora 2 on members’ IP and producing related outputs.
  • Japan’s government formally asked OpenAI to halt replication of Japanese artwork.
  • CODA says opt-out mechanisms conflict with Japan’s requirement for prior permission.

Former US Vice-President Cheney Dies

by abawany

Dick Cheney, one of the most influential U.S. vice presidents, died at 84 due to complications from pneumonia and cardiac and vascular disease. The article outlines his political trajectory and policy...

Key Points

  • Cheney died at 84 from pneumonia and cardiac/vascular complications.
  • He championed expanded executive power and advocated the 2003 Iraq invasion; no WMDs were found.
  • He defended enhanced interrogation techniques, later labeled torture by oversight bodies.

Ask HN: Why are most status pages delayed?

by 2gremlin181

This article explains why public status pages for major online services are often delayed. It outlines the typical incident response workflow: alarms trigger after 3–15 minutes of degraded functionali...

Key Points

  • Incident response involves multi-level approvals, adding roughly 38 minutes before public updates.
  • Human judgment is required to interpret complex system behavior and alert accuracy.
  • Automated probes are insufficient to represent real user impact across all workflows.

Customize Nano Text Editor

by shafiemoji

This article provides a concise set of configuration tips to improve the Nano text editor’s usability by editing the .nanorc file in a user’s home directory. It explains how to enable mouse support fo...

Key Points

  • Configure Nano via ~/.nanorc to enable multiple usability improvements.
  • Set mouse interaction, tab behavior (size and spaces), and position logging.
  • Improve readability with soft wrapping at blanks, auto indent, line numbers, and an indicator bar.

The Art of Atari (2016)

by ghtbircshotbe

This page presents “The Art of Atari” (2016) through a visual gallery and purchasing information. It features the book’s cover and logo variants alongside numerous examples of classic Atari game artwo...

Key Points

  • Visual gallery of classic Atari artwork and interior samples from the 2016 book.
  • Retail availability indicated at major bookstores, online retailers, and comic shops.
  • Publisher branding (Dynamite) and archival elements (cartridge patent) are included.

Learning from Sudoku Solvers (2007)

by buescher

This 2007 post examines two divergent approaches to building a Sudoku solver. It juxtaposes Ron Jeffries’s multi-part, test-driven method—which concentrated on data structure representation and extens...

Key Points

  • Contrasts Jeffries’s TDD-focused Sudoku approach with Norvig’s concise solver.
  • Highlights Peter Seibel’s critique and Norvig’s mention in Coders at Work.
  • Links to Andrew Dalke’s “Problems with TDD,” broadening the discussion.

Show HN: I built a local-first daily planner for iOS

by zesfy

A new local-first daily planner app for iOS aims to streamline daily planning by scheduling tasks directly onto the calendar. It introduces several core features: Sessions let users group multiple tas...

Key Points

  • Local-first iOS planner that schedules tasks directly to the calendar
  • New features: recurring tasks, daily summary, and subtask notes
  • Developer states no data is collected; Apple EULA applies

Google Cloud suspended customer's account 3 times, for 3 different reasons

by bishopsmother

Andrew Ayer, founder of SSLMate, reports that Google Cloud suspended SSLMate’s account three separate times, each with different stated reasons, which disrupted customer integrations. SSLMate relies o...

Key Points

  • SSLMate’s GCP account faced three suspensions with varying reasons and limited explanation.
  • Integrations use per-customer service accounts and impersonation to access Cloud DNS and Cloud Domains.
  • OIDC is proposed as a workaround but described as complex to implement.

Tesla's ‘Robotaxis' Keep Crashing—Even With Human ‘Safety Monitors' Onboard

by voxadam

Tesla’s pilot robotaxi program in Austin, Texas has been linked to at least four low-speed crashes since its quiet start this summer, according to federal reports cited by Electrek and posted on NHTSA...

Key Points

  • At least four low-speed robotaxi crashes in Austin are documented in federal reports.
  • NHTSA is reviewing robotaxi incidents amid its ongoing Tesla FSD investigation.
  • Tesla faces broader reliability issues, including a recent 13,000-vehicle battery recall.

Optimizing Datalog for the GPU

by blakepelton

This article summarizes an ASPLOS ’25 research paper that targets efficient Datalog execution on GPUs. It starts by explaining Datalog’s use of relations and rules and illustrates inference with a Sam...

Key Points

  • Semi-naïve evaluation reduces redundant Datalog rule processing via new/delta/full partitions.
  • A hash-indexed sorted array enables coherent, efficient GPU joins using sorted indices and an open-addressed hash table.
  • Results benchmark GPULog against the CPU system Soufflé, with a HIP port running on an Nvidia GPU.

Show HN: A CSS-Only Terrain Generator

by rofko

This entry introduces a CSS-only terrain generator at version v0.0.1, emphasizing a web-native approach to terrain creation without referencing external graphics engines. The interface provides contro...

