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Perplexity's India Gambit: Free AI for 360M Users

2025-07-17

Perplexity's India Gambit: Free AI for 360M Users

Perplexity, a US AI startup, is employing a classic Silicon Valley growth strategy: targeting India. They've partnered with Bharti Airtel, giving 360 million Airtel customers a year of free access to its premium Perplexity Pro service – the largest distribution deal of its kind globally. This isn't a watered-down trial; it's the full Pro version, including access to powerful models like GPT-4.1 and Claude. The move targets Airtel's paying subscribers, a massive segment of India's commercially valuable internet users, in a market projected to surpass 900 million users by 2025. This highlights India's importance as a key growth market for tech giants, but also underscores the fierce competition, with players like OpenAI and Google vying for market share. Despite India's vibrant AI startup scene, the country still lags in developing its own globally competitive LLMs. Perplexity's bold move exemplifies the high stakes and unique challenges of conquering this massive market.

(indiadispatch.com)

Tech Growth Hacking

Verizon Fined for Privacy Violations, Forfeits Jury Trial Right

2025-09-11

Verizon Fined for Privacy Violations, Forfeits Jury Trial Right

Verizon was fined for failing to obtain customer consent before sharing location data with third parties. The court rejected Verizon's claim that the FCC violated its right to a jury trial, noting Verizon could have refused payment and requested a jury trial. This contrasts with a similar case involving AT&T, where the court ruled in AT&T's favor, citing the FCC acting as prosecutor, jury, and judge. The key difference, the court explained, lies in the relevant legal frameworks, giving Verizon the option to forego payment and preserve its jury trial right.

(arstechnica.com)

Tech fine

Apple Challenges Diffusion Models: A Breakthrough in Image Generation with Normalizing Flows

2025-06-27

Apple Challenges Diffusion Models: A Breakthrough in Image Generation with Normalizing Flows

Apple released two papers showcasing the potential of a forgotten image generation technique: Normalizing Flows. Their new models, TarFlow and STARFlow, leverage Transformers to achieve significant advancements in image quality and efficiency. Unlike OpenAI's GPT-4o, which generates images token by token, Apple's models generate pixel values directly or through a compression-decompression process, avoiding information loss from tokenization and offering better control over image details. STARFlow further improves by employing latent space generation and integrating a lightweight language model, making it more suitable for mobile devices. This marks a new direction in image generation, challenging the dominance of diffusion models.

(9to5mac.com)

AI

Meta Wins Copyright Case: A Victory of Strategy, Not Law

2025-06-26

Meta Wins Copyright Case: A Victory of Strategy, Not Law

Meta Platforms Inc. avoided a landmark copyright lawsuit from authors alleging its generative AI model, Llama, used millions of copyrighted books without permission for training. A San Francisco judge ruled Meta's actions fell under fair use, but cautioned this was due to the authors' ineffective litigation strategy. The ruling doesn't confirm that Meta's use of copyrighted material for AI training is universally lawful.

(news.bloomberglaw.com)

AI Llama Model

LLMs Fail to Generalize Beyond Training Data

2025-08-12

LLMs Fail to Generalize Beyond Training Data

Researchers tested the generalization capabilities of large language models (LLMs) on tasks, formats, and lengths outside their training data. Results showed a dramatic drop in accuracy as the task diverged from the training distribution. Even when providing correct answers, the models often exhibited illogical reasoning or reasoning inconsistent with their answers. This suggests that chain-of-thought (CoT) reasoning in LLMs doesn't reflect true text understanding, but rather the replication of patterns learned during training. Performance also degraded sharply when presented with inputs of varying lengths or unfamiliar symbols, further highlighting the limitations in generalization.

(arstechnica.com)

AI

Baseten Achieves SOTA Performance on GPT-OSS-120B: A Race Against Time

2025-08-07

Baseten Achieves SOTA Performance on GPT-OSS-120B: A Race Against Time

As a launch partner for OpenAI's new open-source LLM, Baseten raced to optimize GPT-OSS-120B for peak performance on launch day. They leveraged their flexible inference stack, testing across TensorRT-LLM, vLLM, and SGLang, supporting both Hopper and Blackwell GPU architectures. Key optimizations included KV cache-aware routing and speculative decoding with Eagle. Prioritizing latency, they chose Tensor Parallelism and utilized the TensorRT-LLM MoE backend. The team rapidly addressed compatibility issues and continuously refined model configuration, contributing back to the open-source community. Future improvements will include speculative decoding for even faster inference.

