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The Tech Industry's Inclusion Illusion: A Schizoaffective Programmer's Story

2025-08-28

The Tech Industry's Inclusion Illusion: A Schizoaffective Programmer's Story

A programmer with schizoaffective disorder recounts their experience of being systematically excluded from over 20 tech companies over the past few years, each time after disclosing their mental health condition. This powerful essay details the systemic discrimination faced in healthcare, the workplace, and personal relationships, exposing the gap between tech companies' performative diversity initiatives and the reality of supporting employees with severe mental illnesses. The author calls for genuine inclusion across healthcare, professional environments, communities, and personal relationships, moving beyond superficial awareness.

(kennethreitz.org)

Tech workplace discrimination

Stricter Memory Safety Rules: Introducing Child Groups

2025-08-28

This article introduces a stricter memory safety rule by introducing the concept of "child groups." The old rule was too lenient; the new rule more precisely defines which references need to be invalidated when an object is mutated. Using the `Entity` struct as an example, the article explains how to distinguish between the object itself and its "child groups" (e.g., elements in a list, objects pointed to by pointers). The new rule states that when an object might be modified, references to the object itself remain valid, but references to child groups become invalid. Through code examples, the article clearly demonstrates how the new rule enhances memory safety and avoids dangling pointers.

(verdagon.dev)

Development references

Pleasure Reading Plummets 40% in the US: A Digital Age Warning?

2025-08-28

Pleasure Reading Plummets 40% in the US: A Digital Age Warning?

A new survey reveals a stark 40 percent decline in daily pleasure reading among US adults between 2003 and 2023. Researchers highlight this isn't a minor dip, but a sustained 3 percent annual decrease. This trend correlates with increased consumption of digital media. While those who still read are doing so for slightly longer, the decline is sharper among Black Americans, lower-income individuals, and those living outside cities, highlighting socioeconomic disparities. The research team urges targeted strategies, such as community-led initiatives, to reverse this concerning trend.

(www.sciencealert.com)

Misc declining readership socioeconomic disparity

AI Inference Costs: Not as Expensive as You Think

2025-08-28

AI Inference Costs: Not as Expensive as You Think

This article challenges the narrative that AI inference is prohibitively expensive and unsustainable. By calculating the costs of running AI inference on H100 GPUs, the author demonstrates that input processing is incredibly cheap (fractions of a cent per million tokens), while output generation is significantly more expensive (dollars per million tokens). This cost asymmetry explains the profitability of some applications (like coding assistants) and the high cost of others (like video generation). The author argues that this cost disparity is often overlooked, leading to an overestimation of AI inference costs, which may benefit incumbents and stifle competition and innovation.

(martinalderson.com)

AI AI inference cost model economics

Real-time AI Rendering of an ASCII Game: Challenges and Breakthroughs

2025-08-28

Real-time AI Rendering of an ASCII Game: Challenges and Breakthroughs

The author renders a prehistoric dinosaur game, "Thunder Lizard," in real-time using AI, transforming its ASCII graphics into high-definition visuals. This presented significant challenges: completing AI image generation, transmission, and display within 30 milliseconds. Leveraging fal.ai's low-latency inference capabilities and WebSocket connections, the author achieved 10 FPS rendering, albeit with noticeable latency. Model selection involved experimenting with ControlNet and image-to-image models, ultimately settling on a fast model and training custom LoRA weights to improve image quality. While the results aren't perfect, the experiment demonstrates the feasibility of real-time AI game rendering, opening exciting possibilities for future game development.

(blog.jeffschomay.com)

Game image generation models

Code Time Machine: Automatic Change Detection & One-Click Rollback

2025-08-28

This tool automatically monitors your entire project for file changes without any setup. Create instant snapshots of your project before risky changes with one click. A built-in diff viewer clearly shows changes between snapshots, tracking additions, modifications, and deletions. Instantly restore your project to any previous snapshot – a true code time machine for fearless experimentation. It seamlessly integrates with Claude Desktop via MCP protocol, automatically creating checkpoints upon task completion, and provides full project backups for peace of mind.