Key Points

  • CSS-only terrain generator (v0.0.1) with interactive controls
  • Configurable landmass coverage and terrain types
  • Exportable heightmap and adjustable camera settings

This Day in 1988, the Morris worm infected 10% of the Internet within 24 hours

by canucker2016

This retrospective recounts the 1988 release of the Morris worm, an event that rapidly infected an estimated 10% of the Internet within 24 hours and marked a turning point in cybersecurity. Authored b...

Key Points

  • The Morris worm infected ~10% of the Internet within 24 hours in 1988.
  • FBI describes it as a programming error intended to measure Internet size, not malicious.
  • Written in C, it targeted BSD UNIX systems and exploited mail and finger vulnerabilities.

Server DRAM prices surge 50% as AI-induced memory shortage hits hyperscalers

by walterbell

Global DRAM supply is tightening as AI demand reshapes semiconductor production priorities. DigiTimes reports that major hyperscalers in the U.S. and China now receive only about 70% of their server D...

Key Points

  • Hyperscalers get ~70% of ordered server DRAM despite agreeing to up to 50% Q4 price hikes.
  • AI-driven capacity shifts to HBM/AI parts tighten DDR5 RDIMM supply; Samsung raises SSD and RDIMM prices.
  • Spot prices spike; smaller buyers face 35%–40% fulfillment, with constraints potentially lasting into 2026.

The 512KB Club

by lr0

The article introduces the 512KB Club, a community-driven initiative that highlights websites built with a strict performance budget. It critiques the modern web’s tendency toward heavy pages, attribu...

Key Points

  • A site must have substantive content and keep total uncompressed resources ≤512KB.
  • Optimizations include reducing JavaScript, lighter WordPress themes, smaller fonts, and optimized images.
  • The club is volunteer-run, with a donation option, and features a sub-100KB “Green Team” tier.

Pg_lake: Postgres with Iceberg and data lake access

by plaur782

pg_lake is a suite of PostgreSQL extensions that integrates Apache Iceberg and data lake files, effectively turning Postgres into a lakehouse with transactional guarantees and fast execution. It allow...

Key Points

  • Postgres becomes a transactional lakehouse for Iceberg via pg_lake.
  • Direct querying/import/export of Parquet/CSV/JSON/Iceberg with S3 support.
  • DuckDB-powered pgduck_server enables fast local execution and credential management.

US startup Substrate announces chipmaking tool that it says will rival ASML

by outrun86

Substrate, a San Francisco-based startup, claims it has developed an X-ray lithography tool capable of matching the feature resolution of ASML’s most advanced extreme ultraviolet (EUV) systems. The co...

Key Points

  • Substrate unveils X-ray lithography tool aimed at rivaling ASML’s EUV systems.
  • Plans include a U.S.-based foundry to compete with TSMC on advanced AI chips.
  • Raised $100M at $1B+ valuation; demonstrations held but not independently verified.

How devtools map minified JS code back to your TypeScript source code

by manojvivek

This article explains how source maps bridge the gap between production JavaScript bundles and original TypeScript sources in browser debugging. It shows how an error reported in a minified file can b...

Key Points

  • Source maps map minified/bundled JavaScript positions to original TypeScript locations for debugging.
  • Source map JSON fields (version, file, sources, sourcesContent, names, mappings) define how mapping data is organized.
  • Mappings use VLQ/Base64 encoding and segment separators (commas/semicolons) to compactly represent position links.

YouTube AI error costs creator his channel over alleged link to Japanese account

by rabinovich

A prominent tech YouTuber, Enderman, lost access to his channel after YouTube’s automated systems flagged an alleged connection to an unrelated Japanese channel that had accumulated multiple copyright...

Key Points

  • YouTube terminated Enderman’s channel over an alleged link to a terminated Japanese channel; he denies any connection.
  • A farewell video vanished with the channel, but a backup is available on Odysee.
  • Appeals exist but are seen as low-success; moderation relies heavily on automation with some human review.

Data breach at major Swedish software supplier impacts 1.5M

by fleahunter

Miljödata, a key IT supplier to roughly 80% of Sweden’s municipalities, reported a cyberattack on August 25 involving data theft and a 1.5 Bitcoin extortion demand. The incident disrupted municipal se...

Key Points

  • Miljödata breach disrupted municipalities; attackers demanded 1.5 Bitcoin.
  • IMY probes potential GDPR violations, prioritizing key entities and sensitive cohorts.
  • Datacarry published stolen data; HIBP estimates 870,000 affected with detailed PII exposed.

USDA Threatens Stores Giving Discounts to People on Food Stamps

by mrtesthah

The article details how, during an extended U.S. government shutdown, the Department of Agriculture warned retailers against offering special discounts to customers affected by interruptions in Supple...

Key Points

  • USDA reminded retailers that SNAP’s Equal Treatment Rule prohibits exclusive discounts for SNAP recipients.
  • Courts ordered the administration to use contingency funds to continue SNAP payments.
  • Around 41 million recipients faced uncertainty as assistance stopped amid the prolonged shutdown.