(www.baseten.co)

Development Inference Optimization

Google DeepMind Unveils Veo 2: A Breakthrough in AI Video Generation

2024-12-16

Google DeepMind Unveils Veo 2: A Breakthrough in AI Video Generation

Google DeepMind recently launched Veo 2, its latest AI video generation model. This model represents a significant leap forward in realism, detail, and motion accuracy, capable of producing high-quality 4K videos from complex instructions. Outperforming other leading AI video generation models, Veo 2 excels in faithfully following prompts and generating incredibly realistic results. From extreme close-ups of a DJ to detailed food preparation scenes showcasing realistic physics, Veo 2 demonstrates its versatility across various styles and scenarios, marking a new milestone in AI video generation.

(deepmind.google)

AI AI video generation deep learning

Perl: The Duct Tape of the Internet, A Story of Rise and Fall

2025-08-01

Perl: The Duct Tape of the Internet, A Story of Rise and Fall

Perl was once ubiquitous, powering countless websites around the turn of the millennium. Its strength lay in handling massive text data, even finding use in bioinformatics. However, Perl's messy syntax earned it the nickname "duct tape of the internet," often jokingly referred to as 'write-only'. Created by Larry Wall, a linguist, its design reflected a philosophy rejecting linguistic purity. Perl's multitude of approaches, while initially appealing, ultimately contributed to its decline in popularity. Despite its fall from grace, Perl stands as a testament to the idea that programming shouldn't be constrained by dogma.

(www.wired.com)

Development

Functional Logo Maker from a Single Prompt: LLM Potential and Limitations

2025-04-25

The author generated a fully functional logo maker, including export options, from a single prompt in Aider. Code snippets demonstrate the LLM's ability to generate font links, dependencies, and inline CSS styles, even including the latest SHA hash of a linked CDN library. However, expanding the code using Sonnet 3.7 significantly increased project complexity, resulting in uncompilable code. The author explores the differences in code generation and expansion capabilities between different LLMs (like Claude and GPT-4o), and the impact of context window size, output limits, and other factors on LLM applications. The limitations of context windows and output sizes in LLMs are highlighted as key challenges.

(medium.com)

Development AI-assisted Programming

Indian Court Orders Block on ProtonMail Amid Deepfake Threats and Bomb Scares

2025-04-29

Indian Court Orders Block on ProtonMail Amid Deepfake Threats and Bomb Scares

The Karnataka High Court in India has ordered the Indian government to block ProtonMail. A company alleged its employees were harassed with obscene messages and AI-generated deepfakes sent via ProtonMail, claiming the service's servers are outside India and thus beyond its jurisdiction. While the Indian government suggested using international legal assistance to obtain information, the court deemed ProtonMail a national security threat and ordered its block unless it cooperates with the investigation. The case sparks debate on data sovereignty, cybersecurity, and free speech.

(www.livelaw.in)

Tech

Ripple: A New UI Framework Blending React, Solid, and Svelte

2025-09-02

Ripple: A New UI Framework Blending React, Solid, and Svelte

Ripple is an early-stage TypeScript UI framework that combines the best parts of React, Solid, and Svelte. Built as a JS/TS-first framework, it features a unique .ripple extension and superset language designed to improve developer experience and work well with LLMs. It boasts built-in reactive state management, a component-based architecture, JSX-like syntax, and high performance. While still buggy and in alpha, Ripple's innovative features—like automatically reactive variables and object properties prefixed with $, the `untrack` function for controlling reactivity, reactive arrays, and the `effect` function—make it an intriguing project to watch.

(github.com)

Development

Earth Wind is Rusting the Moon

2025-09-23

Earth Wind is Rusting the Moon

New research suggests that a stream of charged particles from Earth could be responsible for the rust found on the Moon. Scientists discovered that oxygen particles blown from Earth to the Moon can turn lunar minerals into hematite, also known as rust. This discovery enhances our understanding of the deep interconnection between Earth and the Moon, showing that the Moon retains a geological record of these interactions. When Earth is positioned between the Sun and the Moon, the Moon is exposed to the 'Earth wind,' containing ions of various elements including oxygen. These charged particles, upon impacting the Moon, embed themselves in the upper layers of lunar soil and trigger chemical reactions leading to hematite formation. This research provides experimental support for the origin of lunar hematite, confirming Earth wind as a contributing factor to the Moon's rust.

