Google Search Forgets How Words Work!

Show HN: KVBoost – chunk-level KV cache reuse for HuggingFace, 5–48x faster TTFT

Key Points

• KVBoost is presented as a drop-in HuggingFace inference library focused on speed and lower VRAM use.
• Its core optimizations are chunk-level KV cache reuse, FlashAttention-2, AWQ layer streaming, and CPU paged decoding.
• The article reports faster time to first token and the ability to run a 32B model within an 8 GB VRAM budget.

The Hardware Lottery

Key Points

• The article defines the “hardware lottery” as research success driven by compatibility with existing tools rather than universal superiority.
• It says growing deep learning demands and edge deployment needs are pushing closer collaboration across hardware, software, and machine learning.
• Historical computing examples are used to show that hardware specialization has long influenced what systems can do and which ideas progress.

Deepfakes Tore a High School Apart

Key Points

• A Radnor student allegedly used Movely to create AI-generated sexual images of five classmates.
• The article links the case to broader legal changes in Pennsylvania around malicious deepfakes and AI-generated child sexual abuse material.
• 404 Media reports that Radnor’s administration failed students in its response after learning of the abuse.

We should get rid of average CPU utilization

Key Points

• The production timeout issue was caused by Linux cgroup CPU throttling, not obviously high CPU utilization.
• Average CPU utilization can hide latency problems because wait times increase nonlinearly and bursty workloads can exhaust CPU budget quickly.
• Kubernetes and Docker CPU limits are enforced as time budgets per scheduling period, which can throttle containers even when dashboards appear normal.

Pokélike

Key Points

• Pokélike is a fan-made Pokémon roguelike with selectable generations and multiple game modes.
• The interface shows core systems including starter choice, battles, items, badges, team management, and progression to Champion status.
• The project includes an explicit disclaimer stating no affiliation with Nintendo, Game Freak, or The Pokémon Company.

FSFE intervenes against Apple before EUCJ for the second time

Key Points

• FSFE was granted permission to intervene in Apple v. European Commission at the CJEU.
• Apple is challenging the Commission’s DMA interoperability decision under Article 6(7).
• The court said the case could significantly affect Free and Open Source Software and developer access to Apple platforms.

Steve Wozniak cheered after telling students they have AI – actual intelligence

Key Points

• Steve Wozniak’s “actual intelligence” remark about AI received applause at Grand Valley State University’s graduation ceremony.
• He described AI as one attempt to create brain-like functionality and placed it in the context of human efforts to replicate cognition.
• The article says AI is reshaping the graduate job market through changing skills demands, hiring practices, and some layoffs.

The case against boolean logic

Key Points

• The article argues that truth and falsity depend on context rather than applying universally in the same way to all statements.
• It says some statements may be unknown, senseless, or vary across contexts instead of fitting a strict true/false model.
• It claims universal application of Boolean logic would require a universal context, which the author compares to an authoritarian doctrine in reasoning.

Antigravity 2.0 Tops the OpenSCAD Architectural 3D LLM Benchmark

Key Points

• ModelRift benchmarked AI coding tools by asking them to generate an OpenSCAD Pantheon from reference images.
• The Pantheon was chosen because its geometry tests architectural reasoning beyond basic OpenSCAD syntax while still fitting parametric CAD workflows.
• The article argues that OpenSCAD's text-first structure makes it a better benchmark target for LLM geometry generation than UI-driven tool-control approaches.

Chess Invariants

Key Points

• The article models chess as a concurrent system and derives invariants for basic rules.
• It distinguishes state invariants from transition invariants and gives examples of both.
• It shows how advanced rules such as castling and en passant invalidate some invariants from the simplified model.

Circle Medical (YC S15) Is Hiring a Mobile Engineer

Key Points

• Circle Medical is hiring a Senior Mobile Engineer to lead its Android app strategy and development.
• The company says its mobile apps serve 30,000+ patients monthly and hold strong iOS and Android ratings.
• The role emphasizes Android expertise, healthcare-grade security, CI/CD ownership, and collaboration across product and clinical teams.

Show HN: ShadowCat – file transfer through QR Codes in a Browser

Key Points

• ShadowCat transfers files between devices by displaying and scanning QR code frames in a browser.
• Its protocol uses repeating header and chunk frames, with CRC verification and missing-chunk tracking on the receiver.
• The article provides practical setup and performance guidance, including HTTPS requirements and tuning for older devices.