Launch HN: Plexe (YC X25) – Build production-grade ML models from prompts

by vaibhavdubey97

Plexe, part of YC X25, introduces a platform that builds production-ready machine learning models based on user-provided, plain-language descriptions of business goals. Users specify what they want to...

Key Points

  • Build production-ready ML models from plain-language prompts and defined data.
  • Transparent performance metrics, training details, and explanations for trust.
  • End-to-end support from first model creation to deployment at scale.

Recovering videos from my Sony camera that I stupidly deleted

by speckx

The article recounts how newly recorded footage from a Sony A6700 was lost due to a workflow error and how recovery was attempted. The author’s ingest script copies MP4 files from the SD card to a loc...

Key Points

  • Deletion propagated via sync configured to remove files missing from the source, erasing the external backup.
  • NAS ZFS snapshots and Time Machine did not contain the footage due to timing of the copy and backup cycles.
  • PhotoRec recovered over 100 video files; metadata shows XAVC S 4K with AVC HP@L5.1, LPCM16, and Rec.709.

Exploring a space-based, scalable AI infrastructure system design

by meetpateltech

Google’s Project Suncatcher explores building a scalable AI infrastructure in space using compact constellations of solar-powered satellites equipped with Google TPUs. A new preprint, “Towards a futur...

Key Points

  • Space-based AI compute via solar-powered satellite constellations with TPUs
  • Tens of Tbps inter-satellite bandwidth proposed using DWDM and spatial multiplexing
  • Bench demo achieved 800 Gbps each way; orbit targeted is dawn–dusk sun-synchronous LEO

US nuclear weapons testing can forever scar a nation.Just ask Marshall Island

by methuselah_in

The article examines the ramifications of resuming U.S. nuclear weapons testing in light of Donald Trump’s recent call. It contrasts potential testing types—warhead detonations versus delivery system ...

Key Points

  • Marshall Islands tests caused severe long-term health impacts and global fallout.
  • Medical research links fallout isotopes to DNA mutations and multiple cancers.
  • Underground tests in Nevada still produced fallout in 32 instances, per UN report.

Michael Burry a.k.a. "Big Short",discloses $1.1B bet against Nvidia&Palantir

by selim17

Michael Burry’s Scion Asset Management disclosed major bearish positions against two leading AI-linked stocks in its latest 13-F filing for the quarter ended September 30. The fund bought put options ...

Key Points

  • Scion’s 13-F shows large put options against Palantir and Nvidia.
  • The positions represent about 80% of Scion’s disclosed U.S. equity holdings.
  • Both stocks fell after the filing amid valuation concerns and recent gains.

The Rust Foundation Maintainers Fund

by amalinovic

The Rust Foundation has introduced the Rust Foundation Maintainers Fund, an initiative designed to provide consistent, transparent, and long-term support for the developers who maintain the Rust progr...

Key Points

  • Rust Foundation launched a Maintainers Fund to support Rust maintainers long-term.
  • Fund design and priorities will be set with the Rust Project Leadership Council and Directors.
  • Goals include reliable support, targeted priorities, and transparency in fund usage.

We're open-sourcing the successor of Jupyter notebook

by zX41ZdbW

Deepnote has announced it is open-sourcing its notebook platform, describing it as the successor to Jupyter notebooks for modern data teams. The company argues the traditional Jupyter experience has b...

Key Points

  • Deepnote is open-sourcing its platform, positioned as a Jupyter successor.
  • The move targets reactive, collaborative, AI‑ready workflows and open formats.
  • The post cites Jupyter adoption/job-posting declines and repo inactivity as context.

Normalize Identifying Corporate Devices in Your Software

by Bogdanp

This article outlines a practical approach for developers of dual-licensed software to help distinguish corporate devices from personal ones by checking Mobile Device Management (MDM) enrollment. It p...

Key Points

  • Rust code is provided to detect MDM enrollment on macOS and Windows.
  • MDM detection is a starting signal, not a definitive corporate device identifier.
  • A public list of known MDM server URLs is proposed to improve identification.

Codemaps: Understand Code, Before You Vibe It

by janpio

Cognition has introduced Windsurf Codemaps, a feature designed to strengthen developers’ understanding of complex codebases. The article argues that genuine engineering depends on reading and reasonin...

Key Points

  • Cognition launched Windsurf Codemaps to deliver AI-annotated, structured code maps.
  • Powered by SWE-1.5 (Fast) and Claude Sonnet 4.5 (Smart) within the Windsurf environment.
  • Optimized for task-focused onboarding and precise navigation with ZDR-respecting code snapshots.

NoLongerEvil-Thermostat – Nest Generation 1 and 2 Firmware

by mukti

This article describes an experimental project that enables custom firmware installation on Nest Thermostat Generation 1 and 2 devices using the OMAP DFU (Device Firmware Update) interface. The firmwa...