(claude-checkpoints.com)

Development code version control project backup diff viewer

Mastering the Core Math of Machine Learning: From Bayes to Attention

2025-08-28

This blog post provides a comprehensive guide to the most crucial mathematical equations in machine learning, covering probability, linear algebra, and optimization. It explains concepts like Bayes' Theorem, entropy, gradient descent, and backpropagation with clear explanations and Python code examples. Furthermore, it delves into advanced topics such as diffusion processes and the attention mechanism, providing practical implementations. This is an invaluable resource for anyone seeking to understand the core mathematical foundations of machine learning.

(chizkidd.github.io)

AI math equations

Deep Dive into GANs: The Math Behind Generative Adversarial Networks

2025-08-28

This post delves into the mathematical foundations of Generative Adversarial Networks (GANs). Starting with the basic concepts, the author meticulously explains the loss functions of the generator and discriminator, deriving conditions for optimal discriminator and generator. Using mathematical tools like binary cross-entropy and JS divergence, the adversarial process between generator and discriminator during GAN training is clearly illustrated. The ultimate goal is to make the distribution of generated data as close as possible to that of real data. The post also briefly introduces GAN training methods and highlights subtle differences in formulas compared to Goodfellow's original paper.

(jaketae.github.io)

AI Generative Adversarial Networks

Synthetic Gasoline: A Green Alternative to Fossil Fuels?

2025-08-28

Synthetic Gasoline: A Green Alternative to Fossil Fuels?

Synthetic gasoline, also known as synthetic fuel or e-fuel, is a liquid fuel manufactured through chemical processes rather than extracted from crude oil. It uses readily available raw materials like CO2 and H2, converting them into hydrocarbon chains resembling conventional gasoline via processes like Fischer-Tropsch synthesis. Its environmental impact hinges on the CO2 source: atmospheric capture or biomass combustion could lead to carbon neutrality or even negativity, while fossil fuel-derived CO2 diminishes its benefits. Currently expensive, its cost is expected to decrease with technological advancements and scale, potentially playing a significant role in sectors like aviation and shipping.

(iere.org)

Tech synthetic gasoline sustainable fuel

Insect Diapause: The Science of Manipulating Life's Pause Button

2025-08-28

Insect Diapause: The Science of Manipulating Life's Pause Button

From bears hibernating to insects entering diapause, nature is full of mysteries of life's pause button. This article delves into insect diapause – a programmed state of developmental arrest – and its immense potential in agriculture, disease control, and insect farming. For millennia, humans have indirectly controlled pest diapause through methods like crop rotation. Now, scientists are attempting to manipulate the hormones and environmental factors governing diapause for more precise pest control and to improve the efficiency of beneficial insect farming. Research on diapause not only promises huge economic benefits but also helps us better understand the very mysteries of life itself.

(www.asimov.press)

Tech insect diapause biological control

Room-Temperature Plastic-to-Petrol Conversion Achieves 95%+ Efficiency

2025-08-28

Room-Temperature Plastic-to-Petrol Conversion Achieves 95%+ Efficiency

Scientists in the US and China have developed a one-step method to convert mixed plastic waste into petrol at room temperature and ambient pressure, achieving over 95% efficiency. This energy-efficient process uses less equipment and fewer steps than conventional methods, making it scalable for industrial use. The method combines plastic waste with light isoalkanes, producing gasoline-range hydrocarbons (molecules with 6-12 carbons) and hydrochloric acid, which can be safely neutralized and reused. This breakthrough addresses the challenge of processing polyvinyl chloride (PVC), integrating dechlorination and upgrading into a single stage, avoiding the high-temperature dechlorination step required by traditional methods. Tests show high conversion efficiency even with real-world mixed and contaminated waste streams, offering a promising pathway towards circular economy goals.

(interestingengineering.com)

Tech

Shocking! Most Open Source Projects Are Maintained by a Single Person

2025-08-28

Shocking! Most Open Source Projects Are Maintained by a Single Person

A recent article reveals a shocking truth about the open-source world: over 7 million open-source projects are maintained by just one person! This includes many popular NPM packages with over a million downloads. The author argues that focusing on the maintainer's nationality is pointless; the real issue is that these developers severely lack resources and support, posing a potential supply chain risk. Instead of demonizing individual developers, we should focus on how to better support them.