(www.nature.com)

Tech Earth Wind

Craniometrix: $7M+ in Revenue and Hiring a Chief of Staff to Scale

2025-03-27

Craniometrix: $7M+ in Revenue and Hiring a Chief of Staff to Scale

Craniometrix, a healthcare startup, has secured over $7 million in revenue and is seeking a Chief of Staff to help scale its operations. Leveraging Medicare's new GUIDE program, they provide innovative care for dementia patients while generating additional income for physicians. The company uses a software and services model, with payments starting July 1st, and has already signed a significant number of doctors. The ideal candidate will be highly detail-oriented, work across all aspects of the business, and manage multiple projects simultaneously. Responsibilities include onboarding customers, building processes (AI-powered outbound calling, etc.), translating operations into product requirements, assisting with investor decks, responding to sales inquiries, and identifying expansion opportunities. The position requires 3+ years of healthcare experience, strong operations management skills, and a commitment to working 60+ hours per week. Craniometrix is building the world's first one-stop-shop care platform for Alzheimer's disease, focusing on optimizing care monitoring, management, and intervention.

(www.ycombinator.com)

Startup Healthcare Tech Healthcare Startup

Google's uBlock Origin Ban Leaves Users Vulnerable to Malicious Ads

2025-03-19

Google's uBlock Origin Ban Leaves Users Vulnerable to Malicious Ads

Google's recent disabling of the popular ad-blocker uBlock Origin on Chrome has raised serious security concerns. The author recounts a personal story of a relative falling victim to malware after unknowingly disabling uBlock Origin, highlighting the vulnerability of less tech-savvy users. While alternatives exist, they may not be as effective and switching browsers isn't always feasible. The author urges Google to provide a more user-friendly solution instead of leaving users exposed to potentially harmful ads.

(nuage.quimerch.com)

Tech ad-blocking

A Convex Polyhedron That Defies Intuition: No Rupert's Property

2025-08-29

A Convex Polyhedron That Defies Intuition: No Rupert's Property

For a long time, it was believed that any convex polyhedron could have a hole cut through it large enough to pass an identical copy through. This is known as 'Rupert's property'. This week, Steininger and Yurkevich proved this wrong! They found a convex polyhedron with 90 vertices, 240 edges, and 152 faces that lacks this property. Their proof involved a computer search of 18 million possible holes, combined with rigorous mathematical arguments. They dubbed this counter-example a 'noperthedron'. This discovery challenges long-held assumptions in geometry.

(johncarlosbaez.wordpress.com)

Misc polyhedron

Soaring Electricity Bills Leave Florida Residents Struggling

2025-08-17

Soaring Electricity Bills Leave Florida Residents Struggling

Florida residents Ken Thomas and Al Salvi are grappling with soaring electricity bills, reaching $400 and $500 a month respectively, due to the intense summer heat and rising prices. Florida Power & Light's application for a rate increase sparked public outrage. Nationally, electricity prices have doubled the rate of inflation, fueled by the surge in energy demand from AI data centers and increased natural gas exports. Experts point to clean energy as a solution, but insufficient subsidies leave low-income households vulnerable to power shutoffs.

(www.npr.org)

Misc rising electricity prices low-income families

Sanctum: A Secure and Auditable VPN Daemon

2025-05-04

Sanctum: A Secure and Auditable VPN Daemon

Sanctum is a small, reviewable, capable, pq-safe, and fully privilege-separated VPN daemon for OpenBSD, Linux, and macOS. Its privilege separation design ensures that critical assets are isolated from processes interacting with the internet or handling non-cryptographic tasks. Sanctum also offers peer-to-peer tunnels that traverse NAT, enabling direct device communication without needing to open firewall ports or configure forwarding rules. The system uses multiple processes, each sandboxed and running as a separate user for enhanced security. Sanctum supports various ciphers and uses a hybrid key exchange for post-quantum security.

