The coming PLG to SLG apocalypse (withsahel.com)

The article argues that product-led growth is rapidly evolving toward enterprise, compressing timelines and shifting companies from initial developer adoption to broader enterprise trust.

Hackers now exploit critical F5 BIG-IP flaw in attacks, patch now (bleepingcomputer.com)

F5 says a BIG-IP APM vulnerability (CVE-2025-53521) has been reclassified as critical remote code execution and is being exploited to deploy webshells, urging organizations to patch and check for indicators of compromise.

How Reverse Game Theory Could Solve the Housing Shortage (noemamag.com)

The article argues that housing shortages can be eased by “reverse game theory” or mechanism design, using examples like Montgomery County’s transferable development rights system that make cooperation the incentive-aligned outcome for both developers and landowners.

Pharma is dosing drugs wrong – the quantum tunneling correction nobody is using (sectio-aurea-q.github.io)

The article argues that common drug pharmacokinetic dosing models omit published quantum tunneling corrections for enzyme-mediated drug metabolism, potentially causing patients to receive systematically lower (or sometimes higher) effective drug exposure.

Euro-Office Wants to Replace Google Docs and Microsoft Office (howtogeek.com)

Euro-Office is a new open-source project backed by European companies aiming to provide a web-based, collaborative online office editor that can integrate with cloud services and edit standard Office and OpenDocument file formats.

In Math, Rigor Is Vital. But Are Digitized Proofs Taking It Too Far? (quantamagazine.org)

The piece argues that while formalizing proofs in systems like Lean can strengthen mathematical certainty, it may also risk shifting effort away from intuition-driven discovery and making math less flexible or elegant.

Parrots pack twice as many neurons as primate brains of the same mass (dhanishsemar.com)

The article explains how kea parrots may strategically disrupt traffic to trigger humans exiting for food, then surveys research suggesting bird brains are highly dense in neurons—often rivaling or exceeding primate forebrains of similar mass.

Show HN: Phantom – Open-source AI agent on its own VM that rewrites its config (github.com) AI

Phantom is an open-source “AI co-worker” that runs on its own VM, uses persistent memory and an MCP server, and can autonomously install/configure tools (e.g., building dashboards, APIs, and monitoring) rather than acting as a disposable chat session.

How to Turn Anything into a Router (nbailey.ca)

The article explains how to repurpose common computer hardware running Linux as a home router by bridging LAN interfaces, enabling Wi‑Fi via hostapd, and configuring IP forwarding, nftables NAT/firewall, and dnsmasq for DHCP/DNS.

Craig Newmark: Billionaires, Stop Whining About the Giving Pledge (nytimes.com)

Craig Newmark argues in an opinion column that billionaires should stop complaining about the Giving Pledge and instead focus on more constructive, accountable philanthropy.

Stanford study reveals AI vision models invent images they never see (arxiv.org) AI

A Stanford team reports that multimodal AI vision-language models can produce plausible image descriptions and medical answers for images they were never given, highlighting evaluation gaps and proposing a vision-grounded benchmark approach.

Spring Boot Done Right: Lessons from a 400-Module Codebase (medium.com)

The article distills seven scalability patterns from Apereo CAS’s 400-module Spring Boot codebase, focusing on modular auto-configuration, type-safe feature flags, replaceable beans, and safe runtime conditional wiring.

How the AI Bubble Bursts (martinvol.pe)

The blog argues that high AI spending and weak monetization are setting up a faster-than-expected funding and profit squeeze, with big labs like OpenAI especially vulnerable and broader market impacts for datacenters, GPUs, and even credit systems.

User Mode Linux (kernel.org)

The User Mode Linux HOWTO explains how to run the Linux kernel as a user-space process, including compiling, booting, configuring networking and storage, and debugging it without affecting the host kernel.

Spain closes airspace to aircraft involved in Iran war (english.elpais.com)

Spain has closed its airspace and barred its Rota and Morón bases from handling aircraft involved in the U.S.-Israel strike on Iran, while U.S. forces still carry out logistics and related missions via existing agreements and operations routed through other European countries.

Mathematical methods and human thought in the age of AI (arxiv.org) AI

The paper argues that AI should be developed and used in a human-centered way, especially in mathematics, to advance human thought while addressing concerns about resources and job displacement.

Comprehensive C++ Hashmap Benchmarks (2022) (martin.ankerl.com)

The article reports updated (Aug 2022) benchmark results comparing 29 C++ hashmap implementations across many hash functions and workloads, detailing how insertion, lookup, iteration, and erase performance varies under controlled conditions.

MCP is great, you're just using it wrong (techstackups.com)

The article argues that Model Context Protocol (MCP) is being misapplied and should be used differently.

Ghostmoon.app – The Swiss Army Knife for your macOS menu bar (mgrunwald.com)

A macOS productivity app is highlighted that provides quick utilities from the menu bar.

Hamilton-Jacobi-Bellman Equation: Reinforcement Learning and Diffusion Models (dani2442.github.io) AI

The post explains how reinforcement learning concepts like the Hamilton-Jacobi-Bellman equation connect to diffusion models.

Towards end-to-end automation of AI research (nature.com) AI

The article describes work toward end-to-end automation of the AI research process, aiming to streamline how models are designed, trained, evaluated, and iterated.

AI and bots have officially taken over the internet (cnbc.com) AI

The story reports that AI bots are increasingly generating and influencing online activity, reshaping how content circulates across the internet.

Douglas Lenat's Automated Mathematician Source Code (github.com) AI

Douglas Lenat’s automated mathematician codebase is shared on GitHub, describing software for automated discovery in mathematics.

Apple scales back its AI ambitions and sticks to selling hardware (neowin.net) AI

Report says Apple is scaling back its AI ambitions and refocusing on selling hardware.

Tech CEOs suddenly love blaming AI for mass job cuts. Why? (bbc.com) AI

The BBC discusses how tech leaders are increasingly attributing mass layoffs to AI and how that narrative is shaping perceptions of job cuts.