Key Points

  • Custom firmware disconnects Nest thermostats from Google’s cloud and connects to the NoLongerEvil platform.
  • Setup requires cloning a GitHub repo, installing prerequisites, and building the omap_loader tool.
  • Flashing involves DFU mode and installs x‑load, U‑Boot, and a uImage kernel, followed by a 3–4 minute boot.

Man spent 200 days building a solar-powered explorer yacht that can run forever

by rmason

A Finnish inventor has built Helios 11, a 35-foot solar-powered explorer yacht, solo in roughly 200 days using off-the-shelf solar panels and lightweight materials. The prototype operates entirely on ...

Key Points

  • 35-foot Helios 11 solar yacht built solo in ~200 days with off-the-shelf panels and lightweight materials.
  • Solar-only propulsion: cruises at 7 knots, top speed 8.5 knots, with backup sails for stability/auxiliary thrust.
  • Planned Helios 15 aims for faster, lighter performance with custom solar panels and expanded onboard systems.

Whole Earth Index

by bookofjoe

The Whole Earth Index presents a nearly complete archive of publications descending from the influential Whole Earth Catalog, produced by Stewart Brand and the POINT Foundation from 1968 to 2002. The ...

Key Points

  • Archive spans Whole Earth publications from 1968–2002 for research access.
  • Tracks evolution from the Whole Earth Catalog to CoEvolution Quarterly and Whole Earth Review.
  • Documents an attempted computing-focused spinoff that merged into the Whole Earth Review.

Cheaper MacBook powered by iPhone chip coming in 2026, per new report

by spurgu

Apple is reportedly preparing a lower-cost MacBook that will use an iPhone-class A-series processor, marking a departure from the M-series chips used in modern Macs. Bloomberg’s Mark Gurman says the d...

Key Points

  • Apple plans a sub-$1,000 MacBook using an A-series iPhone processor, code-named J700.
  • Launch is targeted for the first half of 2026, with active testing and early production underway.
  • The device will use cost-reducing components, including a smaller, lower-end LCD display.

By the Power of Grayscale

by surprisetalk

This article presents Grayskull, a minimalist computer vision library built in plain C for devices with limited resources. It focuses on 8‑bit grayscale images, showing how to store image data as a fl...

Key Points

  • Minimal grayscale CV in C using flat byte arrays and safe pixel access.
  • Basic image operations: invert, mirror, crop, and 2× downscale by averaging.
  • Resizing trade-offs: nearest-neighbor speed vs. bilinear interpolation quality.

How AGI became the most consequential conspiracy theory of our time

by samuel2

This article examines how the idea of artificial general intelligence (AGI) has evolved into a dominant narrative within the tech industry, often framed in quasi-religious and apocalyptic terms. It hi...

Key Points

  • The article frames AGI’s rise as a conspiracy-like narrative driving tech industry behavior.
  • Ilya Sutskever left OpenAI to cofound Safe Superintelligence focused on AGI safety.
  • Bold AGI claims by industry leaders justify large-scale infrastructure and influence market valuations.

Paramount blacklists actors for pro-Palestinian activism

by cramsession

World of Reel, citing a Variety report, details changes at Paramount under new leader David Ellison. Sources say the studio has created a list of talent it will avoid working with, labeling some as “o...

Key Points

  • Variety reports Paramount has a blacklist for talent labeled “overtly antisemitic,” “xenophobic,” or “homophobic.”
  • Paramount rejected a pro-Palestinian boycott letter; the pledge had ~1,200 signatories including major figures.
  • Ellison aims for more “America-centric” content and is reportedly eyeing a Warner Bros. takeover.

Singing bus horns in West Sumatra

by Kaibeezy

This Aural Archipelago piece explores West Sumatra’s kalason oto—musical bus horns tuned and arranged into scales, playable via a keyboard mounted beside the steering wheel. Emerging after Indonesia’s...

Key Points

  • Kalason oto transformed bus horns into keyboard-playable instruments with tuned notes.
  • Systems evolved from 8 to 14–24 notes, allowing drivers to play and sing across octaves.
  • Rooted in Minangkabau migration, the practice blended local musical styles with technical innovation.

Amazon Demands Perplexity Stop AI Agent from Making Purchases

by monkeydust

Amazon has issued a cease-and-desist letter to Perplexity AI, demanding that the startup stop its AI browser agent, Comet, from making purchases online on behalf of users. According to people familiar...

Key Points

  • Amazon demands Perplexity stop Comet from making user purchases.
  • Allegations include terms-of-service violations and computer fraud due to nondisclosure.
  • Amazon cites degraded shopping experience and privacy vulnerabilities.

CPUs and GPUs to Become More Expensive After TSMC Price Hike in 2026

by elorant

TSMC will implement annual price increases of 3% to 5% on advanced manufacturing nodes under 5 nm starting in 2026, with the adjustments planned to continue for at least four years and possibly throug...