(opensourcesecurity.io)

Development single maintainer

A Fast Bytecode VM for Arithmetic (Part 2): Compiler and Decompiler in Haskell

2025-08-28

A Fast Bytecode VM for Arithmetic (Part 2): Compiler and Decompiler in Haskell

This post, the second in a series, details a compiler and decompiler for a fast bytecode virtual machine for arithmetic expressions in Haskell. It explains why bytecode is faster than AST interpretation, designs a stack-based bytecode virtual machine, and outlines bytecode instructions for Num, BinOp, Var, and Let AST nodes. The compiler uses pre-allocated byte arrays and pointer manipulation for performance, with robust error handling. Performance benchmarks comparing various data structures and control flow are presented. Finally, a decompiler is implemented to aid debugging and testing.

(abhinavsarkar.net)

Development

Leeches: An Ancient Remedy Re-examined

2025-08-28

Leeches: An Ancient Remedy Re-examined

This article delves into the history of leech therapy (hirudotherapy) and its potential resurgence in modern medicine. While Western medicine remains cautious about its efficacy, leech therapy has been used for millennia across numerous cultures, including China and India. Leech saliva contains hirudin, a powerful anticoagulant, and other bioactive compounds that reduce inflammation and improve blood flow. Although large-scale clinical trials are lacking, leech therapy shows promise in specific surgical applications, such as microsurgery breast reconstruction. The article also explores the development of artificial suction devices to mitigate the risks associated with live leeches. Ultimately, the article calls for more research into this ancient therapy to fully understand its potential and limitations.

(www.asimov.press)

Tech leech therapy

The Forecasting Company: Seeking Founding Software Engineer

2025-08-28

The Forecasting Company: Seeking Founding Software Engineer

A startup building the ultimate forecasting foundation model is seeking a founding software engineer. This full-stack role involves developing customer-facing APIs, robust data pipelines, and a web application. Ideal candidates will be proficient in Python and TypeScript, comfortable with React, and have experience building projects from scratch. Benefits include generous equity, daily lunch vouchers, an on-site gym, a mobility pass, full health insurance, and more.

(www.ycombinator.com)

Development Forecasting Model

AppGoblin Uncovers Mystery Ad Domains: A Deep Dive into Mobile Game Advertising

2025-08-28

AppGoblin analyzed over 40,000 apps, tracking millions of API calls and thousands of advertising domains. Many domains lacked landing pages, leaving their owners a mystery. Through IP address analysis, API keys, and SDKs, AppGoblin identified the companies behind these domains, including Bigo Ads, BidMachine, and Unity. `lazybumblebee.com` likely belongs to BidMachine for app mediation; `news-cdn.site`, `kickoffo.site`, `onegg.site`, and `acobt.tech` are linked to Bigo Ads. This research sheds light on the complex domain network and data tracking mechanisms in the mobile game advertising ecosystem.

(jamesoclaire.com)

Game domain analysis

Nevada Under Siege: Major Cyberattack Cripples State Services

2025-08-28

Nevada Under Siege: Major Cyberattack Cripples State Services

Nevada is grappling with a significant cyberattack that has knocked out numerous government digital services. The attack, announced on August 24th, has left state websites and phone lines offline, forcing the closure of state offices until further notice. While emergency services remain operational, officials are working to restore services and warn citizens about potential phishing scams. This incident presents a major test for Nevada's newly established cybersecurity office.

(www.theregister.com)

Tech

Lago: Open-Source SaaS Billing Platform Raises $22M, Boasts 7000+ GitHub Stars

2025-08-28

Lago: Open-Source SaaS Billing Platform Raises $22M, Boasts 7000+ GitHub Stars

Lago is an open-source billing platform simplifying, clarifying, and adapting SaaS billing for companies. Having raised over $22 million in funding from top-tier investors, Lago boasts over 7,000 GitHub stars, highlighting a strong developer community and technical prowess. Next-gen companies like Mistral.ai, Together.ai, Groq, and Laravel utilize Lago for their billing needs. The Lago team comprises ambitious, focused individuals dedicated to solving challenging problems with excellence and accountability, fostering a culture of rapid iteration and learning from mistakes.

