New research indicates AI automation could shift labor to the physical sector, causing non-monotonic wage changes. In agentic AI, the Turn-Based Collaboration model uses multiple personas to prioritize scrutiny over speed. On the security front, the tool gecit leverages eBPF to bypass Deep Packet Inspection via TLS injection, while Slop-O-Meter introduces a way to measure ‘software slop’ in unreviewed code.
π€ AI & Machine Learning
Turn-Based Collaboration: AI Agents with Multiple Personalities
Turn-Based Collaboration (TBC) is an AI agent model that utilizes a single agent with multiple personas and a finite state machine to manage sequential tasks through a shared state. Unlike traditional central orchestrator models, TBC grants each persona full context and the authority to approve or revert work, prioritizing high-quality, scrutinized results over speed and cost-efficiency.
- Turn-Based Collaboration: AI Agents with Multiple Personalities β alnewkirk.com
Rapid Development with AI
The author has released syntaqlite, a new suite of developer tools for SQLite designed to address existing limitations and enhance the developer experience. Developed over just three months using AI coding agents, the project features a precise parser adapted directly from the SQLite source code.
- Eight years of wanting, three months of building with AI β lalitm.com
Medvi, NYT-glorified 2-employee $1B startup, warns of AI misuse in shady business (Gary Marcus)
Critics are challenging The New York Times’ portrayal of Medvi as a highly profitable AI startup, suggesting the company may be utilizing deceptive business practices. The controversy highlights growing concerns regarding how AI technology can be exploited for fraudulent marketing and shady operations.
- Medvi, NYT-glorified 2-employee $1B startup, warns of AI misuse in shady business (Gary Marcus) β garymarcus.substack.com
How Hollywood support staff are integrating AI into workflows, from mundane tasks to creative dev…
Hollywood support staff are increasingly integrating generative AI into their daily workflows to manage rising workloads and shrinking headcounts. While legal and contractual barriers prevent AI from replacing high-level creative roles, assistants are using the technology for routine tasks such as scheduling, email drafting, and meeting note-taking.
- How Hollywood support staff are integrating AI into workflows, from mundane tasks to creative dev… β hollywoodreporter.com
Microsoft Copilot Intended for Entertainment Only
Microsoft’s updated Terms of Use for Copilot state that the AI is intended for entertainment purposes only and should not be relied upon for critical advice. This legal disclaimer, a common industry practice to mitigate liability for AI errors, contrasts with the company’s marketing of the tool for business and productivity workflows.
- According to Microsoft Copilot Terms of Use, updated in Oct. 2025, “Copilot is for entertainment … β tomshardware.com
Sources: the UK has stepped up its efforts to get Anthropic to expand in the country, including a…
The UK government, led by Keir Starmer, is intensifying efforts to persuade the American AI startup Anthropic to expand its presence in the country. The initiative aims to grow the company’s operations in London following a recent clash involving US defense.
- Sources: the UK has stepped up its efforts to get Anthropic to expand in the country, including a… β giftarticle.ft.com
OpenAI’s fall from grace as investors race to Anthropic
Institutional investors are pivoting from OpenAI to Anthropic in secondary markets, making OpenAI shares increasingly difficult to sell. This shift is driven by a preference for Anthropic’s focus on profitable enterprise clients over OpenAI’s high infrastructure spending.
- OpenAI’s fall from grace as investors race to Anthropic β latimes.com
Qwen-3.6-Plus is the first model to break 1T tokens processed in a day
Alibabaβs Qwen 3.6 Plus has become the first model on OpenRouter to surpass 1 trillion tokens processed in a single day. Processing approximately 1.4 trillion tokens, it marks the strongest full-day performance of any new model released this year.
Running Gemma 4 locally with LM Studio’s new headless CLI and Claude Code
LM Studio 0.4.0’s new lms CLI and llmster engine allow users to run Google’s Gemma 4 locally on consumer hardware like a MacBook Pro. The 26B-A4B model utilizes a mixture-of-experts architecture to provide high-performance, private, and cost-effective inference.
- Running Gemma 4 locally with LM Studio’s new headless CLI and Claude Code β ai.georgeliu.com
Nanocode: The best Claude Code that $200 can buy in pure JAX on TPUs
Nanocode is a new JAX-based library designed for the end-to-end training of agentic coding models using Constitutional AI and preference optimization. Optimized for TPUs, the framework allows users to train a 1.3B parameter model for approximately $200 in about nine hours.