(github.com)

Development Post-Quantum Cryptography

Alfred Workflow: Instant Access to Google Cloud Services

2025-06-03

Alfred Workflow: Instant Access to Google Cloud Services

Tired of the hassle of accessing Google Cloud services? This Alfred workflow makes everything quick and easy! Just type `gcp` in Alfred to fuzzy search over 250 Google Cloud services and subservices, and directly search GCP resources across 20+ services. It supports one-click copy, paste, or opening GCP console links, and provides useful tools like caching and log viewing. Most importantly, it's secure and reliable, using only your local gcloud CLI for authentication and never touching your credentials. Try it now!

(github.com)

Development Workflow

Adult Basic Skills Test Scores Decline Sparks Concern

2024-12-16

Adult Basic Skills Test Scores Decline Sparks Concern

An international test of adults' "basic skills" reveals a growing number of Americans struggling with moderately complex reading and math tasks. U.S. adults scored below the OECD average in literacy and numeracy, with scores declining since 2017. While a correlation with declining children's test scores exists, the connection isn't straightforward. The largest score drops were among older adults, suggesting the issue extends beyond the education system. The test itself may be flawed, potentially measuring complex text comprehension more than pure reasoning. The article suggests education can bridge the gap by improving knowledge reserves and understanding of complex syntax, better preparing individuals for such tests.

(nataliewexler.substack.com)

Misc adult education basic skills test

Internet Archive Livestreams Microfiche Digitization

2025-05-22

Internet Archive Livestreams Microfiche Digitization

The Internet Archive is livestreaming its microfiche digitization process on YouTube, offering a behind-the-scenes look at the work involved in its Democracy's Library initiative. This project aims to digitize and share millions of government records. The livestream shows operators transforming fragile microfiche cards into searchable public documents using high-resolution cameras, image stitching software, and OCR. Live scanning happens Monday-Friday, 7:30 AM to 3:30 PM PT (excluding holidays), with a second shift planned.

(9to5mac.com)

Tech Microfiche Digitization Democracy's Library

Major Linux Security Flaw: io_uring Bypass Leaves Security Tools Blind

2025-04-24

Major Linux Security Flaw: io_uring Bypass Leaves Security Tools Blind

ARMO researchers have uncovered a critical vulnerability in Linux's io_uring asynchronous I/O interface, rendering most runtime security tools, including Falco, Tetragon, and Microsoft Defender, unable to detect rootkits exploiting it. Attackers can leverage io_uring to bypass syscall monitoring, enabling stealthy operations. ARMO's proof-of-concept rootkit, 'Curing,' demonstrates the severity by operating entirely through io_uring. While some vendors have responded with fixes, widespread exposure remains. The research highlights the need for security vendors to adopt mechanisms like KRSI for enhanced detection capabilities.

(www.armosec.io)

Tech Linux Security

The Principles of the Wheel Reinventor

2025-03-21

This article explores the philosophy of the 'Wheel Reinventor' – a programmer who chooses to build things from scratch, not for efficiency, but for learning, customization, innovation, and the sheer joy of creation. Four key reasons are given for reinventing the wheel: learning, specificity, innovation, and enjoyment. However, the author stresses the importance of careful planning and avoiding unnecessary rabbit holes, weighing the costs and benefits before starting. Practical advice is also shared, including minimizing third-party dependencies, mastering built-in tools, avoiding excessive abstraction, and open-sourcing code.

(tobloef.com)

Development programming philosophy

MIT Professor Unravels the Brain's Language Processing Mechanisms

2025-04-03

MIT Professor Unravels the Brain's Language Processing Mechanisms

From learning multiple languages in the former Soviet Union to becoming an associate professor of brain and cognitive sciences at MIT, Dr. Evelina Fedorenko dedicates her research to understanding the brain's language processing regions. Her work utilizes fMRI to precisely locate these areas, revealing their high selectivity for language and lack of overlap with other cognitive functions like music processing or code reading. Furthermore, she explores the temporal differences in processing across different brain regions, the development of language processing areas in young children, and uses large language models to investigate the plasticity and redundancy of the brain's language capabilities.