(www.ycombinator.com)

Development Billing Platform

LLM Jailbreak: Bad Grammar Bypasses AI Safety

2025-08-28

LLM Jailbreak: Bad Grammar Bypasses AI Safety

Researchers from Palo Alto Networks' Unit 42 discovered a simple method to bypass large language model (LLM) safety guardrails: using terrible grammar and long, run-on sentences. LLMs, lacking true understanding, predict text statistically; their safety features are easily circumvented. By crafting incomplete sentences, attackers can 'jailbreak' models before safety mechanisms engage, achieving 80-100% success rates. The researchers propose a 'logit-gap' analysis for evaluating model vulnerabilities and improving safety, emphasizing multi-layered defenses.

(www.theregister.com)

AI LLM jailbreak

Sole Maintainer of Popular Node.js Utility Raises Security Concerns

2025-08-28

Sole Maintainer of Popular Node.js Utility Raises Security Concerns

A Node.js utility, fast-glob, used by thousands of public projects and over 30 Department of Defense systems, is maintained solely by a Yandex employee residing in Russia. While fast-glob has no known vulnerabilities, its deep system access and the maintainer's affiliation with Yandex raise serious security concerns. Hunted Labs' report highlights the utility's 79+ million weekly downloads, exposing a vast attack surface. This incident underscores the critical importance of open-source security and the need to know who writes your code.

(www.theregister.com)

Tech geopolitical risk

SpaceX Starship Flight 10: A Bold Experiment in Fault Tolerance

2025-08-28

SpaceX Starship Flight 10: A Bold Experiment in Fault Tolerance

SpaceX's Starship flight 10 wasn't just another milestone; it was a rigorous test of the rocket's fault tolerance. SpaceX intentionally introduced multiple failures to test the heat shield, propulsion redundancy, and Raptor engine reignition. The test focused on assessing Starship's resilience under extreme conditions, laying the groundwork for future Starlink satellite launches, commercial payload transportation, and crewed missions. Engineers deliberately removed heat shield tiles and experimented with a new actively cooled tile type to gather real-world data and refine designs. Propulsion redundancy was tested by simulating engine failure and successfully using a backup engine. Additionally, Starship achieved in-space Raptor engine reignition. This testing is crucial for NASA's Artemis program, which relies on SpaceX developing a heat shield that survives reentry and a ship that can reliably reignite in orbit to safely deliver astronauts to the lunar surface.

(finance.yahoo.com)

Tech

Optimal Mastermind Strategy: Maximizing Information Entropy

2025-08-28

This article explores an optimal strategy for playing Mastermind, leveraging information theory. The core idea is to always choose the guess with the highest entropy – the guess that provides the most information on average. By calculating the remaining possible codes after each guess and using the entropy formula, the optimal guess can be determined. Simulations show this strategy solves Mastermind in an average of 4.47 guesses, comparable to other algorithms and approaching the theoretical limit. The article also notes that calculating the remaining possible codes is an NP-complete problem, making the computational cost significant as code length and color options increase.

(www.goranssongaspar.com)

Game game strategy

Incus: System Containers vs. Virtual Machines – A Deep Dive

2025-08-28

Incus: System Containers vs. Virtual Machines – A Deep Dive

Incus supports two instance types: system containers and virtual machines. System containers leverage Linux kernel features for isolation, are Linux-only, and consume fewer resources. Virtual machines use hardware virtualization for isolation, allowing different operating systems but consuming more resources. Application containers (like Docker) package single applications, while system containers simulate a full OS, suitable for multiple applications and creating separate user spaces. Choose system containers for better performance and smaller size if all functionality is compatible with the host kernel; otherwise, use virtual machines.

(linuxcontainers.org)

Development

Japan Unveils First Homegrown Quantum Computer

2025-08-28

Japan Unveils First Homegrown Quantum Computer

Japan has launched its first quantum computer built entirely with domestically produced components. Located at Osaka University's Center for Quantum Information and Quantum Biology, the system utilizes a superconducting qubit chip and open-source software called OQTOPUS, both developed in Japan. This milestone represents a significant advancement in Japan's technological capabilities and paves the way for future breakthroughs in quantum computing, with potential applications in drug discovery, traffic optimization, and more.