Cabinet β Kb+LLM (Like Paperclip+Obsidian)
Cabinet is a new open-source tool that integrates a knowledge base with Large Language Models (LLMs) to manage documents such as PDFs and CSVs. Running locally via npm, the platform allows users to deploy agents and web apps using Claude Code.
- Cabinet β Kb+LLM (Like Paperclip+Obsidian) β runcabinet.com
The threat is comfortable drift toward not understanding what you’re doing
The article argues that AI tools can produce research outputs indistinguishable from those achieved through traditional learning, posing a threat to the integrity of academic evaluation. It warns that because academic success is measured by quantifiable metrics, it is becoming increasingly difficult to distinguish genuine scientific development from AI-driven results.
- The threat is comfortable drift toward not understanding what you’re doing β ergosphere.blog
Talk like caveman
The “caveman” skill for Claude Code reduces token usage by approximately 75% by removing filler words and pleasantries from responses. While adopting a simplified speaking style, the tool maintains full technical accuracy and standard code formatting to optimize for faster speeds and lower costs.
- Talk like caveman β github.com
Unverified: What Practitioners Post About OCR, Agents, and Tables
An analysis of practitioner discussions reveals a significant gap between successful OCR demonstrations and real-world production performance, particularly regarding complex layouts and table formatting. To overcome the limitations of legacy engines, developers are increasingly shifting toward vision-language models and hybrid pipelines.
- Unverified: What Practitioners Post About OCR, Agents, and Tables β idp-software.com
AI that copied musical artist files copyright claim against artist [updated]
An AI system that replicated a musical artist’s work has filed a copyright claim against the original creator. This legal action highlights the intensifying dispute over intellectual property rights and the use of protected content in training generative models.
AGI Is Here?
The author argues that Artificial General Intelligence (AGI) has already been achieved by integrating large language models with “scaffolding” such as tool calling, standardized protocols, and autonomous agents. This integrated ecosystem meets various established definitions of intelligence by enabling models to solve complex, multi-domain tasks and interact with the real world.
- AGI Is Here? β breaking-changes.blog
The machines are fine. I’m worried about us
Through a hypothetical comparison of two PhD students, the article illustrates how AI-driven tools can produce research outputs indistinguishable from genuine scientific learning. It warns that current academic evaluation metrics may fail to differentiate between machine-assisted output and true human expertise, threatening the fundamental purpose of academic training.
- The machines are fine. I’m worried about us β ergosphere.blog
π» Software & Development
Parsing AsciiDoc in Prolog
Developing custom linting and spellchecking tools for AsciiDoc is challenging due to the difficulty of maintaining precise line and column information within its non-XML structure. Existing approaches, such as converting documents to XML or using specialized parsers, often struggle to provide the accuracy required for effective error reporting and automated fixes.
- Parsing AsciiDoc in Prolog β github.com
Can We Measure Software Slop? An Experiment
The author defines “software slop” as code that lacks human review and verification, focusing on the absence of human attention rather than code quality. To measure this, they developed Slop-O-Meter, an experimental tool that analyzes GitHub metadata to assign sloppiness scores, though its results are not yet highly reliable.
- Can We Measure Software Slop? An Experiment β pscanf.com
unnix: Reproducible Nix environments without installing Nix
Unnix is an alpha-stage tool that enables the creation of reproducible Nix environments without requiring a Nix installation. It bypasses the time-consuming Nix expression evaluation process by retrieving store paths directly from services such as Hydra and Devbox.
- unnix: Reproducible Nix environments without installing Nix β github.com
neomd: A minimal email TUI where you read with Markdown and write in Neovim
Neomd is a minimal terminal-based email client designed for Neovim users that supports reading in Markdown and navigating via Vim motions. It incorporates a GTD-based workflow with features like a screener, specialized tabs for feeds, and a dedicated area for receipts.
Stamp It! All Programs Must Report Their Version
The author argues that inadequate software versioning and build information can significantly delay incident response and user support. To address this, they propose a three-step strategyβStamp it!, Plumb it!, and Report it!βto ensure developers have the necessary visibility into software versions and rollouts.