Key Points

  • TSMC will raise prices 3%–5% annually on sub-5 nm nodes starting in 2026.
  • Advanced nodes drive most of TSMC’s revenue; 2 nm ramp will lift this further.
  • Resource shifts from 6 nm/7 nm may tighten mature-node supply and raise costs.

US gives local police a face-scanning app similar to one used by ICE agents

by duxup

US Customs and Border Protection (CBP) has launched Mobile Identify, an Android face-scanning app for local law enforcement agencies that assist with immigration enforcement under Section 287(g) of th...

Key Points

  • CBP released Mobile Identify on Google Play to support 287(g) immigration enforcement functions.
  • The app captures photos, does not return names, and directs users to contact ICE with a reference number.
  • 404 Media’s analysis confirmed facial recognition features; the app is not available on iPhone.

AI and Copyright: Expanding Copyright Hurts Everyone–Here's What to Do Instead

by mooreds

The article contends that expanding copyright to require licensing for AI training data would undermine innovation, expression, and research. It argues that fair use protections are crucial for machin...

Key Points

  • Fair use is presented as essential for ML/TDM research and practical data analysis.
  • Open-source tools like AlphaFold demonstrate broad scientific benefits of accessible ML.
  • Licensing requirements for AI training data may restrict competition and innovation.

Send this article to your friend who still thinks the cloud is a good idea

by sebnun

An independent developer reports moving all projects off Amazon Web Services to rented servers at Hetzner, citing large cost savings and better performance. He says his monthly bill fell from about $1...

Key Points

  • Reported cost cut from ~$1,400/month on AWS to < $120/month on Hetzner
  • Pricing comparison: Hetzner 80-core ~$190 vs AWS C5/C6 ~$2,500–$3,500/month
  • Claims of ~2x performance improvement and reduced vendor lock-in

Zip Files All the Way Down (2010)

by aebtebeten

Russ Cox’s 2010 post uses the “turtles all the way down” metaphor to introduce a computing analogue: r.zip, a ZIP file that contains another ZIP at r/r.zip, looping back so the archive contains itself...

Key Points

  • r.zip demonstrates a self-reproducing ZIP archive that loops by containing itself.
  • Ken Thompson’s address frames the challenge of self-reproducing programs (quines).
  • A Python example begins, moving beyond a naive print to a true self-printing program.

74% of CEOs worry AI failures could cost them their jobs

by mgh2

A Dataiku report, conducted by The Harris Poll, surveyed over 500 CEOs across the US, UK, France, and Germany and found that AI execution is now central to leadership stability and corporate strategy....

Key Points

  • 74% of CEOs fear job loss within two years if AI results aren’t delivered.
  • 70% expect AI failures to cause executive oustings; 54% see competitors ahead in AI.
  • Regulatory uncertainty and governance gaps are stalling AI projects.

Patching 68K Software – SimpleText

by mmoogle

A developer explains how they modified Apple’s classic SimpleText (68K) so it opens smaller text windows by default. Expecting a simple constant change, they instead used ResEdit with a code editor pl...

Key Points

  • Injected a subroutine and 8-byte jump in SimpleText’s CODE resource to control initial text window size.
  • Handled multiple resize points and window-type checks, persisting state within the code segment.
  • Worked within 68K and CodeWarrior constraints (JSR instead of BSR, direct system calls, register-based C wrappers).

SocketAddrV6 is not roundtrip serializable

by cyndunlop

The article details how the Oxide team encountered a JSON serialization issue in a large Rust data structure due to JSON’s restriction on map keys to strings or numbers. After fixing the immediate pan...

Key Points

  • Property-based testing with proptest exposed a JSON roundtrip equality failure.
  • JSON map key limitations initially caused a serialization panic in a complex Rust type.
  • SocketAddrV6-related addressing did not roundtrip serialize/deserialize to an identical value.

WASM 45% slower than Native Code

by liminal

The article presents the first large-scale evaluation of WebAssembly performance against native code using Browsix-Wasm, an extension of Browsix that enables unmodified Unix applications compiled to W...

Key Points

  • WebAssembly averages 45% (Firefox) to 55% (Chrome) slower than native on SPEC CPU.
  • Browsix-Wasm enables unmodified Unix applications to run in browsers for realistic testing.
  • Performance gaps arise from missing optimizations, codegen issues, and platform constraints.

Frozen String Literals: Past, Present, Future?

by Bogdanp

The article explores the Ruby magic comment “# frozen_string_literal: true” by first clarifying how Ruby’s String type differs from many other languages. It demonstrates that Ruby strings are mutable,...

Key Points

  • Ruby strings are mutable, enabling in-place modification without changing object identity.
  • Ruby supports many encodings simultaneously, reflecting historical and practical considerations.
  • Immutable strings offer benefits like efficient slicing and interning, framing the rationale for frozen string literals.

Border Patrol agent testifies sandwich thrown at him "exploded all over,"

by rolph

A Washington, D.C. misdemeanor assault trial centers on Sean Dunn, accused of throwing a footlong sub sandwich at U.S. Customs and Border Protection Agent Gregory Lairmore during protests against Pres...