(www.livescience.com)

Tech Japanese Technology Superconducting Qubits

PayPal Security Breach Freezes Billions in German Bank Payments

2025-08-28

PayPal Security Breach Freezes Billions in German Bank Payments

A failure in PayPal's security systems has resulted in a massive blockage of payments in Germany, potentially affecting over ten billion euros. The system's inability to filter fraudulent transactions led to unverified direct debits being submitted. Multiple German banks subsequently halted PayPal transactions, freezing funds for merchants. While PayPal claims the issue is resolved, the impact continues, with consumers urged to check for unauthorized debits.

(www.nordbayern.de)

Tech Payment Security System Failure

Revisited Forth: Two Implementations and Reflections on a Quirky Language

2025-08-28

The author revisited Forth, a language first encountered 20 years ago. Over two months, they implemented two Forth interpreters: goforth (in Go) and ctil (in C). goforth, a pure interpreter, is simple but lacks advanced features. ctil, closer to a traditional Forth implementation, allows extending the language using Forth itself, showcasing its power. The author argues that Forth's unique strengths lay in its early hardware context. However, its stack-based model makes it less readable and less practical in modern contexts, best suited as a learning project to understand compiler principles and virtual machines.

(eli.thegreenplace.net)

Development Language Implementation Compiler Principles

Small Town Baseball: A Fight for the American Soul

2025-08-28

Small Town Baseball: A Fight for the American Soul

Journalist Will Bardenwerper's new book, *Homestand: Small Town Baseball and the Fight for the Soul of America*, explores the consequences of Major League Baseball cutting 40 affiliated minor league teams—each costing roughly the equivalent of a single major leaguer's salary. Following the Batavia Muckdogs in New York, Bardenwerper highlights how affordable and accessible minor league baseball fosters community in working-class towns. He celebrates the resilience of the Muckdogs' fans and owners who revived the team after its initial elimination. The book emphasizes the unique intimacy and affordability of minor league games, fostering strong community bonds and intergenerational connections rarely seen elsewhere in modern American life. Bardenwerper argues that the cuts represent a loss of vital community values.

(lithub.com)

Misc Minor League Baseball American Culture

Mysterious Zen 5 CPU Failures: GMP Tests and Hardware Woes

2025-08-28

The author reports two instances of Ryzen 9950X CPUs failing after running GMP tests. Both incidents occurred in different environments but resulted in discolored areas on the CPU's pin side. Despite using Noctua coolers, the author suspects improper thermal paste application (due to Noctua's recommended offset mounting), leading to poor heat transfer, and that GMP tests might draw power beyond the CPU's specifications. While CPUs have temperature protection, sustained high loads could lead to gradual damage. The cause remains unknown but highlights the importance of high-performance CPU cooling and potential hardware flaws.

(gmplib.org)

Hardware CPU failure GMP tests

Exploring HTTPS Certificates for Onion Services: Enhancing Security and Functionality

2025-08-28

This document explores various methods for integrating and validating TLS/HTTPS certificates for Onion Services to enhance their security and functionality. While Onion Services inherently provide end-to-end encryption, HTTPS certificates unlock features like HTTP/2 and payment processing, bolstering security. The article details the pros and cons of existing CA validation, ACME for .onion, self-signed certificates, and innovative approaches such as self-validating certificates using the .onion private key and PKCS#11 modules. The ultimate goal is to seamlessly integrate Onion Services with modern web development.

(onionservices.torproject.org)

Tech Onion Services HTTPS Certificates

ChatGPT's Subtle but Significant Impact on Human Language

2025-08-28

ChatGPT's Subtle but Significant Impact on Human Language

Researchers at Florida State University have found that large language models like ChatGPT are subtly altering the way we speak. By analyzing lexical trends before and after ChatGPT's 2022 release, they discovered a convergence between human word choices and patterns associated with AI buzzwords. Increased usage of words like "delve" and "intricate," frequently overused by LLMs, points to a possible "seep-in effect," where AI's influence extends beyond mere tool usage to reshape how people communicate. This raises concerns about potential biases and misalignments in LLMs and their impact on human behavior. The study highlights the need for further research into AI's role in language evolution.

(news.fsu.edu)

AI

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