- Stamp It! All Programs Must Report Their Version β michael.stapelberg.ch
Building a dry-run mode for the OpenTelemetry Collector
Signal Studio has introduced a “dry-run” mode for OpenTelemetry Collector configurations to help engineers safely test telemetry pipelines without risking production data. The tool utilizes static configuration analysis and live metrics to visualize pipeline structures and detect potential runtime issues.
- Building a dry-run mode for the OpenTelemetry Collector β simme.dev
Tail-call Interpreter in Rust
A new tail-call interpreter for the Uxn CPU emulator has been implemented using the become keyword in nightly Rust. This implementation outperforms both previous Rust-based versions and hand-coded ARM64 assembly.
- A tail-call interpreter in (nightly) Rust β mattkeeter.com
Building slogbox
Slogbox is a custom slog.Handler that uses a pre-allocated ring buffer to maintain a fixed number of recent log records in memory. The tool optimizes performance by storing raw slog.Record values rather than formatted strings, deferring serialization costs until the data is explicitly read.
- Building slogbox β alexrios.me
Roogle: A Rust API search engine
Roogle is a Rust API search engine that enables users to locate functions and methods by their names and type signatures. The tool supports queries for both primitive and custom types and can be run either locally or via Docker.
- Roogle: A Rust API search engine β github.com
Code Freezes can have the opposite effect
While code freezes are intended to increase software stability, their success depends on having clearly defined rules and success criteria. Critics argue that instead of implementing freezes, companies should focus on improving their deployment processes to manage frequent changes more reliably.
- Code Freezes can have the opposite effect β jensrantil.github.io
Good APIs Age Slowly
High-quality APIs are defined by their long-term stability and ability to withstand changing requirements rather than their initial elegance. To prevent brittle dependencies, designers should maintain strict boundaries between public contracts and internal implementations by exposing as little information as possible.
- Good APIs Age Slowly β yusufaytas.com
OpenJDK: Panama
Project Panama aims to enhance the connection between the Java virtual machine and foreign, non-Java APIs through improved native function calling and data access. The project involves developing components such as vector support and the jextract tool for eventual integration into the JDK.
- OpenJDK: Panama β openjdk.org
LibreOffice β Let’s put an end to the speculation
The Document Foundation is addressing legal and structural challenges resulting from past violations of non-profit laws, specifically regarding conflicts of interest in development contracts and brand usage. These issues, alongside the controversial creation of a parallel organization called TDC, have prompted an audit to preserve the foundation’s non-profit status.
- LibreOffice β Let’s put an end to the speculation β blog.documentfoundation.org
Microsoft hasn’t had a coherent GUI strategy since Petzold
Microsoft has reportedly lacked a coherent graphical user interface (GUI) strategy since the era of Charles Petzold. The critique suggests that the company has struggled to maintain a unified approach to its interface design over the long term.
- Microsoft hasn’t had a coherent GUI strategy since Petzold β jsnover.com
Why Over-Engineering Happens
Software over-engineering involves designing unnecessarily complex architectures to address hypothetical future problems, which often results in increased costs and slower delivery. To avoid this, developers should focus on creating simple, context-appropriate systems that scale alongside actual business growth.
- Why Over-Engineering Happens β yusufaytas.com
SPF/PC v4 for MS-DOS, FreeDOS, x86
SPF/PC v4 is an abandoned ISPF-like environment and editor from approximately 1993 that includes a REXX implementation. The software is compatible with MS-DOS, FreeDOS, and Windows, and can be run effectively via DOSBox.
- SPF/PC v4 for MS-DOS, FreeDOS, x86 β github.com
Perfmon β Consolidate your favorite CLI monitoring tools into a single TUI
Perfmon is a lightweight, Go-based TUI performance monitor for Linux and macOS that consolidates various CLI diagnostic tools into a single, tabbed interface. It features real-time sparklines and adaptive themes, and supports custom shell command integration via TOML configuration files.
Iguanaworks has closed and our products are no longer sold
Iguanaworks has announced its closure and that its products are no longer available for purchase. The company previously specialized in USB IR Transceivers designed to control home electronics using Linux and Windows computers.
- Iguanaworks has closed and our products are no longer sold β iguanaworks.net
Docker Offload
Docker has announced the general availability of Docker Offload, a managed cloud service that moves the container engine to a secure cloud. The service enables developers in restricted environments, such as VDI, to run Docker Desktop using familiar workflows and CLI commands without requiring local reconfiguration or changes to existing infrastructure.