Key Points

  • Defendant faces a federal misdemeanor after a sandwich was thrown at a CBP agent during D.C. protests.
  • Agent’s testimony and defense arguments clash over the act’s impact and available evidence.
  • Felony indictment was not obtained; the case proceeded as a misdemeanor and led to the defendant’s DOJ firing.

Mr Tiff

by speckx

The article describes an ongoing effort to accurately credit the individuals behind key computing innovations. Through extensive research and cross-checked interviews, the author corroborates that Pet...

Key Points

  • AIFF was created by Steve Milne and Mark Lentczner to standardize audio amid MIDI confusion.
  • Audio technologies (AIFF, Apple Sound Chip, MIDI Manager) underpinned QuickTime’s 1991 development.
  • Jerry Morrison originated IFF; Steve Carlson is linked to TIFF through archival sources.

BlackRock's Larry Fink: "Tokenization", Digital IDs, & Social Credit

by sbuttgereit

This article outlines a leadership transition at the World Economic Forum (WEF), stating that founder Klaus Schwab departed earlier in the year and that André Hoffmann and BlackRock CEO Larry Fink wer...

Key Points

  • WEF appoints André Hoffmann and Larry Fink as interim Co-Chairs following Klaus Schwab’s departure.
  • Larry Fink is cited as promoting tokenization of all assets and the role of digital identity.
  • BlackRock’s scale and influence are emphasized, with nearly $13.5 trillion in AUM.

Google Removed 749M Anna's Archive URLs from Its Search Results

by gslin

Google has delisted 749 million URLs tied to Anna’s Archive after rightsholders filed 784 million removal requests across the site’s primary domains, according to Google’s transparency data. This acti...

Key Points

  • Google removed 749 million Anna’s Archive URLs, about 5% of all reported infringing URLs since 2012.
  • Anna’s Archive remains operational and discoverable despite delisting and legal actions.
  • Publishers report ~10 million new URLs weekly, led by Penguin Random House and John Wiley & Sons.

Narco-sub carrying 1.7 tonnes of cocaine seized in Atlantic

by tartoran

Portuguese authorities seized a semi‑submersible “narco‑sub” in the mid‑Atlantic carrying more than 1.7 tonnes of cocaine bound for the Iberian peninsula. Footage showed police and navy units surround...

Key Points

  • 1.7 tonnes of cocaine seized from a semi‑submersible in the mid‑Atlantic.
  • Four South American crew arrested and remanded in the Azores.
  • Operation supported by MAOC, UK NCA, and US DEA; vessel later sank due to conditions.

Uncle Sam wants to scan your iris and collect your DNA, citizen or not

by SanjayMehta

The US Department of Homeland Security (DHS), through US Citizenship and Immigration Services (USCIS), has proposed a substantial expansion of biometric data collection within immigration processes. T...

Key Points

  • DHS proposes mandatory biometrics for most immigration applicants and associated individuals, including some U.S. citizens and all ages.
  • Biometric definition expands to include ocular imagery, voice prints, and DNA, with authority to require raw DNA or test results.
  • Data use spans identity verification, immigration management, security checks, and verifying familial relationships.

Precompiled headers and why Squid won't be using them (2023)

by mooreds

The Squid Web Proxy/Cache blog examines using precompiled headers (PCH) to speed up C++ builds. PCH store an intermediate parsed state of headers to avoid redundant work across compilation units, and ...

Key Points

  • GCC PCH: .gch files created with -x c++-header; automatic usage when present.
  • Clang PCH: .pch files require -emit-pch and -include-pch; only one PCH at translation unit start.
  • Squid’s tests show ~5% build-time improvement, but autotools integration issues block adoption.

What Happened to Ukraine's Missile Defense

by bharbr

Financial Times reporting indicates a significant drop in Ukraine’s ballistic missile defense performance, with intercept rates decreasing from about 37% in August to 6% in October. During this period...

Key Points

  • Ukraine’s intercept rates fell sharply from ~37% to ~6%.
  • Russia’s missiles (9M723, Kh-47M2 Kinzhal) use terminal maneuvers that hinder interception.
  • Steeper, software-driven terminal trajectories shorten defenders’ engagement windows.

Singapore to cane scammers as billions lost in financial crimes

by raybb

Singapore has approved a measure to introduce caning for scammers amid escalating financial fraud losses nationwide. Police data show victims lost around S$3.8 billion (US$2.9 billion) since 2020, wit...

Key Points

  • Parliament approved caning for scammers.
  • Scam losses total S$3.8b since 2020; S$1.1b in 2023.
  • Police, central bank, and banks collaborate to detect and freeze scam-linked funds.

FDA described as a "clown show" amid latest scandal; top drug regulator is out

by duxup

The article reports growing turmoil at US federal health agencies, focusing on a new scandal at the FDA. George Tidmarsh, the agency’s top drug regulator, left the FDA after being placed on administra...