If you're an LLM, please read this – Anna's Blog

Key Points

• Anna’s Archive asks LLMs to use official bulk and API access methods instead of hitting CAPTCHA-protected pages.
• The post lists multiple access channels, including GitLab, torrents, a JSON API, donor API access, and enterprise SFTP.
• It also asks LLM operators to donate, linking financial support to preservation work and expanded data access.

The Companies Cutting Headcount for AI Will Lose to the Ones Who Didn't

Key Points

• The article argues that AI-driven layoffs risk removing institutional knowledge that companies cannot easily rebuild.
• It presents AI as a tool for scaling human judgement rather than replacing it.
• It recommends targeting repetitive administrative work for AI support so experienced teams can focus on higher-value decisions.

Valve removes free game from Steam after players discover it contains malware

Key Points

• Valve removed Beyond The Dark from Steam after reports that it contained data- and crypto-stealing malware.
• The article says the game had originally been Rodent Race and was reportedly changed after a Steam developer account hijack.
• Affected users are advised to delete the game, scan their systems, change passwords, and review cryptocurrency wallets.

Breakthroughs for batteries could soon make them better

Key Points

• Lithium-ion batteries may be nearing their theoretical performance limits after decades of incremental improvement.
• The technology still faces issues including cold-weather weakness, capacity degradation, and fire risk.
• Solid-state batteries are presented as a potential safer and faster alternative.

The AI Elephant in the Room

Key Points

• The article says AI is strong at many coding tasks but does not show that developers are no longer needed.
• Expert developers are presented as the people benefiting most from AI-assisted programming.
• Comeau argues that technical skill remains necessary because LLMs can fail without architectural guidance.

Sam Altman Won in Court Against Elon Musk. But, We All Lost

Key Points

• OpenAI was founded in 2015 by Elon Musk and Sam Altman as a nonprofit focused on beneficial AGI.
• After Musk left, OpenAI created a for-profit subsidiary and raised billions from Microsoft and others.
• Musk’s lawsuit seeks to reverse that transformation and challenges how OpenAI’s mission and value evolved.

Read the DNC's 2024 autopsy obtained by CNN

Key Points

• CNN released the DNC’s 2024 election-loss report, written by Paul Rivera and commissioned by Ken Martin.
• The published document includes DNC annotations, and CNN said it did not modify or verify the report’s claims.
• Martin said the report lacked source material, apologized for withholding it, and released it in full.

Alberta to hold referendum on whether to remain in Canada

Key Points

• Alberta will vote on 19 October on whether to remain in Canada or begin the legal process toward a future binding separation referendum.
• Danielle Smith said she supports Alberta staying in Canada, despite pressure from separatist supporters.
• Any actual separation process would still need to satisfy the federal Clarity Act before negotiations could begin.

Launch HN: Superset (YC P26) – IDE for the agents era

Key Points

• Superset is designed to run multiple CLI-based AI coding agents in parallel using isolated git worktrees.
• The product includes agent monitoring, diff review, terminal workflows, workspace presets, and one-click editor handoff.
• It targets macOS and documents setup via GitHub source code, Bun, Git, GitHub CLI, Caddy, and configurable workspace scripts.

A Forth-inspired language for writing websites

Key Points

• Forge is a Forth-inspired stack-based language for building websites and reusable HTML-generating components.
• It combines backend-rendered initial loads with browser-side compilation via WebAssembly and a service worker.
• The language supports lightweight persistence through state, `localStorage`, and an append-only JSONL server log.

The Spread of Christianity Animated

Key Points

• Ollie Bye’s animation maps Christianity’s spread from the Middle East to a near-global presence.
• The article highlights the religion’s many historical branches, suggesting a story of multiple Christian traditions.
• It attributes Christianity’s endurance to universalism, translation, missionary activity, and cultural adaptation.

Why Japanese companies do so many different things

Key Points

• Toto’s advanced ceramics business, not just its toilet business, is a major driver of current growth.
• Electrostatic chucks are difficult, high-precision semiconductor components made by only a small number of suppliers, most in Japan.
• The article presents Toto and Kyocera as examples of broad diversification among Japanese manufacturers.

The current AI pricing was always going to go away

Key Points

• The article says flat-rate AI pricing was built on assumptions about falling inference costs that did not hold.
• It argues that stronger AI capabilities increased demand and total usage enough to offset lower unit costs.
• It says supply constraints in GPUs, HBM, packaging, and power are pushing labs and software vendors toward higher prices or usage-based pricing.