- Docker Offload β docker.com
GabeN Is Shitting Yacht Money into Flatpak and You’re Still Arguing Init Systems
An OpenMW developer argues that software engineers should prioritize providing reliable, accessible deliverables like Flatpak rather than engaging in ideological disputes over packaging formats. The author contends that focusing on technical debates, such as the merits of AppImage versus Flatpak, ultimately hinders the effective distribution of software to users.
Modern Generic SVGA driver for Windows 3.1
The vbesvga.drv and vddvbe.386 project is a modern Generic SVGA driver designed for Windows 3.1 and Windows 9x. It supports 8-bit to 32-bit graphics modes via VESA BIOS Extensions, enabling high-resolution, true-color rendering on modern graphics hardware.
- Modern Generic SVGA driver for Windows 3.1 β github.com
What if the browser built the UI for you?
The author proposes a shift from service-controlled frontends to an “adaptive browser” that generates user interfaces on the client side. In this model, services would provide a semantic manifest of their capabilities, allowing the browser to render customized, accessible layouts tailored to each user’s specific preferences.
- What if the browser built the UI for you? β jonno.nz
Explore union types in C# 15
C# 15 introduces union types via the new union keyword, allowing a value to represent exactly one type from a fixed, closed set of potentially unrelated types. This feature enables compiler-enforced exhaustive pattern matching, ensuring all possible cases are handled in switch expressions without requiring a default branch.
- Explore union types in C# 15 β devblogs.microsoft.com
Demonstrating Real Time AV2 Decoding on Consumer Laptops
At CES 2026, AOMedia members Google and VideoLAN demonstrated real-time AV2 decoding on consumer laptops using both native applications and browser-based streaming. These demonstrations, utilizing reference implementations, proved that AV2 can function end-to-end in realistic playback environments on standard hardware.
- Demonstrating Real Time AV2 Decoding on Consumer Laptops β aomedia.org
Isseven
Isseven v7.7.7 has launched as a number validation API that identifies whether a submitted number is seven. The service offers multiple subscription tiers, ranging from a free ad-supported version to paid Pro and Enterprise plans.
- Isseven β isseven.app
Contrapunk β Real-time counterpoint harmony from guitar input, in Rust
Contrapunk is an open-source, real-time MIDI harmony generator and guitar-to-MIDI converter built in Rust. It features sub-10ms latency and applies various historical counterpoint rules to live guitar input across web and desktop platforms.
- Contrapunk β Real-time counterpoint harmony from guitar input, in Rust β contrapunk.com
AWS Engineer Reports PostgreSQL Perf Halved by Linux 7.0, Fix May Not Be Easy
An AWS engineer has reported that the Linux 7.0 development kernel is causing PostgreSQL throughput to drop by nearly 50% on Graviton4 servers. The regression stems from changes to kernel preemption modes, and developers suggest that rather than reverting the change, PostgreSQL may need to be updated to utilize the Restartable Sequences (RSEQ) extension.
π‘οΈ Security & Privacy
DPI bypass using eBPF sock_ops and fake TLS ClientHello injection
The tool gecit utilizes eBPF on Linux to bypass Deep Packet Inspection (DPI) by injecting fake TLS ClientHello packets with spoofed SNIs and low TTL values. This method desynchronizes middleboxes by allowing fake packets to reach the DPI but expire before reaching the destination server. Additionally, the tool includes a built-in DNS-over-HTTPS resolver to bypass DNS-level blocking.
Mikko HyppΓΆnen: From fighting malware to building anti-drone systems for military and police
Mikko HyppΓΆnen, a cybersecurity veteran with over 35 years of experience in malware analysis, is pivoting to develop anti-drone systems for law enforcement and the military. Driven by the rise of drone warfare, he aims to address the emerging security challenges posed by unmanned aerial technologies.
- Mikko HyppΓΆnen: From fighting malware to building anti-drone systems for military and police β techcrunch.com
EU CSAM scanning legislation expires
The expiration of EU legislation allowing tech companies to voluntarily scan private messages for child sexual abuse material (CSAM) will make such scanning illegal in Europe. In response, major tech companies are calling for urgent regulatory negotiations to establish a permanent legal framework for child safety.