Key Points

  • George Tidmarsh exited the FDA after being placed on leave amid an HHS inspector general probe.
  • Aurinia Pharmaceuticals sued Tidmarsh, alleging he targeted board chair Kevin Tang.
  • The article situates the FDA scandal within broader federal health agency turmoil under Trump’s second term.

Apple uses 3D Gaussian splatting for Personas and 3D conversions of photos

by dmarcos

Apple’s Vision Pro now offers Personas, realistic 3D avatars built from user scans and powered by machine learning and Gaussian splatting. In a FaceTime session conducted within Vision Pro, Apple’s Je...

Key Points

  • Personas use Gaussian splatting and multiple ML networks to create realistic 3D avatars.
  • VisionOS enables collaboration among up to five Personas in shared virtual spaces.
  • Apple also applies Gaussian splatting to spatial 3D conversions of photos.

Bluetui – A TUI for managing Bluetooth on Linux

by birdculture

Bluetui is a terminal-based application designed to manage Bluetooth on Linux systems. It requires the BlueZ Bluetooth stack and suggests installing Nerd Fonts to ensure icons display correctly. The p...

Key Points

  • Multiple install options: binaries, crates.io (Cargo), Arch, Gentoo overlay, X-CMD, or source build
  • Comprehensive TUI controls for scanning, adapters, and device management
  • Customizable keybindings via config file; licensed under GPLv3

Grayskull: A tiny computer vision library in C for embedded systems, etc.

by gurjeet

Grayskull is a minimalist computer vision library tailored for microcontrollers and other resource-constrained hardware. Implemented in pure C99, it is provided as a single-header library using intege...

Key Points

  • Minimal, single-header C99 vision library for embedded grayscale processing with no dependencies or dynamic allocation.
  • Includes image ops, filters, thresholding, morphology, geometry, PGM I/O, and online demo/examples.
  • Supports FAST/ORB features, matching, and LBP cascades for lightweight object detection.

RISC-V takes first step toward international ISO/IEC standardization

by jrepinc

The article announces a milestone for the open RISC‑V ecosystem: RISC‑V International has been approved as a Publicly Available Specification (PAS) Submitter by ISO/IEC’s Joint Technical Committee 1 (...

Key Points

  • RISC‑V International is now an ISO/IEC JTC 1 PAS Submitter.
  • First planned submission is the RISC‑V Instruction Set Manual.
  • Consensus-based international standards improve interoperability and reduce costs.

At least 3 dead after cargo plane crashes at Kentucky airport

by hshdhdhehd

A UPS cargo plane (Flight 2976) crashed during takeoff at Louisville International Airport, Kentucky, around 17:15 local time, according to the FAA. The aircraft skidded off the runway, struck nearby ...

Key Points

  • Seven confirmed deaths and at least 11 injuries following the crash.
  • Shelter-in-place order within five miles; debris caution issued.
  • NTSB investigation and UPS operational halt at Worldport.

Munich's surfers left stunned after famed river wave vanishes

by c420

Munich’s celebrated Eisbach river wave, a stationary standing wave that has drawn surfers and tourists for decades, vanished after the city’s annual canal cleanup. When water was released back into th...

Key Points

  • The Eisbach wave failed to reform after an annual canal cleanup, despite no structural changes.
  • Munich plans to divert more water to restore the delicate conditions needed for a standing wave.
  • The site recently reopened with new safety rules following a fatal incident earlier this year.

Building blobd: single-machine object store with sub-ms reads and 15 GB/s upload

by charlieirish

The article introduces blobd, an open-source object store built for single-machine deployments with a focus on sub-millisecond read latency and high write throughput. Motivated by the author’s experie...

Key Points

  • Blobd exceeds 15 GB/s upload throughput on eight NVMe SSDs and delivers sub-ms read TTFB.
  • Design prioritizes read latency with constant-time lookups, avoiding key listing and tree structures.
  • Runs on a raw block device with heap, index, and journal, using memory mapping for metadata.

Zohran Mamdani wins the New York mayoral race

by jsheard

NBC News projects that Democrat Zohran Mamdani has won New York City’s mayoral race, marking a rapid rise for the 34-year-old democratic socialist from a little-known state assemblyman to the leader o...

Key Points

  • NBC News projects Zohran Mamdani won NYC’s mayoral race, defeating Andrew Cuomo by ~9 points.
  • Eric Adams dropped out and endorsed Cuomo; Curtis Sliwa trailed far behind.
  • Mamdani pledged an ambitious affordability agenda, including rent freezes, universal child care, free buses, and city-run grocery stores.

UPS plane crashes near Louisville airport

by jnsaff2

A UPS cargo plane crashed shortly after takeoff from Louisville International Airport on Tuesday, resulting in at least seven fatalities and at least 11 injuries, according to officials. The aircraft,...