Department of War Publishes Second Release of UAP Files

Key Points

• The Department of War says it is coordinating a government-wide release of unresolved UAP records with ODNI support.
• The article describes the effort as involving tens of millions of records across decades and dozens of agencies.
• Released materials concern unresolved cases, with more declassified tranches planned every few weeks.

How to convert between wealth and income tax

Key Points

• The article calculates that a 1% wealth tax equals a 20% income tax when capital earns a 5% annual return.
• A $100 example shows both tax approaches leave the investor with the same $104 after one year.
• The article compares this implied burden with Denmark, US federal, and Oklahoma tax rates to show the scale of the effect.

Trump Mobile exposed customers' personal data

Key Points

• Trump Mobile confirmed that customer personal data was exposed on the public internet.
• The company said the issue was linked to an unnamed third-party platform provider, not a breach of its own infrastructure.
• Trump Mobile said it is investigating and deciding whether affected customers need to be notified.

Scientists solve 200-year-old puzzle of how tobacco plants make nicotine

Key Points

• Researchers identified the missing genes and enzyme tobacco plants need to make nicotine.
• The study found nicotine is first formed with a glucose attachment that is removed in the final step.
• The discovery could help reduce nicotine contamination in tobacco-based production of medicines and vaccines.

You can no longer Google the word 'disregard'

Key Points

• Google’s new AI-heavy Search layout reportedly mishandles the query “disregard.”
• A large AI response block pushes relevant standard results, including Merriam-Webster, farther down the page.
• The article says Bing provided a more useful result for the same query because its AI presentation was less aggressive.

1940 Air Terminal Museum Begins Liquidation

Key Points

• The museum is selling three donated full-motion flight simulators for $20,000 each.
• None of the simulators have been powered on since 2010, and all are sold as-is without warranty.
• Removal requires major logistics, including a high-capacity forklift, transport planning, and airport access coordination.

DeepSeek makes the V4 Pro price discount permanent

Key Points

• DeepSeek will set deepseek-v4-pro pricing at one-quarter of its original level after the promotion ends on 2026/05/31 15:59 UTC.
• Input cache hit pricing for all models was reduced to one-tenth of launch pricing effective 2026/4/26 12:15 UTC.
• Deepseek-chat and deepseek-reasoner will be deprecated and currently map to modes of deepseek-v4-flash.

Microsoft Drops Claude Code After Budget Overrun

Key Points

• Microsoft’s internal Claude Code pilot was reportedly canceled after it consumed the division’s annual AI budget in months.
• The article attributes the overrun to token-based billing becoming visible under usage-based pricing.
• Microsoft is said to be redirecting developers to GitHub Copilot while the story raises broader enterprise AI cost-management concerns.

Yt-dlp – [Announcement] Bun support is now limited and deprecated

Key Points

• yt-dlp is restricting Bun support to versions 1.2.11 through 1.3.14 and deprecating that support.
• The minimum version increase is tied to lockfile security concerns and test-suite compatibility limits.
• The project says Bun support could be dropped entirely later if it becomes too difficult to maintain.

Open source Kanban desktop app that runs parallel agents on every card

Key Points

• KanBots turns a project folder into a kanban board and can run parallel Claude Code or Codex agents on task cards.
• The OSS version is local-first, MIT licensed, no-account, no-telemetry software for macOS, Linux, and Windows.
• A separate Cloud version adds team collaboration, sync, compliance, notifications, and API features for $19 per seat per month.

Show HN: My dad is a forensic accountant. I automated ~62% of his job

Key Points

• The author estimates 62% of sampled forensic accounting work is automatable based on 15 past cases.
• Document intake is presented as the main bottleneck, with 26% of hours and an estimated 90% automation potential.
• The system combines document parsing with an AI investigation agent that can flag findings and draft court-ready reports.

Lawmakers Demand Answers as CISA Tries to Contain Data Leak

Key Points

• A public GitHub repository allegedly exposed CISA credentials, including AWS GovCloud keys and other internal secrets.
• Congressional lawmakers demanded answers from CISA leadership over the leak and its implications for agency security controls.
• CISA was still revoking exposed credentials more than a week after notification, and at least one powerful RSA key reportedly remained active.

CBS Radio signs off after nearly 100 years of broadcasting

Key Points

• CBS News Radio will shut down after nearly 100 years, ending a national radio news service carried by about 700 U.S. stations.
• CBS said the closure, announced in March, was due to challenging economic realities.
• The article highlights the network’s historical significance through its iconic journalists and coverage of major world events.