(news.mit.edu)

AI Brain Language Processing Cognitive Neuroscience

AWS's Systems Correctness: A Multifaceted Approach

2025-04-01

Amazon Web Services (AWS) employs a robust system correctness strategy combining formal and semi-formal methods to deliver reliable services. Initially relying on TLA+ for modeling critical systems, AWS identified and eliminated subtle bugs early in development. The introduction of the P programming language, a more developer-friendly state machine language, further enhanced their approach, playing a crucial role in migrations like Amazon S3's move to strong consistency. Lightweight methods such as property-based testing, deterministic simulation, and fuzzing are also widely used. AWS further bolstered resilience with the launch of FIS (Fault Injection Service). For critical security boundaries, formal proofs, as seen in the development of Cedar and Firecracker, guarantee correctness. This multifaceted approach not only ensures reliability but also drives performance optimization and cost reduction.

(queue.acm.org)

Development System Correctness Formal Methods

Streaming Services' Annoying Child Profile Prompts: A Rant

2025-04-13

Netflix, BBC iPlayer, and Amazon Prime, among others, persistently prompt users to create child profiles, even those without children. The author expresses frustration, arguing this is not only annoying but potentially hurtful to those who have lost children or struggle with fertility. The plea is for a "never ask again" option, respecting the needs of childless users and acknowledging that the world doesn't revolve around children.

(shkspr.mobi)

Misc child profiles

Google's Gemini Update Silently Breaks Trauma-Focused Apps

2025-05-10

Google's Gemini Update Silently Breaks Trauma-Focused Apps

A recent update to Google's Gemini 2.5 large language model has inadvertently broken the safety settings controls, blocking content previously allowed, such as sensitive accounts of sexual assault. This has crippled several applications relying on the Gemini API, including VOXHELIX (which helps sexual assault survivors create reports) and InnerPiece (a journaling app for PTSD and abuse survivors). Developers are criticizing Google for silently changing the model, causing app malfunctions and severely impacting user experience and mental health support. Google acknowledged the issue but hasn't offered a clear explanation.

(www.theregister.com)

AI app breakage

India's Demographic Time Advantage

2025-08-20

India's Demographic Time Advantage

Unlike China, which is rapidly aging, India boasts a decades-long demographic dividend. This gives it a significant time advantage in economic development. While India needs sustained high growth, it faces a less compressed timeline than China. The article highlights the need to boost female labor participation, higher education completion, and urban job creation to fully leverage this demographic dividend. Despite its reliance on Chinese technology in electronics manufacturing, India's time advantage allows it to absorb expertise and build indigenous capabilities.

(indiadispatch.com)

Tech demographic dividend Indian economy China-India comparison

Dark Matter's Surprising Origin: Fast Particles Slowing Down

2025-05-16

Dark Matter's Surprising Origin: Fast Particles Slowing Down

Dartmouth researchers propose a novel theory for dark matter's origin. Their model suggests that in the early universe, high-energy massless particles collided and rapidly condensed, akin to steam turning into water, forming dark matter. These particles, attracted by opposing spins, cooled, and their energy plummeted, transforming into cold, heavy particles. The theory is testable via analysis of the cosmic microwave background radiation and draws an analogy to Cooper pair formation in superconductivity.

(phys.org)

Tech

Nintendo Switch 2's EULA Grants Nintendo the Power to Brick Your Console

2025-05-11

Nintendo Switch 2's EULA Grants Nintendo the Power to Brick Your Console

Nintendo's updated user agreement for the upcoming Switch 2 grants the company the power to remotely brick users' consoles. If users violate the agreement, such as by modifying system software or bypassing security measures, Nintendo can permanently disable the console. This clause is controversial as it grants Nintendo significant control over hardware that users own. While likely targeting piracy and modding, the vague wording raises concerns, with Nintendo possessing ultimate interpretation power. This isn't just about online play restrictions; it could disable offline functionality, rendering the console worthless.

(betanews.com)

Game Remote Disable

Open-Source Morpho: Revolutionizing Soft Material Shape Optimization

2025-03-13

Open-Source Morpho: Revolutionizing Soft Material Shape Optimization

Researchers at Tufts University have developed Morpho, an open-source software designed to tackle shape optimization problems for soft materials. Unlike traditional software that excels with rigid materials, Morpho simulates the response of soft materials like biological tissues, engineered tissues, and shape-shifting fluids under force. This is crucial for applications such as designing artificial hearts, heart valves, and robotic materials mimicking human soft tissue. Morpho's ease of use and broad applicability are revolutionizing the field of soft material design.

(now.tufts.edu)

Development soft materials shape optimization

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