- Reaffirming our commitment to child safety in the face of EuropeanUnion inaction β blog.google
- EU legislation allowing voluntary CSAM scanning by tech and social media companies expired April … β politico.eu
Researchers didnβt want to glamorize cybercrims. So they roasted them
Trellix researchers have launched “The Dark Web Roast,” a blog that uses memes and mockery to de-glamorize cybercriminals. The initiative aims to strip threat actors of their perceived mythical status by highlighting their incompetence, using psychological pressure to help dismantle criminal networks.
- Researchers didnβt want to glamorize cybercrims. So they roasted them β go.theregister.com
Banray.eu: Raising awareness of the terrible idea that is always-on AI glasses
Investigations have revealed that footage from Meta’s Ray-Ban smart glasses is sent to subcontractors in Kenya, where workers review sensitive and private recordings of non-consenting individuals. Critics argue the device functions as a surveillance tool used to harvest data for training Meta’s AI models, potentially violating privacy regulations.
Someone at BrowserStack is leaking users’ email addresses
A user discovered that their unique email address, used exclusively for BrowserStack, was shared with Apollo.io through BrowserStack’s customer contributor network. Although Apollo.io initially claimed the address was derived via an algorithm, the company later admitted the information was provided directly by BrowserStack.
- Someone at BrowserStack is leaking users’ email addresses β shkspr.mobi
OsintRadar β Curated directory for osint tools
OsintRadar is a project that provides a curated directory of open-source intelligence (OSINT) tools. The platform also organizes various frameworks and techniques for intelligence gathering in one centralized location.
- OsintRadar β Curated directory for osint tools β osintradar.com
π Science & Innovation
How Nvidia learned to embrace the light in its quest for scale
Nvidia plans to transition from copper to photonic interconnects to enable the connection of over 1,000 GPUs in a single system by 2028. This shift addresses the signal degradation limits of copper-based connectivity at high speeds. To support this massive scale, the company is investing heavily in the optics and interconnect supply chain.
- How Nvidia learned to embrace the light in its quest for scale β go.theregister.com
The Mechanics of Steins Gate (2023) [pdf]
This 2023 publication provides a detailed analysis of the fictional time-travel principles and scientific mechanics featured in the Steins;Gate universe. The document explores the underlying logic and theoretical physics used to drive the series’ narrative.
- The Mechanics of Steins Gate (2023) [pdf] β github.com
Trump Slashed Science Funding. Now the U.S. Could Face a Costly Brain Drain
Budget cuts to science research and attacks on academia during the Trump administration are prompting talented scientists to seek opportunities abroad. This “brain drain” threatens U.S. leadership in medical and technological innovation and could potentially cost the American economy nearly $1 trillion over the next decade.
Port of LA turns to electric terminal trucks to to slash dwell times
APM Terminals has slashed truck idle times at the Port of Los Angeles from 90 to 35 minutes by investing in an electrified fleet and shore power for ships. These decarbonization efforts have also substantially reduced fuel costs and improved operational reliability.
Bacteria found in the human intestine capable of improving muscle strength
Researchers have identified the gut bacterium Roseburia as playing a key role in maintaining muscle strength and physical fitness through a “gut-muscle axis.” Because levels of this bacterium decrease with age, scientists suggest it could be developed into a probiotic to help prevent muscle loss in older adults.
From birds to brains: My path to the fusiform face area (2024)
Nancy Kanwisher recounts her scientific journey, moving from studying bird physiology in Norway to pursuing cognitive psychology at MIT. Guided by the mentorship of Molly Potter, her research focus shifted from biological studies toward investigating the neural mechanisms underlying visual perception.
- From birds to brains: My path to the fusiform face area (2024) β kavliprize.org
The Melanesian: Dark-skinned people with blonde hair region of Oceania (2022)
Melanesian populations in the South Pacific possess a unique genetic allele that produces blonde hair independently of European ancestry. The region is also characterized by significant linguistic and genetic diversity among its various indigenous groups.
Computational Physics (2nd Edition) (2025)
The website for Mark Newman’s Computational Physics, 2nd edition offers a variety of free supplementary resources for instructors and students. Available materials include sample chapters, programs, data files, and exercises for educational or personal use.