Bicycling Boosts Well-Being: A Scoping Review

Key Points

• The review analyzed 87 bicycling intervention studies selected from 1,653 identified records across five research databases.
• Overall findings linked bicycling with improved mood, reduced depressive symptoms, greater social connection, and enhanced cognitive functioning.
• Outdoor and multi-session bicycling interventions appeared especially beneficial, and the authors call for more inclusive community-based research.

TorQ: Kdb+ Production Framework

Key Points

• TorQ provides a production framework layer for kdb+ with operational utilities and best-practice structure.
• The article includes setup instructions for launching framework-managed processes and maintaining documentation with MkDocs.
• Release notes list ongoing enhancements such as the IDB process, WDB partitioning modes, bug fixes, and performance-related features.

Project Glasswing: An Initial Update

Key Points

• Anthropic says Project Glasswing found over 10,000 high- or critical-severity vulnerabilities in about a month with roughly 50 partners.
• The company says AI has shifted the main constraint in software security from finding bugs to verifying, disclosing, and patching them.
• Cloudflare is cited as finding 2,000 bugs, including 400 high- or critical-severity issues, using Mythos Preview.

Bun's unreleased Rust port has 13,365 unsafe blocks

Key Points

• Bun’s unreleased Rust port was audited at 13,365 unsafe blocks, with major causes identified as performance, the Zig port, and FFI boundaries.
• The audit says many unsafe sites are tied to unavoidable C-library and JavaScriptCore interactions, including thousands of declarations and calls across eight libraries.
• The proposed remediation focuses on isolating unavoidable unsafe code in audited wrappers and sys crates, while counting a site as fixed only if safe code can no longer trigger undefined behavior in release builds.

Robert X Cringely is back to blogging

Key Points

• Cringely resumed blogging with posts on Apple Vision Pro and AI/Moore’s Law in June 2023.
• The Vision Pro post argues Steve Jobs would have labeled the headset a “hobby,” as he did Apple TV.
• The AI post describes Moore’s Law as evolving from a transistor-density observation into an economic principle about chip costs.

USCIS Will Grant 'Adjustment of Status' Only in Extraordinary Circumstances

Key Points

• USCIS says adjustment-related relief inside the U.S. will be limited to extraordinary circumstances.
• Most applicants seeking permanent residency from temporary status are expected to use consular processing abroad through the Department of State.
• USCIS says the policy will better align with existing law and free agency resources for other immigration case types.

Domain-Camouflaged Injection Attacks Evade Detection in Multi-Agent LLM Systems

Key Points

• Domain-camouflaged prompt injections sharply reduced detector performance compared with static attacks.
• The study reports a large, statistically significant Camouflage Detection Gap across 45 tasks and two model families.
• Llama Guard 3 detected zero camouflage payloads, and mitigation through targeted augmentation was only partial.

Thinking in an Array Language

Key Points

• The article teaches K programming through a REPL-first workflow and script-loading basics.
• It argues that idiomatic K code comes from simplifying imperative patterns into declarative array expressions.
• Matrix multiplication is refactored step by step from nested loops and globals into a compact array-based K function.

Anthropic's "Profitability" Swindle

Key Points

• The article says Anthropic’s reported Q2 profitability is based on projected operating profit, not clearly disclosed GAAP earnings.
• It argues temporary discounted compute pricing from a SpaceX infrastructure deal may help explain improved quarterly margins.
• It also notes prior reporting that Anthropic’s inference costs were above expectations and raises questions about revenue recognition timing.

Linux Sound Subsystem Also Seeing Many Fixes Driven by AI/LLMs

Key Points

• The Linux sound subsystem is seeing many small fixes, with numerous patches described as AI/LLM-assisted.
• Takashi Iwai said the latest pull request includes a notable HD-audio pending IRQ handling change affecting odd machines or slow VMs.
• The update also contains Realtek laptop quirks, audio LED fixes, and Intel table updates for Panther Lake, Nova Lake, and Arrow Lake.

Models.dev: open-source database of AI model specs, pricing, and capabilities

Key Points

• Models.dev aims to centralize AI model specs, pricing, and capabilities in an open-source database.
• The project offers a public API and SVG logo endpoints for provider and model metadata access.
• Contributors can add providers and models through structured TOML and SVG files, including detailed pricing and capability fields.