Key Points

  • At least seven dead, 11 injured after UPS Flight 2976 crashes near Louisville airport.
  • Shelter-in-place order issued then reduced; residents urged to avoid area and turn off air intake systems.
  • Airport operations suspended Tuesday night; reopening expected Wednesday.

Asus Announces October Availability of ProArt Display 8K PA32KCX

by Roachma

ASUS has announced October 2025 availability for the ProArt Display 8K PA32KCX, a professional monitor positioned as the world’s first 8K HDR mini LED model. The display combines 4032-zone local dimmi...

Key Points

  • World’s first 8K HDR mini LED pro monitor with 4032-zone local dimming and up to 1000-nit sustained brightness.
  • Pro-grade color: 95% Adobe RGB, 97% DCI-P3, true 10-bit, Delta E<1, and Dolby Vision/HDR10/HLG support.
  • Built-in motorized colorimeter, calibration software support, Thunderbolt 4 connectivity, and Auto KVM.

Direct File won't happen in 2026, IRS tells states

by jhatax

The IRS has informed 25 states that its free Direct File tax filing service will not be available for the 2026 filing season and that no new launch date is planned. Direct File, introduced in 2024, ma...

Key Points

  • IRS: Direct File will not run in Filing Season 2026; no future launch date set.
  • Prior Direct File users must use IRS online accounts to obtain transcripts.
  • Legislation directs an IRS task force to explore public-private partnerships to replace Direct File.

What Happened to Piracy? Copyright Enforcement Fades as AI Giants Rise

by walterbell

The article argues that U.S. copyright enforcement has shifted in the AI era, contrasting the aggressive anti-piracy campaigns of the late 1990s and 2000s with today’s civil lawsuits over AI training ...

Key Points

  • Shift from criminal anti-piracy enforcement to civil litigation in the AI era.
  • Major AI firms alleged to use copyrighted books and articles for training.
  • Court filing alleges Meta trained models using a Library Genesis mirror.

Hypothesis: Property-Based Testing for Python

by lwhsiao

The article introduces Hypothesis, a property-based testing library for Python designed to automatically generate diverse inputs—including edge cases—to validate that code behaves correctly across def...

Key Points

  • Hypothesis generates random inputs—including edge cases—within developer-defined ranges.
  • An example shows validating a custom sort against Python’s sorted() using strategies for lists of numbers.
  • New users are advised to begin with Hypothesis’s tutorial or quickstart resources.

Preventing Kubernetes from Pulling the Pause Image from the Internet

by meatmanek

The article explains a common but often overlooked external dependency in standard Kubernetes deployments: when a node creates its first pod, the container runtime pulls the “pause” image from registr...

Key Points

  • Kubernetes nodes pull the pause image from registry.k8s.io by default.
  • Containerd can be configured to use a locally mirrored pause image.
  • registry.k8s.io has no uptime SLA; mirroring is recommended.

GM Deprecating In-Car App Store for Models as Recent as 2020

by goopthink

General Motors has ended support for its legacy NGI infotainment systems, permanently closing the GM App Store on affected vehicles. The change, effective September 30, 2025, renders the in-vehicle ap...

Key Points

  • GM App Store closed for legacy NGI systems as of Sept. 30, 2025.
  • Apps on affected vehicles lose support and cannot be reinstalled after deletion/reset.
  • Models impacted include 2017–2021 Buick Encore, 2019–2020 Buick Envision, and Chevy Equinox.

Client ID Metadata Documents

by mooreds

The article introduces Client ID Metadata Documents (CIMD), currently an IETF Internet-Draft, as a method for OAuth clients to identify themselves by supplying a URL to a hosted JSON metadata document...

Key Points

  • CIMD lets OAuth clients use a metadata URL as client_id, eliminating preregistration.
  • Servers fetch, validate metadata, and show client info on consent screens.
  • Built-in origin verification helps prevent client impersonation.

Vectorizing for Fun and Performance

by rinostroh

The article details how to unlock performance on IBM Power processors by using their vector processing facility, referred to as AltiVec, VMX, or VSX. It outlines the POWER8 architecture’s 64 vector-sc...

Key Points

  • IBM Power’s VSX enables SIMD on 128-bit registers (2 doubles or 4 floats).
  • Auto-vectorization may be insufficient; explicit intrinsics in C can fully exploit VSX.
  • Vector max across two vectors plus scalar reduction implements a max operation without a horizontal max instruction.

Inside an Isotemp OCXO107-10 Oven Controlled Crystal Oscillator

by zdw

This article documents the acquisition and operation of an Isotemp OCXO107-10 oven-controlled crystal oscillator, highlighting its 5 MHz output and interface details. The author compiles historical an...

Key Points

  • OCXO107-10 provides 5 MHz output with DE-9 control and SMA clock interfaces.
  • Pinout clarifies power and tuning: +12V oven, +5V for TTL, EFC input, 7.0V reference.
  • Historical context from time-nuts: units cost >$1000, used by Lucent, and made by CTS Knights.
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