- Computational Physics (2nd Edition) (2025) β websites.umich.edu
Aegis β open-source FPGA silicon
Aegis is an end-to-end, fully open-source FPGA project that encompasses silicon fabric design, a complete development toolchain, and an ASIC tapeout pipeline. The project utilizes open PDKs and shuttle services to enable the physical production of hardware, such as the Aegis Terra 1 device.
- Aegis β open-source FPGA silicon β github.com
Introduction to Computer Music [pdf]
This document provides a foundational overview of the principles and techniques used in the field of computer music. It introduces the core concepts of digital sound synthesis and musical composition through computational methods.
- Introduction to Computer Music [pdf] β composerprogrammer.com
SpaceX Pushes Back Crucial Starship Test Launch
SpaceX has rescheduled the next test flight of its Starship rocket to early or mid-May. This delay follows previous launch targets that were originally set for early March and April 7.
- SpaceX Pushes Back Crucial Starship Test Launch β wsj.com
Brain scans reveal how to enters a psychedelic-like trance without drugs
A neuroimaging study published in NeuroImage has identified specific brain connectivity changes that occur when an individual voluntarily enters a drug-free, transcendental visionary state. Using fMRI, researchers found that this state is characterized by decreased visual and somatosensory connections alongside increased connectivity in the brain’s frontoparietal control regions.
The secrets of black holes and the Higgs mass could be hidden in a 7D geometry
A 7D geometry may hold the secrets to understanding both black holes and the Higgs mass. This theoretical framework suggests a potential connection between these two complex physical phenomena.
π Internet & Digital Life
A look at how some teens use popular role-playing chatbots and, for parents, the high stakes task…
Teenagers are increasingly using AI role-playing chatbots for entertainment, storytelling, and emotional support during periods of loneliness or distress. Driven by pervasive and sometimes provocative advertisements, these interactions can range from harmless role-play to more sexually explicit content.
- A look at how some teens use popular role-playing chatbots and, for parents, the high stakes task… β nytimes.com
Italian TV Copyright-Strikes Nvidia over Nvidia’s Own DLSS 5 Footage
An Italian television station has issued a copyright strike against Nvidia for using footage of the company’s own DLSS 5 technology. The strike involves the use of Nvidia’s proprietary deep learning super sampling material.
Enter an Instagram/TikTok handle, get a data-backed price for collab
A new tool has been developed that provides data-backed pricing suggestions for Instagram and TikTok collaborations based on a user-entered handle. The platform utilizes key metrics and recommendations to help users determine fair offers for influencer marketing.
- Enter an Instagram/TikTok handle, get a data-backed price for collab β priceinfluencer.com
The Free Market Lie: Why Switzerland Has 25 Gbit Internet and America Doesn’t
Switzerland achieves ultra-fast 25 Gbit/s internet speeds by allowing multiple providers to compete over a shared, neutral fiber infrastructure. In contrast, the United States and Germany suffer from slower, shared connections and limited competition due to inefficient infrastructure models.
- The Free Market Lie: Why Switzerland Has 25 Gbit Internet and America Doesn’t β sschueller.github.io
Phone-free bars and restaurants on the rise across the U.S.
An increasing number of U.S. bars and restaurants are implementing phone-free policies to encourage guests to disconnect from digital distractions and focus on social interaction. These establishments, ranging from independent venues to major chains, utilize methods such as phone lockers or digital-detox incentives to foster more immersive dining experiences.
Sad Story of My Google Workspace Account Suspension
A Google Workspace super admin account was suspended after Google flagged it as “hijacked” following the removal of a recovery phone number during overseas travel. The lockout has paralyzed critical business operations, including payroll and access to third-party authentication services. Despite successfully verifying domain ownership, the user remains unable to regain access to their essential services.
- Sad Story of My Google Workspace Account Suspension β zencapital.substack.com
Friendica β A Decentralized Social Network
Friendica is a decentralized social network that operates without a central authority or ownership. It enables seamless interaction, including posting and commenting, across a network of interconnected and compatible sites.
- Friendica β A Decentralized Social Network β friendi.ca
Dynamics of (Not) Being Perceived: Grief and Relief After Leaving Social Media
The author explores the emotional implications of leaving social media, framing the departure as an opportunity for personal growth and liberation from the pervasive influence of platform capitalism. The text examines how the transition of digital media from simple tools to omnipresent platforms affects individual perception and the capacity for meaningful social organization.