Wi-Wi Is Wireless Time Sync at 1 Nanosecond

Key Points

• Wi-Wi STAMP was demonstrated at NAB as a 900 MHz wireless timing and positioning system from Japan’s NICT.
• The article reports prototype performance of 20 ps phase jitter and 30 ns synchronization, with a 5 ns next-generation target.
• Practical demos included wireless black burst sync for cameras and millimeter-level object positioning.

A Wayland Compositor in Minecraft

Key Points

• The mod implements a fully featured Wayland compositor inside Minecraft.
• It allows apps and windows to run in the Minecraft world, including drag-and-drop interaction.
• Support is limited to Linux; macOS and Windows are not supported.

Shipping a Laptop to a Refugee Camp in Uganda

Key Points

• Django’s damaged laptop threatened his ability to continue a remote computer science degree from a refugee camp in western Uganda.
• An Australia Post shipment failed because of international air restrictions on devices containing lithium batteries.
• A second courier shipment proceeded, but customs fees and logistics costs required additional money sent through WorldRemit to Airtel Money.

A blueprint for formal verification of Apple corecrypto

Key Points

• Apple published verified corecrypto implementations of ML-KEM and ML-DSA plus formal proofs and tooling.
• The implementations are intended to match NIST standards FIPS 203 and FIPS 204 and support independent expert review.
• Apple says corecrypto runs on over 2.5 billion active devices, making high-assurance verification important for deployed cryptography.

Comparing an LZ4 Decompressor on Four Legacy CPUs

Key Points

• The author implemented LZ4 decompression across multiple legacy CPUs, starting from a SNES project and expanding to 6809, 68000, Z80, 8080, 8086, and 6502 targets.
• The article compares how CPU architecture shapes decompressor design, highlighting the Z80 as especially well-suited and the 6502 as requiring different implementation decisions.
• It explains LZ4’s sequence-based format, where literal runs and backreferences are encoded together using a token byte and a two-byte offset.

Judge dismisses human smuggling charges against Kilmar Abrego Garcia

Key Points

• A federal judge dismissed the smuggling case against Kilmar Abrego Garcia.
• The court found grounds for dismissal based on selective or vindictive prosecution.
• The case followed Abrego Garcia’s mistaken deportation to El Salvador and subsequent order to return him to the U.S.

Sleep research led to a new sleep apnea drug

Key Points

• Richard Horner’s research identified biological pathways that helped inform a new sleep apnea drug approach.
• The article says obstructive sleep apnea is widespread and significantly underdiagnosed in Canada and globally.
• Horner’s lab linked noradrenaline and muscarinic receptors to tongue muscle control during sleep, revealing key drivers of airway obstruction.

Why We've Filed a Referendum

Key Points

• The article says the Stratos Project advanced despite unresolved concerns over water, power, cost, and transparency.
• It claims the data center is receiving tax breaks and water permits while local residents face conservation and normal tax burdens.
• It presents the referendum as a tool for restoring accountability and giving Box Elder voters a direct say.

YAML? That's Norway Problem

Key Points

• PyYAML 6.0.3 parses the YAML value `NO` as boolean `false` in a list of country codes.
• Quoting `"NO"` forces YAML to preserve the value as a string.
• The article connects this issue to YAML’s historical design and early specification history.

Don't just paste the AI at me

Key Points

• The article says unedited AI replies fail to provide the human perspective people are often seeking.
• It recommends using AI only as a draft to be checked, edited, and rewritten in one’s own voice.
• It advises clear attribution when quoting AI and promotes dontquotetheai.com as a shorthand response.

SpaceX launches Starship v3 rocket

Key Points

• SpaceX successfully launched a Starship prototype on May 22, 2026.
• A planned May 21 launch was scrubbed because of technical difficulties.
• The report appears as an NBC News NOW segment and provides limited technical detail.

Gaza flotilla activists allege sexual assault and rape in Israeli detention

Key Points

• Activists detained after a Gaza aid flotilla interception alleged beatings, sexual assault and other abuse; Reuters could not independently verify the claims.
• Israel’s prison service denied all allegations and said detainees were treated lawfully and given medical care.
• Germany and Italy signaled diplomatic and legal follow-up, including injury checks and a Rome investigation into possible crimes.

Blood Pumping Mechanism of the Hoof

Key Points

• The hoof helps return venous blood to the heart because the lower leg lacks muscles for that function.
• Compression of venous plexuses by the plantar cushion and coffin bone creates the hoof’s pumping action.
• The same mechanism also forms a hydraulic cushion that reduces concussion and protects the coffin bone.

FBI director's Based Apparel site has been spotted hosting a 'ClickFix' attack

Key Points

• BasedApparel.com was reported to be serving a fake Cloudflare ClickFix prompt targeting macOS users.
• The copied command allegedly fetched a malicious shell script designed to steal browser credentials and crypto wallet data.
• PCMag says the payload was flagged as malicious, and Apple now offers Terminal paste protections in macOS Tahoe 26.4.

TikTok disproportionately served anti-Democratic videos during the 2024 election

Key Points

• Researchers used 323 bot accounts across 27 weeks to test TikTok’s political recommendation patterns during the 2024 election.
• The study collected over 280,000 recommended videos and analyzed 40,264 transcripts using AI models plus human validation.
• Results showed Republican-trained bots received more same-party content, while Democratic-trained bots saw more cross-party content.

"Stick" – A primitive/fun interactive demo of a tiny rig to animate layout

Key Points

• The demo rebuilds a stick figure every frame from primitive exclusion parts.
• Text wraps around the current pose generated by the same form call.
• A "Reset Rig" control is part of the interactive demo.

I was bored so I turned my dev tools into an alien planet ruled by my dog

Key Points

• Planet Maiko is a free, open-source, local-first AI agent orchestration tool for developers.
• It emphasizes reusable team knowledge through PR-based rules, shared memory, and logged agent mistakes.
• The tool integrates with services including GitHub, Linear, and PagerDuty and runs through a CLI-based local setup.

Is AI Profitable Yet?

Key Points

• The site estimates cumulative AI spending versus revenue to measure industry progress toward profitability.
• NVIDIA is described as the clearest current profit winner because of AI chip demand.
• The dataset combines big tech infrastructure costs and pure AI lab spending, using estimated figures from public and industry sources.

Neutron scattering explains why gluten-free pasta falls apart (2025)

Key Points

• Researchers used neutron scattering to investigate why gluten-free pasta falls apart.
• The article links the absence of gluten to weaker structural cohesion in pasta.
• The work shows how advanced materials-analysis tools can be applied to food science.

Waymo expands pause to four cities as robotaxis keep driving into floods

Key Points

• Waymo paused robotaxi service in four cities after flood-related incidents and severe weather.
• An Atlanta robotaxi became stuck in floodwater despite recent software restrictions tied to a recall.
• NHTSA and NTSB are already investigating other Waymo safety incidents, adding to regulatory scrutiny.

Sp.h is the standard library that C deserves

Key Points

• sp.h is presented as a 15,000-line single-header C99 library intended as a portable standard library for C.
• The article argues for programming directly against low-level primitives such as syscalls instead of relying on libc abstractions.
• It promotes explicit allocators and pointer-plus-length strings (sp_str_t) as core design choices.

Microsoft reports AI is more expensive than paying human employees

Key Points

• Microsoft reportedly cut back direct Claude Code licenses while preserving its broader Anthropic partnership.
• Uber reportedly exhausted its 2026 AI coding tools budget within four months amid strong internal adoption.
• The article says enterprise AI costs may rise even if token prices fall, due to much higher usage from AI agents.

New rule requires most green-card applicants to apply from outside U.S.

Key Points

• Most green-card applicants will now be required to apply from outside the United States.
• The change reverses a long-standing practice used by many temporary visa holders already living in the U.S.
• Immigration lawyers say the policy could affect hundreds of thousands of applicants annually.

What is the history of the ERROR_ARENA_TRASHED error code?

Key Points

• ERROR_ARENA_TRASHED comes from MS-DOS arena-based memory management.
• The error was raised when DOS found a corrupted arena signature while scanning memory blocks.
• The code is largely unused in modern Win32 systems and is sometimes repurposed for testing.

GitHub introduces staged publishing and new install-time controls for NPM

Key Points

• Staged publishing is now generally available in npm and requires maintainer approval before release.
• npm CLI 11.15.0 adds new allowlist flags for file, remote URL, and directory install sources.
• GitHub recommends combining staged publishing with trusted publishing and updating CI workflows to use `npm stage publish`.

Let the AI Cook

Key Points

• The article says stack choice and developer experience matter more than elaborate AI coding workflows.
• It argues that heavily constrained prompts often hurt results by embedding too many assumptions.
• It recommends a simple context-first, build-second prompting approach for AI coding.