- Dynamics of (Not) Being Perceived: Grief and Relief After Leaving Social Media β networkcultures.org
mailtrim β find what’s actually filling your Gmail inbox
mailtrim is a new open-source tool designed to help users identify and clean up Gmail storage bloat by ranking senders based on their actual storage impact. The application runs entirely locally for privacy and features a confidence scoring system to safely assist with bulk-deleting emails.
π Society & Global Affairs
(Artificial) Intelligence saturation and the future of work
A new research paper introduces a framework modeling AI and physical capital as complementary sectors to reconcile economic and computer science perspectives on technological growth. The research demonstrates that as AI automates intelligence-based tasks, the resulting shift of human labor toward the physical sector can cause wages to follow a non-monotonic trajectory of initial increase followed by a decrease.
- (Artificial) Intelligence saturation and the future of work β brookings.edu
Rethinking open source mentorship in the AI era
The rise of AI-generated contributions is making it increasingly difficult for open source maintainers to evaluate code quality and identify potential mentees. This surge in volume threatens to overwhelm maintainers, necessitating new strategic frameworks to sustain mentorship and community growth.
- Rethinking open source mentorship in the AI era β github.blog
China’s K-12 AI: Easing teacher workloads, aiding rural schools, and helping disabled students
The Chinese government aims to universalize AI access in K-12 education by 2030 to enhance educational quality and reduce regional inequities. However, significant resource disparities between urban and rural schools present a major obstacle to the successful implementation of these technologies.
- China’s K-12 AI: Easing teacher workloads, aiding rural schools, and helping disabled students β chinatalk.media
Software engineering jobs hit 67k+, up 30% in 2026, a 3-year high, up 2x since mid-2023 (TrueUp)
Software engineering job openings have risen to over 67,000, marking a 30% increase so far in 2026 and the highest level in three years. Contrary to fears that AI is replacing engineers, data from TrueUp suggests that heavy investment in AI is actually driving a rebound in tech hiring.
- Software engineering jobs hit 67k+, up 30% in 2026, a 3-year high, up 2x since mid-2023 (TrueUp) β businessinsider.com
Planet Labs withholds Iran satellite imagery
Planet Labs will indefinitely withhold satellite imagery of Iran and the Middle East conflict region to comply with a U.S. government request aimed at preventing military misuse by adversaries. Instead, the company plans to implement a managed distribution system to release images for urgent, mission-critical, or public interest needs on a case-by-case basis.
- US commercial satellite provider Planet Labs is indefinitely withholding access to imagery of Ira… β reuters.com
AI agents promise to ‘run the business,’ but who is liable if things go wrong?
The rise of AI agents capable of automating business functions has created significant legal ambiguity regarding liability for unpredictable outcomes. While vendors may be reluctant to offer warranties due to the non-deterministic nature of the technology, regulators maintain that human organizations remain ultimately accountable for AI-driven decisions.
- AI agents promise to ‘run the business,’ but who is liable if things go wrong? β go.theregister.com
In Japan, the robot isn’t coming for your job; it’s filling the one nobody wants
Japan is accelerating the adoption of physical AI to address critical labor shortages caused by a shrinking working-age population. By leveraging its established leadership in robotics hardware, the Japanese government aims to capture a 30% share of the global physical AI market by 2040.
UK intelligence censored report on global warming and homeland security
A report from the UKβs Joint Intelligence Committee warns that biodiversity loss and ecosystem collapse pose a direct threat to national security by potentially driving resource competition and military escalation. However, allegations suggest the publicly released assessment was a redacted version of a more alarming internal analysis that included warnings of mass migration and potential nuclear conflict.
- UK intelligence censored report on global warming and homeland security β theoryofchange1.substack.com
How a British father and son made a fortune in Dubai then became wanted men
British businessman Albert Douglas was captured by UAE soldiers while attempting to flee to Oman to avoid legal penalties stemming from his son’s business debts. Following his arrest, Douglas alleges he was subjected to severe physical torture and interrogation while in custody.
- How a British father and son made a fortune in Dubai then became wanted men β theguardian.com
With one million displaced, Lebanon turns to digital wallets for aid
As Israeli attacks have displaced over one million people in Lebanon, humanitarian aid is increasingly shifting from traditional banking channels to digital fintech platforms. These digital wallets and peer-to-peer transfers enable the rapid, direct distribution of funds to displaced and unbanked populations.
Meta, Google under attack as court cases bypass 30-year-old legal shield
Tech giants Meta and Google are facing a series of lawsuits designed to bypass the legal protections of Section 230 by arguing that platforms are no longer neutral intermediaries. These legal challenges could establish precedents that hold companies liable for harms related to both user-generated content and new artificial intelligence models.
EPA official in charge of methane regulations was an oil and gas lobbyist
EPA official Aaron Szabo, who is leading efforts to loosen methane pollution regulations, previously worked as an oil and gas lobbyist drafting arguments against such environmental controls. His current actions, including delaying compliance deadlines and soliciting input from industry groups, have raised concerns regarding industry capture within the agency.
- EPA official in charge of methane regulations was an oil and gas lobbyist β propublica.org
Japanese, French and Omani vessels cross Strait of Hormuz
Recent transits of Omani, French, and Japanese-owned vessels through the Strait of Hormuz indicate a partial resumption of traffic following an Iranian maritime blockade. This movement follows Iran’s policy of allowing passage to ships that lack links to the United States or Israel.
- Japanese, French and Omani vessels cross Strait of Hormuz β japantoday.com
Drivers May Soon Pay Taxes Based on How Much Their Car Weighs
The Alliance for Automotive Innovation proposes replacing the federal gas tax with a vehicle weight-based fee to address declining highway funding caused by the rise of electric and hybrid vehicles. This potential new fee structure could disproportionately impact owners of heavier vehicles, such as SUVs, pickup trucks, and EVs.
- Drivers May Soon Pay Taxes Based on How Much Their Car Weighs β autoblog.com
Why the US Can’t Have Nice Things, Part 2
A recent travel narrative recounts severe bureaucratic delays at JFK airport and a distressing, unsanitary subway ride in New York City. The author uses these personal experiences to critique the declining quality of public infrastructure and services in the United States.
- Why the US Can’t Have Nice Things, Part 2 β walkingtheworld.substack.com
The Hormuz Hypothesis β What If the U.S. Navy Isn’t in a Hurry to Reopen Hormuz?
The U.S. government has established a $20 billion maritime reinsurance facility to provide essential war risk coverage following the cancellation of insurance by major P&I clubs in the Persian Gulf. This initiative suggests a potential shift toward managing shipping stability in the Strait of Hormuz through financial underwriting rather than relying solely on traditional naval presence.
Common drug tests lead to tens of thousands wrongful arrests a year
Colorado has enacted the first U.S. law banning arrests based solely on colorimetric drug test results due to their high frequency of false positives. These inexpensive field tests often misidentify common substances, such as sugar or bird droppings, as illegal narcotics, leading to wrongful arrests and severe personal consequences.
Goldman Sachs: biggest oil crisis in history is about to hit
Goldman Sachs analysts have warned of an impending global oil crisis that could lead to profound and destructive consequences. Their new report, “Are We Running Out of Oil?”, concludes that the world is indeed facing a depletion of oil resources.
U.S. Rescues Officer from Downed Fighter Jet in Iran
Following the successful rescue of a U.S. airman after an F-15E jet was downed in Iran, President Trump has threatened to bomb Iranian power plants if the Strait of Hormuz is not reopened by Monday. The ultimatum comes amid escalating tensions and threats of retaliation between the two nations.
- U.S. Rescues Officer from Downed Fighter Jet in Iran β nytimes.com
Families Can Now Eat Some Fish from Hudson River for First Time in 50 Years
The New York State Department of Health has updated its fish consumption advisories, allowing families to eat certain species from the Lower Hudson River for the first time in 50 years due to declining PCB levels. However, the Department also issued more restrictive guidance for other New York waterbodies following the detection of PFOS in some fish.
Evacuation of U.S. troops from Mideast base sends community groups scrambling
Hundreds of U.S. sailors and their families have been evacuated from Bahrain to the United States following missile and drone attacks on military bases in the Middle East. As many arrived with very few personal belongings, community groups are scrambling to provide essential supplies and support to those relocated.
Shooting down ideas is not a skill
The article argues that criticizing new ideas in meetings is not a productive skill because it focuses on risk avoidance rather than value creation. While identifying flaws can prevent mistakes, the author contends that true innovation only occurs when people move beyond preservation to explore new possibilities.
- Shooting down ideas is not a skill β scottlawsonbc.com